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<!-- DFIN ActiveDisclosure(SM) XBRL Linkbase Document - http://www.dfinsolutions.com/ -->
<!-- Creation Date      : 2020-11-09T20:15:20.9364552+00:00 -->
<!-- Version            : 5.0.1.513 -->
<!-- Package ID         : 70ea737138a24835bd5c736705d91bc8 -->
<!-- Copyright (c) 2020 Donnelley Financial Solutions, Inc. All Rights Reserved. -->
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    <link:label xml:lang="en-US" xlink:label="dei_EntityCentralIndexKey_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Entity Central Index Key</link:label>
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    <link:label xml:lang="en-US" xlink:label="mpw_LandBuildingsAndImprovementsIntangibleLeaseAssetsAndOther_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Land buildings and improvements intangible lease assets and other.</link:label>
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    <link:loc xlink:href="mpw-20200930.xsd#mpw_NetInvestmentInRealEstateAssets" xlink:type="locator" xlink:label="mpw_NetInvestmentInRealEstateAssets" />
    <link:label xml:lang="en-US" xlink:label="mpw_NetInvestmentInRealEstateAssets_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Net Investment In Real Estate Assets</link:label>
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    <link:loc xlink:href="mpw-20200930.xsd#mpw_InterestAndRentReceivable" xlink:type="locator" xlink:label="mpw_InterestAndRentReceivable" />
    <link:label xml:lang="en-US" xlink:label="mpw_InterestAndRentReceivable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Interest and rent receivable.</link:label>
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    <link:loc xlink:href="mpw-20200930.xsd#mpw_StraightLineRentReceivable" xlink:type="locator" xlink:label="mpw_StraightLineRentReceivable" />
    <link:label xml:lang="en-US" xlink:label="mpw_StraightLineRentReceivable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Straight-line rent receivable</link:label>
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    <link:loc xlink:href="mpw-20200930.xsd#mpw_AcquisitionLoansAndOtherLoans" xlink:type="locator" xlink:label="mpw_AcquisitionLoansAndOtherLoans" />
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    <link:loc xlink:href="mpw-20200930.xsd#mpw_ObligationsToTenantsAndOtherLeaseLiabilities" xlink:type="locator" xlink:label="mpw_ObligationsToTenantsAndOtherLeaseLiabilities" />
    <link:label xml:lang="en-US" xlink:label="mpw_ObligationsToTenantsAndOtherLeaseLiabilities_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Obligations to tenants and other lease liabilities.</link:label>
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    <link:loc xlink:href="mpw-20200930.xsd#mpw_PayableDueToParentCompany" xlink:type="locator" xlink:label="mpw_PayableDueToParentCompany" />
    <link:label xml:lang="en-US" xlink:label="mpw_PayableDueToParentCompany_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Payable due to parent company</link:label>
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    <link:loc xlink:href="mpw-20200930.xsd#mpw_RentBilled" xlink:type="locator" xlink:label="mpw_RentBilled" />
    <link:label xml:lang="en-US" xlink:label="mpw_RentBilled_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Rent billed</link:label>
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    <link:loc xlink:href="mpw-20200930.xsd#mpw_StraightLineRentRevenueNetOfWriteOffs" xlink:type="locator" xlink:label="mpw_StraightLineRentRevenueNetOfWriteOffs" />
    <link:label xml:lang="en-US" xlink:label="mpw_StraightLineRentRevenueNetOfWriteOffs_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Straight line rent revenue net of write offs.</link:label>
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    <link:loc xlink:href="mpw-20200930.xsd#mpw_CostsOfLeasedAndRentedPropertyOrEquipment" xlink:type="locator" xlink:label="mpw_CostsOfLeasedAndRentedPropertyOrEquipment" />
    <link:label xml:lang="en-US" xlink:label="mpw_CostsOfLeasedAndRentedPropertyOrEquipment_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Costs of leased and rented property or equipment.</link:label>
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    <link:loc xlink:href="mpw-20200930.xsd#mpw_UnutilizedFinancingFees" xlink:type="locator" xlink:label="mpw_UnutilizedFinancingFees" />
    <link:label xml:lang="en-US" xlink:label="mpw_UnutilizedFinancingFees_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Unutilized financing fees.</link:label>
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    <link:loc xlink:href="mpw-20200930.xsd#mpw_OtherComprehensiveIncomeUnrealizedGainLossOnDerivativesNetOfTax" xlink:type="locator" xlink:label="mpw_OtherComprehensiveIncomeUnrealizedGainLossOnDerivativesNetOfTax" />
    <link:label xml:lang="en-US" xlink:label="mpw_OtherComprehensiveIncomeUnrealizedGainLossOnDerivativesNetOfTax_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Other comprehensive income unrealized gain (loss) on derivatives net of tax.</link:label>
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    <link:loc xlink:href="mpw-20200930.xsd#mpw_StraightLineRentRevenueAndOther" xlink:type="locator" xlink:label="mpw_StraightLineRentRevenueAndOther" />
    <link:label xml:lang="en-US" xlink:label="mpw_StraightLineRentRevenueAndOther_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Straight-line rent revenue and other.</link:label>
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    <link:loc xlink:href="mpw-20200930.xsd#mpw_StraightLineRentsAndOtherWriteOff" xlink:type="locator" xlink:label="mpw_StraightLineRentsAndOtherWriteOff" />
    <link:label xml:lang="en-US" xlink:label="mpw_StraightLineRentsAndOtherWriteOff_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Straight-line rents and other write-off.</link:label>
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    <link:loc xlink:href="mpw-20200930.xsd#mpw_PreAcquisitionRentCollectedCircleTransaction" xlink:type="locator" xlink:label="mpw_PreAcquisitionRentCollectedCircleTransaction" />
    <link:label xml:lang="en-US" xlink:label="mpw_PreAcquisitionRentCollectedCircleTransaction_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Pre acquisition rent collected circle transaction.</link:label>
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    <link:loc xlink:href="mpw-20200930.xsd#mpw_IncreaseDecreaseInInterestAndRentReceivable" xlink:type="locator" xlink:label="mpw_IncreaseDecreaseInInterestAndRentReceivable" />
    <link:label xml:lang="en-US" xlink:label="mpw_IncreaseDecreaseInInterestAndRentReceivable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Increase decrease in interest and rent receivable.</link:label>
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    <link:loc xlink:href="mpw-20200930.xsd#mpw_ConstructionInProgressEquipmentAndOther" xlink:type="locator" xlink:label="mpw_ConstructionInProgressEquipmentAndOther" />
    <link:label xml:lang="en-US" xlink:label="mpw_ConstructionInProgressEquipmentAndOther_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Construction in progress, equipment, and other</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_ConstructionInProgressEquipmentAndOther" xlink:to="mpw_ConstructionInProgressEquipmentAndOther_lbl" />
    <link:loc xlink:href="mpw-20200930.xsd#mpw_PaymentsForCapitalAdditionsAndOtherInvestmentsNet" xlink:type="locator" xlink:label="mpw_PaymentsForCapitalAdditionsAndOtherInvestmentsNet" />
    <link:label xml:lang="en-US" xlink:label="mpw_PaymentsForCapitalAdditionsAndOtherInvestmentsNet_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Payments for capital additions and other investments net.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_PaymentsForCapitalAdditionsAndOtherInvestmentsNet" xlink:to="mpw_PaymentsForCapitalAdditionsAndOtherInvestmentsNet_lbl" />
    <link:loc xlink:href="mpw-20200930.xsd#mpw_PaymentsForProceedsFromLeaseDepositsAndOtherObligationsToTenants" xlink:type="locator" xlink:label="mpw_PaymentsForProceedsFromLeaseDepositsAndOtherObligationsToTenants" />
    <link:label xml:lang="en-US" xlink:label="mpw_PaymentsForProceedsFromLeaseDepositsAndOtherObligationsToTenants_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Payments for proceeds from lease deposits and other obligations to tenants.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_PaymentsForProceedsFromLeaseDepositsAndOtherObligationsToTenants" xlink:to="mpw_PaymentsForProceedsFromLeaseDepositsAndOtherObligationsToTenants_lbl" />
    <link:loc xlink:href="mpw-20200930.xsd#mpw_UndistributedEarningAllocatedToParticipatingSecurities" xlink:type="locator" xlink:label="mpw_UndistributedEarningAllocatedToParticipatingSecurities" />
    <link:label xml:lang="en-US" xlink:label="mpw_UndistributedEarningAllocatedToParticipatingSecurities_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Undistributed earning allocated to participating securities.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_UndistributedEarningAllocatedToParticipatingSecurities" xlink:to="mpw_UndistributedEarningAllocatedToParticipatingSecurities_lbl" />
    <link:loc xlink:href="https://xbrl.sec.gov/dei/2019/dei-2019-01-31.xsd#dei_CoverAbstract" xlink:type="locator" xlink:label="dei_CoverAbstract" />
    <link:label xml:lang="en-US" xlink:label="dei_CoverAbstract_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Cover [Abstract]</link:label>
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    <link:loc xlink:href="https://xbrl.sec.gov/dei/2019/dei-2019-01-31.xsd#dei_DocumentInformationTable" xlink:type="locator" xlink:label="dei_DocumentInformationTable" />
    <link:label xml:lang="en-US" xlink:label="dei_DocumentInformationTable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Document Information [Table]</link:label>
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    <link:label xml:lang="en-US" xlink:label="dei_DocumentInformationTable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Document Information [Table]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/srt/2020/elts/srt-2020-01-31.xsd#srt_ConsolidatedEntitiesAxis" xlink:type="locator" xlink:label="srt_ConsolidatedEntitiesAxis" />
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    <link:loc xlink:href="http://xbrl.fasb.org/srt/2020/elts/srt-2020-01-31.xsd#srt_ConsolidatedEntitiesDomain" xlink:type="locator" xlink:label="srt_ConsolidatedEntitiesDomain" />
    <link:label xml:lang="en-US" xlink:label="srt_ConsolidatedEntitiesDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Consolidated Entities</link:label>
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    <link:loc xlink:href="mpw-20200930.xsd#mpw_MptOperatingPartnershipLPMember" xlink:type="locator" xlink:label="mpw_MptOperatingPartnershipLPMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_MptOperatingPartnershipLPMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">MPT Operating Partnership L.P</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_MptOperatingPartnershipLPMember" xlink:to="mpw_MptOperatingPartnershipLPMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_MptOperatingPartnershipLPMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">MPT Operating Partnership, L.P. [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_MptOperatingPartnershipLPMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Mpt Operating Partnership L P [Member]</link:label>
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    <link:loc xlink:href="https://xbrl.sec.gov/dei/2019/dei-2019-01-31.xsd#dei_DocumentType" xlink:type="locator" xlink:label="dei_DocumentType" />
    <link:label xml:lang="en-US" xlink:label="dei_DocumentType_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Document Type</link:label>
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    <link:label xml:lang="en-US" xlink:label="dei_DocumentType_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Document Type</link:label>
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    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_StatementTable" xlink:type="locator" xlink:label="us-gaap_StatementTable" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_StatementTable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Statement [Table]</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_StatementTable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Statement [Table]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_PartnerTypeOfPartnersCapitalAccountAxis" xlink:type="locator" xlink:label="us-gaap_PartnerTypeOfPartnersCapitalAccountAxis" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_PartnerTypeOfPartnersCapitalAccountAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Partner Type</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_PartnerTypeOfPartnersCapitalAccountNameDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Partner Type Of Partners Capital Account Name [Domain]</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_GeneralPartnerMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">General Partner [Member]</link:label>
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    <link:loc xlink:href="mpw-20200930.xsd#mpw_CommonUnitsMember" xlink:type="locator" xlink:label="mpw_CommonUnitsMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_CommonUnitsMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Common units.</link:label>
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    <link:label xml:lang="en-US" xlink:label="mpw_CommonUnitsMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Common Units [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_LTIPUnitsMember" xlink:type="locator" xlink:label="mpw_LTIPUnitsMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_LTIPUnitsMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">LTIP Units.</link:label>
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    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_StatementLineItems" xlink:type="locator" xlink:label="us-gaap_StatementLineItems" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_StatementLineItems_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Statement [Line Items]</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_StatementLineItems_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Statement [Line Items]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_AssetsAbstract" xlink:type="locator" xlink:label="us-gaap_AssetsAbstract" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_AssetsAbstract_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Assets</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_AssetsAbstract" xlink:to="us-gaap_AssetsAbstract_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_AssetsAbstract_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Assets [Abstract]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_RealEstateAssetsAbstract_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Real estate assets</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_RealEstateAssetsAbstract_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Real Estate Assets [Abstract]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_LandBuildingsAndImprovementsIntangibleLeaseAssetsAndOther_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Land, buildings and improvements, intangible lease assets, and other</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_LandBuildingsAndImprovementsIntangibleLeaseAssetsAndOther_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Land Buildings And Improvements Intangible Lease Assets And Other</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_NetInvestmentInLease" xlink:type="locator" xlink:label="us-gaap_NetInvestmentInLease" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_NetInvestmentInLease_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Investment in financing leases</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_NetInvestmentInLease" xlink:to="us-gaap_NetInvestmentInLease_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_NetInvestmentInLease_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Net Investment In Lease</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_MortgageLoansOnRealEstateCommercialAndConsumerNet" xlink:type="locator" xlink:label="us-gaap_MortgageLoansOnRealEstateCommercialAndConsumerNet" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_MortgageLoansOnRealEstateCommercialAndConsumerNet_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Mortgage loans</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_MortgageLoansOnRealEstateCommercialAndConsumerNet" xlink:to="us-gaap_MortgageLoansOnRealEstateCommercialAndConsumerNet_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_MortgageLoansOnRealEstateCommercialAndConsumerNet_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Mortgage Loans On Real Estate Commercial And Consumer Net</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_GrossInvestmentInRealEstateAssets_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/totalLabel">Gross investment in real estate assets</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_GrossInvestmentInRealEstateAssets_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Gross Investment In Real Estate Assets</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_RealEstateAccumulatedDepreciationAndAmortization_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2009/role/negatedLabel">Accumulated depreciation and amortization</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_RealEstateAccumulatedDepreciationAndAmortization_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Real Estate Accumulated Depreciation And Amortization</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_NetInvestmentInRealEstateAssets_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/totalLabel">Net investment in real estate assets</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_NetInvestmentInRealEstateAssets_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Net Investment In Real Estate Assets</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_CashAndCashEquivalentsAtCarryingValue" xlink:type="locator" xlink:label="us-gaap_CashAndCashEquivalentsAtCarryingValue" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_CashAndCashEquivalentsAtCarryingValue_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Cash and cash equivalents</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_CashAndCashEquivalentsAtCarryingValue_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Cash And Cash Equivalents At Carrying Value</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_InterestAndRentReceivable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Interest and rent receivables</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_InterestAndRentReceivable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Interest And Rent Receivable</link:label>
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    <link:label xml:lang="en-US" xlink:label="mpw_StraightLineRentReceivable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Straight Line Rent Receivable</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_EquityMethodInvestments" xlink:type="locator" xlink:label="us-gaap_EquityMethodInvestments" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_EquityMethodInvestments_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Equity investments</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_EquityMethodInvestments" xlink:to="us-gaap_EquityMethodInvestments_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_EquityMethodInvestments_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Equity Method Investments</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_AcquisitionLoansAndOtherLoans_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Other loans</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_AcquisitionLoansAndOtherLoans_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Acquisition Loans And Other Loans</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_OtherAssets" xlink:type="locator" xlink:label="us-gaap_OtherAssets" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_OtherAssets_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Other assets</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_OtherAssets_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Other Assets</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_Assets" xlink:type="locator" xlink:label="us-gaap_Assets" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_Assets_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/totalLabel">Total Assets</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_Assets" xlink:to="us-gaap_Assets_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_Assets_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Assets</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_LiabilitiesAndStockholdersEquityAbstract" xlink:type="locator" xlink:label="us-gaap_LiabilitiesAndStockholdersEquityAbstract" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LiabilitiesAndStockholdersEquityAbstract_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Liabilities and Equity</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_LiabilitiesAndStockholdersEquityAbstract_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Liabilities And Stockholders Equity [Abstract]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_LiabilitiesAbstract" xlink:type="locator" xlink:label="us-gaap_LiabilitiesAbstract" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LiabilitiesAbstract_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Liabilities</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_LiabilitiesAbstract" xlink:to="us-gaap_LiabilitiesAbstract_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LiabilitiesAbstract_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Liabilities [Abstract]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_LongTermDebt" xlink:type="locator" xlink:label="us-gaap_LongTermDebt" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LongTermDebt_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Debt, net</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_LongTermDebt_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Long Term Debt</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_AccountsPayableAndAccruedLiabilitiesCurrentAndNoncurrent" xlink:type="locator" xlink:label="us-gaap_AccountsPayableAndAccruedLiabilitiesCurrentAndNoncurrent" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_AccountsPayableAndAccruedLiabilitiesCurrentAndNoncurrent_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Accounts payable and accrued expenses</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_AccountsPayableAndAccruedLiabilitiesCurrentAndNoncurrent_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Accounts Payable And Accrued Liabilities Current And Noncurrent</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_ContractWithCustomerLiability" xlink:type="locator" xlink:label="us-gaap_ContractWithCustomerLiability" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ContractWithCustomerLiability_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Deferred revenue</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_ContractWithCustomerLiability" xlink:to="us-gaap_ContractWithCustomerLiability_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ContractWithCustomerLiability_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Contract With Customer Liability</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_ObligationsToTenantsAndOtherLeaseLiabilities_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Obligations to tenants and other lease liabilities</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_ObligationsToTenantsAndOtherLeaseLiabilities_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Obligations To Tenants And Other Lease Liabilities</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_PayableDueToParentCompany_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Payable due to Medical Properties Trust, Inc.</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_PayableDueToParentCompany_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Payable Due To Parent Company</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_Liabilities" xlink:type="locator" xlink:label="us-gaap_Liabilities" />
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    <link:label xml:lang="en-US" xlink:label="us-gaap_StockholdersEquity_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/totalLabel">Total Medical Properties Trust, Inc. Stockholders&apos; Equity (MPT Operating Partnership, L.P. capital)</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_StockholdersEquity_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Stockholders Equity</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_MinorityInterest_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Minority Interest</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_PreferredStockParOrStatedValuePerShare_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Preferred Stock Par Or Stated Value Per Share</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_PreferredStockSharesOutstanding_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Preferred stock, shares outstanding</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_OtherComprehensiveIncomeForeignCurrencyTransactionAndTranslationGainLossArisingDuringPeriodNetOfTax_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Other Comprehensive Income Foreign Currency Transaction And Translation Gain Loss Arising During Period Net Of Tax</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_ComprehensiveIncomeNetOfTaxIncludingPortionAttributableToNoncontrollingInterest_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/totalLabel">Total comprehensive income</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_ComprehensiveIncomeNetOfTaxIncludingPortionAttributableToNoncontrollingInterest" xlink:to="us-gaap_ComprehensiveIncomeNetOfTaxIncludingPortionAttributableToNoncontrollingInterest_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ComprehensiveIncomeNetOfTaxIncludingPortionAttributableToNoncontrollingInterest_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Comprehensive Income Net Of Tax Including Portion Attributable To Noncontrolling Interest</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_ComprehensiveIncomeNetOfTaxAttributableToNoncontrollingInterest" xlink:type="locator" xlink:label="us-gaap_ComprehensiveIncomeNetOfTaxAttributableToNoncontrollingInterest" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ComprehensiveIncomeNetOfTaxAttributableToNoncontrollingInterest_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2009/role/negatedLabel">Comprehensive income attributable to non-controlling interests</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_ComprehensiveIncomeNetOfTaxAttributableToNoncontrollingInterest" xlink:to="us-gaap_ComprehensiveIncomeNetOfTaxAttributableToNoncontrollingInterest_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ComprehensiveIncomeNetOfTaxAttributableToNoncontrollingInterest_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Comprehensive Income Net Of Tax Attributable To Noncontrolling Interest</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_ComprehensiveIncomeNetOfTax" xlink:type="locator" xlink:label="us-gaap_ComprehensiveIncomeNetOfTax" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ComprehensiveIncomeNetOfTax_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/totalLabel">Comprehensive income attributable to MPT common stockholders (Operating Partnership Partners)</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_ComprehensiveIncomeNetOfTax" xlink:to="us-gaap_ComprehensiveIncomeNetOfTax_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ComprehensiveIncomeNetOfTax_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Comprehensive Income Net Of Tax</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_StockIssuedDuringPeriodValueStockVestingAndAmortizationOfStockBasedCompensation" xlink:type="locator" xlink:label="mpw_StockIssuedDuringPeriodValueStockVestingAndAmortizationOfStockBasedCompensation" />
    <link:label xml:lang="en-US" xlink:label="mpw_StockIssuedDuringPeriodValueStockVestingAndAmortizationOfStockBasedCompensation_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Stock issued during period value stock vesting and amortization of stock based compensation.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_StockIssuedDuringPeriodValueStockVestingAndAmortizationOfStockBasedCompensation" xlink:to="mpw_StockIssuedDuringPeriodValueStockVestingAndAmortizationOfStockBasedCompensation_lbl" />
    <link:loc xlink:href="mpw-20200930.xsd#mpw_StockIssuedDuringPeriodSharesStockVestingAndAmortizationOfStockBasedCompensation" xlink:type="locator" xlink:label="mpw_StockIssuedDuringPeriodSharesStockVestingAndAmortizationOfStockBasedCompensation" />
    <link:label xml:lang="en-US" xlink:label="mpw_StockIssuedDuringPeriodSharesStockVestingAndAmortizationOfStockBasedCompensation_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Stock issued during period, shares, stock vesting and amortization of stock-based compensation.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_StockIssuedDuringPeriodSharesStockVestingAndAmortizationOfStockBasedCompensation" xlink:to="mpw_StockIssuedDuringPeriodSharesStockVestingAndAmortizationOfStockBasedCompensation_lbl" />
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_StatementOfStockholdersEquityAbstract" xlink:type="locator" xlink:label="us-gaap_StatementOfStockholdersEquityAbstract" />
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    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_StatementOfStockholdersEquityAbstract" xlink:to="us-gaap_StatementOfStockholdersEquityAbstract_lbl" />
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_StatementEquityComponentsAxis" xlink:type="locator" xlink:label="us-gaap_StatementEquityComponentsAxis" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_StatementEquityComponentsAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Equity Components</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_StatementEquityComponentsAxis" xlink:to="us-gaap_StatementEquityComponentsAxis_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_StatementEquityComponentsAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Statement Equity Components [Axis]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_EquityComponentDomain" xlink:type="locator" xlink:label="us-gaap_EquityComponentDomain" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_EquityComponentDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Equity Component</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_EquityComponentDomain" xlink:to="us-gaap_EquityComponentDomain_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_EquityComponentDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Equity Component [Domain]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_PreferredStockMember" xlink:type="locator" xlink:label="us-gaap_PreferredStockMember" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_PreferredStockMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Preferred Par Value [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_PreferredStockMember" xlink:to="us-gaap_PreferredStockMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_PreferredStockMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Preferred Stock [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_CommonStockMember" xlink:type="locator" xlink:label="us-gaap_CommonStockMember" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_CommonStockMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Common Par Value [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_CommonStockMember" xlink:to="us-gaap_CommonStockMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_CommonStockMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Common Stock [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_AdditionalPaidInCapitalMember" xlink:type="locator" xlink:label="us-gaap_AdditionalPaidInCapitalMember" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_AdditionalPaidInCapitalMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Additional Paid-in Capital [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_AdditionalPaidInCapitalMember" xlink:to="us-gaap_AdditionalPaidInCapitalMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_AdditionalPaidInCapitalMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Additional Paid In Capital [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_RetainedEarningsMember" xlink:type="locator" xlink:label="us-gaap_RetainedEarningsMember" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_RetainedEarningsMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Retained Earnings (Deficit) [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_RetainedEarningsMember" xlink:to="us-gaap_RetainedEarningsMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_RetainedEarningsMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Retained Earnings [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_AccumulatedOtherComprehensiveIncomeMember" xlink:type="locator" xlink:label="us-gaap_AccumulatedOtherComprehensiveIncomeMember" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_AccumulatedOtherComprehensiveIncomeMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Accumulated Other Comprehensive Loss [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_AccumulatedOtherComprehensiveIncomeMember" xlink:to="us-gaap_AccumulatedOtherComprehensiveIncomeMember_lbl" />
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    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_TreasuryStockMember" xlink:type="locator" xlink:label="us-gaap_TreasuryStockMember" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_TreasuryStockMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Treasury Shares [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_TreasuryStockMember" xlink:to="us-gaap_TreasuryStockMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_TreasuryStockMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Treasury Stock [Member]</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_NoncontrollingInterestMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Non-Controlling Interests [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_NoncontrollingInterestMember" xlink:to="us-gaap_NoncontrollingInterestMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_NoncontrollingInterestMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Noncontrolling Interest [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/srt/2020/elts/srt-2020-01-31.xsd#srt_CumulativeEffectPeriodOfAdoptionAxis" xlink:type="locator" xlink:label="srt_CumulativeEffectPeriodOfAdoptionAxis" />
    <link:label xml:lang="en-US" xlink:label="srt_CumulativeEffectPeriodOfAdoptionAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Cumulative Effect, Period of Adoption</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="srt_CumulativeEffectPeriodOfAdoptionAxis" xlink:to="srt_CumulativeEffectPeriodOfAdoptionAxis_lbl" />
    <link:label xml:lang="en-US" xlink:label="srt_CumulativeEffectPeriodOfAdoptionAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Cumulative Effect Period Of Adoption [Axis]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/srt/2020/elts/srt-2020-01-31.xsd#srt_CumulativeEffectPeriodOfAdoptionDomain" xlink:type="locator" xlink:label="srt_CumulativeEffectPeriodOfAdoptionDomain" />
    <link:label xml:lang="en-US" xlink:label="srt_CumulativeEffectPeriodOfAdoptionDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Cumulative Effect, Period of Adoption</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="srt_CumulativeEffectPeriodOfAdoptionDomain" xlink:to="srt_CumulativeEffectPeriodOfAdoptionDomain_lbl" />
    <link:label xml:lang="en-US" xlink:label="srt_CumulativeEffectPeriodOfAdoptionDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Cumulative Effect Period Of Adoption [Domain]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/srt/2020/elts/srt-2020-01-31.xsd#srt_CumulativeEffectPeriodOfAdoptionAdjustmentMember" xlink:type="locator" xlink:label="srt_CumulativeEffectPeriodOfAdoptionAdjustmentMember" />
    <link:label xml:lang="en-US" xlink:label="srt_CumulativeEffectPeriodOfAdoptionAdjustmentMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Cumulative Effect, Period of Adoption, Adjustment [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="srt_CumulativeEffectPeriodOfAdoptionAdjustmentMember" xlink:to="srt_CumulativeEffectPeriodOfAdoptionAdjustmentMember_lbl" />
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    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_LimitedPartnerMember" xlink:type="locator" xlink:label="us-gaap_LimitedPartnerMember" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LimitedPartnerMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Limited Partner [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_LimitedPartnerMember" xlink:to="us-gaap_LimitedPartnerMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LimitedPartnerMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Limited Partner [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_LongTermIncentivePlanMember" xlink:type="locator" xlink:label="mpw_LongTermIncentivePlanMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_LongTermIncentivePlanMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Long term incentive plan.</link:label>
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    <link:label xml:lang="en-US" xlink:label="mpw_LongTermIncentivePlanMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Long Term Incentive Plan [Member]</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_SharesOutstanding_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/periodStartLabel">Beginning balance (in shares)</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_SharesOutstanding_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Shares Outstanding</link:label>
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    <link:label xml:lang="en-US" xlink:label="mpw_StockIssuedDuringPeriodValueStockVestingAndAmortizationOfStockBasedCompensation_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Stock Issued During Period Value Stock Vesting And Amortization Of Stock Based Compensation</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_StockIssuedDuringPeriodSharesStockVestingAndAmortizationOfStockBasedCompensation_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Stock (Unit) vesting and amortization of stock (unit)-based compensation (shares)</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_StockIssuedDuringPeriodSharesStockVestingAndAmortizationOfStockBasedCompensation_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Stock Issued During Period Shares Stock Vesting And Amortization Of Stock Based Compensation</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_NoncontrollingInterestIncreaseFromSaleOfParentEquityInterest" xlink:type="locator" xlink:label="us-gaap_NoncontrollingInterestIncreaseFromSaleOfParentEquityInterest" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_NoncontrollingInterestIncreaseFromSaleOfParentEquityInterest_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Sale of non-controlling interests</link:label>
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    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_MinorityInterestDecreaseFromDistributionsToNoncontrollingInterestHolders" xlink:type="locator" xlink:label="us-gaap_MinorityInterestDecreaseFromDistributionsToNoncontrollingInterestHolders" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_MinorityInterestDecreaseFromDistributionsToNoncontrollingInterestHolders_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2009/role/negatedLabel">Distributions to non-controlling interests</link:label>
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    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_StockIssuedDuringPeriodValueNewIssues" xlink:type="locator" xlink:label="us-gaap_StockIssuedDuringPeriodValueNewIssues" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_StockIssuedDuringPeriodValueNewIssues_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Proceeds from offering (net of offering costs)</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_StockIssuedDuringPeriodValueNewIssues_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Stock Issued During Period Value New Issues</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_StockIssuedDuringPeriodSharesNewIssues" xlink:type="locator" xlink:label="us-gaap_StockIssuedDuringPeriodSharesNewIssues" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_StockIssuedDuringPeriodSharesNewIssues_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Proceeds from offering (net of offering costs) (shares)</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_StockIssuedDuringPeriodSharesNewIssues_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Stock Issued During Period Shares New Issues</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_DividendsCommonStockCash" xlink:type="locator" xlink:label="us-gaap_DividendsCommonStockCash" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DividendsCommonStockCash_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2009/role/negatedLabel">Dividends (Distributions) declared</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_DividendsCommonStockCash" xlink:to="us-gaap_DividendsCommonStockCash_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DividendsCommonStockCash_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Dividends Common Stock Cash</link:label>
    <link:label xml:lang="en-US" xlink:label="us-gaap_StockholdersEquityIncludingPortionAttributableToNoncontrollingInterest_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/periodEndLabel">Ending balance</link:label>
    <link:label xml:lang="en-US" xlink:label="us-gaap_SharesOutstanding_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/periodEndLabel">Ending balance (in shares)</link:label>
    <link:label xml:lang="en-US" xlink:label="us-gaap_CommonStockDividendsPerShareDeclared_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/verboseLabel">Dividends (Distributions) declared per common share / unit</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_SupplementalScheduleOfNonCashFinancingActivitiesAbstract" xlink:type="locator" xlink:label="mpw_SupplementalScheduleOfNonCashFinancingActivitiesAbstract" />
    <link:label xml:lang="en-US" xlink:label="mpw_SupplementalScheduleOfNonCashFinancingActivitiesAbstract_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Supplemental Schedule Of Non Cash Financing Activities [Abstract]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_SupplementalScheduleOfNonCashFinancingActivitiesAbstract" xlink:to="mpw_SupplementalScheduleOfNonCashFinancingActivitiesAbstract_lbl" />
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_StatementOfCashFlowsAbstract" xlink:type="locator" xlink:label="us-gaap_StatementOfCashFlowsAbstract" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_StatementOfCashFlowsAbstract_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Statement Of Cash Flows [Abstract]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_StatementOfCashFlowsAbstract" xlink:to="us-gaap_StatementOfCashFlowsAbstract_lbl" />
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_NetCashProvidedByUsedInOperatingActivitiesAbstract" xlink:type="locator" xlink:label="us-gaap_NetCashProvidedByUsedInOperatingActivitiesAbstract" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_NetCashProvidedByUsedInOperatingActivitiesAbstract_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Operating activities</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_NetCashProvidedByUsedInOperatingActivitiesAbstract" xlink:to="us-gaap_NetCashProvidedByUsedInOperatingActivitiesAbstract_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_NetCashProvidedByUsedInOperatingActivitiesAbstract_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Net Cash Provided By Used In Operating Activities [Abstract]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_AdjustmentsToReconcileNetIncomeLossToCashProvidedByUsedInOperatingActivitiesAbstract" xlink:type="locator" xlink:label="us-gaap_AdjustmentsToReconcileNetIncomeLossToCashProvidedByUsedInOperatingActivitiesAbstract" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_AdjustmentsToReconcileNetIncomeLossToCashProvidedByUsedInOperatingActivitiesAbstract_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Adjustments to reconcile net income to net cash provided by operating activities:</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_AdjustmentsToReconcileNetIncomeLossToCashProvidedByUsedInOperatingActivitiesAbstract_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Adjustments To Reconcile Net Income Loss To Cash Provided By Used In Operating Activities [Abstract]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_DepreciationDepletionAndAmortization" xlink:type="locator" xlink:label="us-gaap_DepreciationDepletionAndAmortization" />
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    <link:label xml:lang="en-US" xlink:label="us-gaap_DepreciationDepletionAndAmortization_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Depreciation Depletion And Amortization</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_AmortizationOfFinancingCostsAndDiscounts_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Amortization of deferred financing costs and debt discount</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_AmortizationOfFinancingCostsAndDiscounts_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Amortization Of Financing Costs And Discounts</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_StraightLineRentRevenueAndOther_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2009/role/negatedLabel">Straight-line rent revenue and other</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_StraightLineRentRevenueAndOther_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Straight Line Rent Revenue And Other</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_ShareBasedCompensation" xlink:type="locator" xlink:label="us-gaap_ShareBasedCompensation" />
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    <link:label xml:lang="en-US" xlink:label="us-gaap_ShareBasedCompensation_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Share Based Compensation</link:label>
    <link:label xml:lang="en-US" xlink:label="us-gaap_GainsLossesOnSalesOfInvestmentRealEstate_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2009/role/negatedLabel">Loss (gain) from sale of real estate and other</link:label>
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    <link:label xml:lang="en-US" xlink:label="mpw_StraightLineRentsAndOtherWriteOff_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Straight Line Rents And Other Write Off</link:label>
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    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_OtherNoncashIncomeExpense" xlink:type="locator" xlink:label="us-gaap_OtherNoncashIncomeExpense" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_OtherNoncashIncomeExpense_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2009/role/negatedLabel">Other adjustments</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_PaymentsToAcquireRealEstate_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Payments To Acquire Real Estate</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_ProceedsFromSaleOfProductiveAssets" xlink:type="locator" xlink:label="us-gaap_ProceedsFromSaleOfProductiveAssets" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ProceedsFromSaleOfProductiveAssets_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Net proceeds from sale of real estate</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_ProceedsFromSaleOfProductiveAssets" xlink:to="us-gaap_ProceedsFromSaleOfProductiveAssets_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ProceedsFromSaleOfProductiveAssets_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Proceeds From Sale Of Productive Assets</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_ProceedsFromCollectionOfLoansReceivable" xlink:type="locator" xlink:label="us-gaap_ProceedsFromCollectionOfLoansReceivable" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ProceedsFromCollectionOfLoansReceivable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Principal received on loans receivable</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_ProceedsFromCollectionOfLoansReceivable" xlink:to="us-gaap_ProceedsFromCollectionOfLoansReceivable_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ProceedsFromCollectionOfLoansReceivable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Proceeds From Collection Of Loans Receivable</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_PaymentsToAcquireLoansReceivable" xlink:type="locator" xlink:label="us-gaap_PaymentsToAcquireLoansReceivable" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_PaymentsToAcquireLoansReceivable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2009/role/negatedLabel">Investment in loans receivable</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_PaymentsToAcquireLoansReceivable" xlink:to="us-gaap_PaymentsToAcquireLoansReceivable_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_PaymentsToAcquireLoansReceivable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Payments To Acquire Loans Receivable</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_ConstructionInProgressEquipmentAndOther_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2009/role/negatedLabel">Construction in progress and other</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_ConstructionInProgressEquipmentAndOther_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Construction In Progress Equipment And Other</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_ProceedsFromEquityMethodInvestmentDividendsOrDistributionsReturnOfCapital" xlink:type="locator" xlink:label="us-gaap_ProceedsFromEquityMethodInvestmentDividendsOrDistributionsReturnOfCapital" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ProceedsFromEquityMethodInvestmentDividendsOrDistributionsReturnOfCapital_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Return of equity investment</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_ProceedsFromEquityMethodInvestmentDividendsOrDistributionsReturnOfCapital" xlink:to="us-gaap_ProceedsFromEquityMethodInvestmentDividendsOrDistributionsReturnOfCapital_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ProceedsFromEquityMethodInvestmentDividendsOrDistributionsReturnOfCapital_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Proceeds From Equity Method Investment Dividends Or Distributions Return Of Capital</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_PaymentsForCapitalAdditionsAndOtherInvestmentsNet_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2009/role/negatedLabel">Capital additions and other investments, net</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_PaymentsForCapitalAdditionsAndOtherInvestmentsNet_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Payments For Capital Additions And Other Investments Net</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_NetCashProvidedByUsedInInvestingActivities" xlink:type="locator" xlink:label="us-gaap_NetCashProvidedByUsedInInvestingActivities" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_NetCashProvidedByUsedInInvestingActivities_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/totalLabel">Net cash used for investing activities</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_NetCashProvidedByUsedInInvestingActivities" xlink:to="us-gaap_NetCashProvidedByUsedInInvestingActivities_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_NetCashProvidedByUsedInInvestingActivities_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Net Cash Provided By Used In Investing Activities</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_NetCashProvidedByUsedInFinancingActivitiesAbstract" xlink:type="locator" xlink:label="us-gaap_NetCashProvidedByUsedInFinancingActivitiesAbstract" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_NetCashProvidedByUsedInFinancingActivitiesAbstract_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Financing activities</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_NetCashProvidedByUsedInFinancingActivitiesAbstract" xlink:to="us-gaap_NetCashProvidedByUsedInFinancingActivitiesAbstract_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_NetCashProvidedByUsedInFinancingActivitiesAbstract_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Net Cash Provided By Used In Financing Activities [Abstract]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_ProceedsFromIssuanceOfLongTermDebt" xlink:type="locator" xlink:label="us-gaap_ProceedsFromIssuanceOfLongTermDebt" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ProceedsFromIssuanceOfLongTermDebt_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Proceeds from term debt</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_ProceedsFromIssuanceOfLongTermDebt" xlink:to="us-gaap_ProceedsFromIssuanceOfLongTermDebt_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ProceedsFromIssuanceOfLongTermDebt_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Proceeds From Issuance Of Long Term Debt</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_ProceedsFromRepaymentsOfLinesOfCredit" xlink:type="locator" xlink:label="us-gaap_ProceedsFromRepaymentsOfLinesOfCredit" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ProceedsFromRepaymentsOfLinesOfCredit_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Revolving credit facilities, net</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_ProceedsFromRepaymentsOfLinesOfCredit" xlink:to="us-gaap_ProceedsFromRepaymentsOfLinesOfCredit_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ProceedsFromRepaymentsOfLinesOfCredit_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Proceeds From Repayments Of Lines Of Credit</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_PaymentsOfOrdinaryDividends" xlink:type="locator" xlink:label="us-gaap_PaymentsOfOrdinaryDividends" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_PaymentsOfOrdinaryDividends_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2009/role/negatedLabel">Dividends / Distribution paid</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_PaymentsOfOrdinaryDividends" xlink:to="us-gaap_PaymentsOfOrdinaryDividends_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_PaymentsOfOrdinaryDividends_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Payments Of Ordinary Dividends</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_PaymentsForProceedsFromLeaseDepositsAndOtherObligationsToTenants_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2009/role/negatedLabel">Lease deposits and other obligations to tenants</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_PaymentsForProceedsFromLeaseDepositsAndOtherObligationsToTenants_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Payments For Proceeds From Lease Deposits And Other Obligations To Tenants</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_ProceedsFromIssuanceOfCommonLimitedPartnersUnits" xlink:type="locator" xlink:label="us-gaap_ProceedsFromIssuanceOfCommonLimitedPartnersUnits" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ProceedsFromIssuanceOfCommonLimitedPartnersUnits_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Proceeds from sale of units, net of offering costs</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_ProceedsFromIssuanceOfCommonLimitedPartnersUnits" xlink:to="us-gaap_ProceedsFromIssuanceOfCommonLimitedPartnersUnits_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ProceedsFromIssuanceOfCommonLimitedPartnersUnits_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Proceeds From Issuance Of Common Limited Partners Units</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_ProceedsFromIssuanceOfCommonStock" xlink:type="locator" xlink:label="us-gaap_ProceedsFromIssuanceOfCommonStock" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ProceedsFromIssuanceOfCommonStock_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Proceeds from sale of common shares, net of offering costs</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_ProceedsFromIssuanceOfCommonStock" xlink:to="us-gaap_ProceedsFromIssuanceOfCommonStock_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ProceedsFromIssuanceOfCommonStock_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Proceeds From Issuance Of Common Stock</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_ProceedsFromPaymentsForOtherFinancingActivities" xlink:type="locator" xlink:label="us-gaap_ProceedsFromPaymentsForOtherFinancingActivities" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ProceedsFromPaymentsForOtherFinancingActivities_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Payment of deferred financing costs and other financing activities</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_ProceedsFromPaymentsForOtherFinancingActivities" xlink:to="us-gaap_ProceedsFromPaymentsForOtherFinancingActivities_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ProceedsFromPaymentsForOtherFinancingActivities_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Proceeds From Payments For Other Financing Activities</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_NetCashProvidedByUsedInFinancingActivities" xlink:type="locator" xlink:label="us-gaap_NetCashProvidedByUsedInFinancingActivities" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_NetCashProvidedByUsedInFinancingActivities_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/totalLabel">Net cash provided by financing activities</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_NetCashProvidedByUsedInFinancingActivities" xlink:to="us-gaap_NetCashProvidedByUsedInFinancingActivities_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_NetCashProvidedByUsedInFinancingActivities_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Net Cash Provided By Used In Financing Activities</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseExcludingExchangeRateEffect" xlink:type="locator" xlink:label="us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseExcludingExchangeRateEffect" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseExcludingExchangeRateEffect_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/totalLabel">Decrease in cash, cash equivalents, and restricted cash for period</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseExcludingExchangeRateEffect" xlink:to="us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseExcludingExchangeRateEffect_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsPeriodIncreaseDecreaseExcludingExchangeRateEffect_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Cash Cash Equivalents Restricted Cash And Restricted Cash Equivalents Period Increase Decrease Excluding Exchange Rate Effect</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_EffectOfExchangeRateOnCashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents" xlink:type="locator" xlink:label="us-gaap_EffectOfExchangeRateOnCashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_EffectOfExchangeRateOnCashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Effect of exchange rate changes</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_EffectOfExchangeRateOnCashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents" xlink:to="us-gaap_EffectOfExchangeRateOnCashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_EffectOfExchangeRateOnCashCashEquivalentsRestrictedCashAndRestrictedCashEquivalents_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Effect Of Exchange Rate On Cash Cash Equivalents Restricted Cash And Restricted Cash Equivalents</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsIncludingDisposalGroupAndDiscontinuedOperations" xlink:type="locator" xlink:label="us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsIncludingDisposalGroupAndDiscontinuedOperations" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsIncludingDisposalGroupAndDiscontinuedOperations_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/periodStartLabel">Cash, cash equivalents, and restricted cash at beginning of period</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsIncludingDisposalGroupAndDiscontinuedOperations" xlink:to="us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsIncludingDisposalGroupAndDiscontinuedOperations_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsIncludingDisposalGroupAndDiscontinuedOperations_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Cash Cash Equivalents Restricted Cash And Restricted Cash Equivalents Including Disposal Group And Discontinued Operations</link:label>
    <link:label xml:lang="en-US" xlink:label="us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsIncludingDisposalGroupAndDiscontinuedOperations_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/periodEndLabel">Cash, cash equivalents, and restricted cash at end of period</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_InterestPaid" xlink:type="locator" xlink:label="us-gaap_InterestPaid" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_InterestPaid_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Interest paid</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_InterestPaid_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Interest Paid</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_SupplementalScheduleOfNonCashFinancingActivitiesAbstract_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Supplemental schedule of non-cash financing activities:</link:label>
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    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_DividendsPayableCurrentAndNoncurrent" xlink:type="locator" xlink:label="us-gaap_DividendsPayableCurrentAndNoncurrent" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DividendsPayableCurrentAndNoncurrent_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Dividend / Distributions declared, unpaid</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_DividendsPayableCurrentAndNoncurrent" xlink:to="us-gaap_DividendsPayableCurrentAndNoncurrent_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DividendsPayableCurrentAndNoncurrent_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Dividends Payable Current And Noncurrent</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsAbstract" xlink:type="locator" xlink:label="us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsAbstract" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_CashCashEquivalentsRestrictedCashAndRestrictedCashEquivalentsAbstract_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/verboseLabel">Cash, cash equivalents, and restricted cash are comprised of the following:</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_BalanceSheetLocationAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Balance Sheet Location [Axis]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_BalanceSheetLocationDomain" xlink:type="locator" xlink:label="us-gaap_BalanceSheetLocationDomain" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_BalanceSheetLocationDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Balance Sheet Location</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_BalanceSheetLocationDomain" xlink:to="us-gaap_BalanceSheetLocationDomain_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_BalanceSheetLocationDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Balance Sheet Location [Domain]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_EquityInvestmentsMember" xlink:type="locator" xlink:label="mpw_EquityInvestmentsMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_EquityInvestmentsMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Equity investments.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_EquityInvestmentsMember" xlink:to="mpw_EquityInvestmentsMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_EquityInvestmentsMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Equity Investments [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_EquityInvestmentsMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Equity Investments [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_OtherLoansAndAssetsMember" xlink:type="locator" xlink:label="mpw_OtherLoansAndAssetsMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_OtherLoansAndAssetsMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Other loans and assets.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_OtherLoansAndAssetsMember" xlink:to="mpw_OtherLoansAndAssetsMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_OtherLoansAndAssetsMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Other Loans and Assets [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_OtherLoansAndAssetsMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Other Loans And Assets [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_InvestmentTypeAxis" xlink:type="locator" xlink:label="us-gaap_InvestmentTypeAxis" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_InvestmentTypeAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Investment Type</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_InvestmentTypeAxis" xlink:to="us-gaap_InvestmentTypeAxis_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_InvestmentTypeAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Investment Type [Axis]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_InvestmentTypeCategorizationMember" xlink:type="locator" xlink:label="us-gaap_InvestmentTypeCategorizationMember" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_InvestmentTypeCategorizationMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Investments</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_InvestmentTypeCategorizationMember" xlink:to="us-gaap_InvestmentTypeCategorizationMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_InvestmentTypeCategorizationMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Investment Type Categorization [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_InvestmentsInFinancingLeasesMember" xlink:type="locator" xlink:label="mpw_InvestmentsInFinancingLeasesMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_InvestmentsInFinancingLeasesMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Investments in financing leases.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_InvestmentsInFinancingLeasesMember" xlink:to="mpw_InvestmentsInFinancingLeasesMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_InvestmentsInFinancingLeasesMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Investments in Financing Leases [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_InvestmentsInFinancingLeasesMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Investments In Financing Leases [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_MortgagesMember" xlink:type="locator" xlink:label="us-gaap_MortgagesMember" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_MortgagesMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Mortgage Loans [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_MortgagesMember" xlink:to="us-gaap_MortgagesMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_MortgagesMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Mortgages [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_PropertyPlantAndEquipmentByTypeAxis" xlink:type="locator" xlink:label="us-gaap_PropertyPlantAndEquipmentByTypeAxis" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_PropertyPlantAndEquipmentByTypeAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Long-Lived Tangible Asset</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_PropertyPlantAndEquipmentByTypeAxis" xlink:to="us-gaap_PropertyPlantAndEquipmentByTypeAxis_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_PropertyPlantAndEquipmentByTypeAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Property Plant And Equipment By Type [Axis]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_PropertyPlantAndEquipmentTypeDomain" xlink:type="locator" xlink:label="us-gaap_PropertyPlantAndEquipmentTypeDomain" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_PropertyPlantAndEquipmentTypeDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Long-Lived Tangible Asset</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_PropertyPlantAndEquipmentTypeDomain" xlink:to="us-gaap_PropertyPlantAndEquipmentTypeDomain_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_PropertyPlantAndEquipmentTypeDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Property Plant And Equipment Type [Domain]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_LandAndLandImprovementsMember" xlink:type="locator" xlink:label="us-gaap_LandAndLandImprovementsMember" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LandAndLandImprovementsMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Land and Land Improvements [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_LandAndLandImprovementsMember" xlink:to="us-gaap_LandAndLandImprovementsMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LandAndLandImprovementsMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Land And Land Improvements [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_BuildingMember" xlink:type="locator" xlink:label="us-gaap_BuildingMember" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_BuildingMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Building [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_BuildingMember" xlink:to="us-gaap_BuildingMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_BuildingMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Building [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_IntangibleLeaseAssetsMember" xlink:type="locator" xlink:label="mpw_IntangibleLeaseAssetsMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_IntangibleLeaseAssetsMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Intangible Lease Assets</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_IntangibleLeaseAssetsMember" xlink:to="mpw_IntangibleLeaseAssetsMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_IntangibleLeaseAssetsMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Intangible Lease Assets - Subject to Amortization [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_IntangibleLeaseAssetsMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Intangible Lease Assets [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_BusinessAcquisitionLineItems" xlink:type="locator" xlink:label="us-gaap_BusinessAcquisitionLineItems" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_BusinessAcquisitionLineItems_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Business Acquisition [Line Items]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_BusinessAcquisitionLineItems" xlink:to="us-gaap_BusinessAcquisitionLineItems_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_BusinessAcquisitionLineItems_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Business Acquisition [Line Items]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedAssets" xlink:type="locator" xlink:label="us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedAssets" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedAssets_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Total assets acquired</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedAssets" xlink:to="us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedAssets_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedAssets_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Business Combination Recognized Identifiable Assets Acquired And Liabilities Assumed Assets</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedLiabilities" xlink:type="locator" xlink:label="us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedLiabilities" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedLiabilities_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2009/role/negatedLabel">Liabilities assumed</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedLiabilities" xlink:to="us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedLiabilities_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedLiabilities_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Business Combination Recognized Identifiable Assets Acquired And Liabilities Assumed Liabilities</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_BusinessCombinationLoansPaidDownOnAcquisitionLoans_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2009/role/negatedLabel">Loans repaid</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_BusinessCombinationLoansPaidDownOnAcquisitionLoans_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Business Combination Loans Paid Down On Acquisition Loans</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedNet" xlink:type="locator" xlink:label="us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedNet" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedNet_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/totalLabel">Total net assets acquired</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedNet" xlink:to="us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedNet_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedNet_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Business Combination Recognized Identifiable Assets Acquired And Liabilities Assumed Net</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_BusinessAcquisitionAxis" xlink:type="locator" xlink:label="us-gaap_BusinessAcquisitionAxis" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_BusinessAcquisitionAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Business Acquisition</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_BusinessAcquisitionAxis" xlink:to="us-gaap_BusinessAcquisitionAxis_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_BusinessAcquisitionAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Business Acquisition [Axis]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_BusinessAcquisitionAcquireeDomain" xlink:type="locator" xlink:label="us-gaap_BusinessAcquisitionAcquireeDomain" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_BusinessAcquisitionAcquireeDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Business Acquisition, Acquiree</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_BusinessAcquisitionAcquireeDomain" xlink:to="us-gaap_BusinessAcquisitionAcquireeDomain_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_BusinessAcquisitionAcquireeDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Business Acquisition Acquiree [Domain]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_StewardMember" xlink:type="locator" xlink:label="mpw_StewardMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_StewardMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Steward.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_StewardMember" xlink:to="mpw_StewardMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_StewardMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Steward [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_StewardMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Steward [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_AcquiredFiniteLivedIntangibleAssetsWeightedAverageUsefulLife" xlink:type="locator" xlink:label="us-gaap_AcquiredFiniteLivedIntangibleAssetsWeightedAverageUsefulLife" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_AcquiredFiniteLivedIntangibleAssetsWeightedAverageUsefulLife_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Weighted-average useful life of acquired intangible lease assets (in years)</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_AcquiredFiniteLivedIntangibleAssetsWeightedAverageUsefulLife" xlink:to="us-gaap_AcquiredFiniteLivedIntangibleAssetsWeightedAverageUsefulLife_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_AcquiredFiniteLivedIntangibleAssetsWeightedAverageUsefulLife_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Acquired Finite Lived Intangible Assets Weighted Average Useful Life</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_BusinessCombinationLoansPaidDownOnAcquisitionLoans_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Loans repaid</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_NumberOfLeasedProperties" xlink:type="locator" xlink:label="mpw_NumberOfLeasedProperties" />
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfLeasedProperties_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Number of leased properties.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_NumberOfLeasedProperties" xlink:to="mpw_NumberOfLeasedProperties_lbl" />
    <link:loc xlink:href="mpw-20200930.xsd#mpw_LessorOperatingLeaseInitialFixedTerm" xlink:type="locator" xlink:label="mpw_LessorOperatingLeaseInitialFixedTerm" />
    <link:label xml:lang="en-US" xlink:label="mpw_LessorOperatingLeaseInitialFixedTerm_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Lessor operating lease initial fixed term.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_LessorOperatingLeaseInitialFixedTerm" xlink:to="mpw_LessorOperatingLeaseInitialFixedTerm_lbl" />
    <link:loc xlink:href="mpw-20200930.xsd#mpw_NumberOfLeaseExtensionOptions" xlink:type="locator" xlink:label="mpw_NumberOfLeaseExtensionOptions" />
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfLeaseExtensionOptions_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Number of lease extension options.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_NumberOfLeaseExtensionOptions" xlink:to="mpw_NumberOfLeaseExtensionOptions_lbl" />
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_MajorPropertyClassAxis" xlink:type="locator" xlink:label="us-gaap_MajorPropertyClassAxis" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_MajorPropertyClassAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Major Property Class</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_MajorPropertyClassAxis" xlink:to="us-gaap_MajorPropertyClassAxis_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_MajorPropertyClassAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Major Property Class [Axis]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_MajorPropertyClassDomain" xlink:type="locator" xlink:label="us-gaap_MajorPropertyClassDomain" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_MajorPropertyClassDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Major Property Class</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_MajorPropertyClassDomain" xlink:to="us-gaap_MajorPropertyClassDomain_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_MajorPropertyClassDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Major Property Class [Domain]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_AcuteCareHospitalMember" xlink:type="locator" xlink:label="mpw_AcuteCareHospitalMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_AcuteCareHospitalMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Acute care hospital.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_AcuteCareHospitalMember" xlink:to="mpw_AcuteCareHospitalMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_AcuteCareHospitalMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Acute Care Hospital [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_AcuteCareHospitalMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Acute Care Hospital [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/srt/2020/elts/srt-2020-01-31.xsd#srt_StatementGeographicalAxis" xlink:type="locator" xlink:label="srt_StatementGeographicalAxis" />
    <link:label xml:lang="en-US" xlink:label="srt_StatementGeographicalAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Geographical</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="srt_StatementGeographicalAxis" xlink:to="srt_StatementGeographicalAxis_lbl" />
    <link:label xml:lang="en-US" xlink:label="srt_StatementGeographicalAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Statement Geographical [Axis]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/srt/2020/elts/srt-2020-01-31.xsd#srt_SegmentGeographicalDomain" xlink:type="locator" xlink:label="srt_SegmentGeographicalDomain" />
    <link:label xml:lang="en-US" xlink:label="srt_SegmentGeographicalDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Geographical</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="srt_SegmentGeographicalDomain" xlink:to="srt_SegmentGeographicalDomain_lbl" />
    <link:label xml:lang="en-US" xlink:label="srt_SegmentGeographicalDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Segment Geographical [Domain]</link:label>
    <link:loc xlink:href="https://xbrl.sec.gov/country/2020/country-2020-01-31.xsd#country_GB" xlink:type="locator" xlink:label="country_GB" />
    <link:label xml:lang="en-US" xlink:label="country_GB_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">United Kingdom [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="country_GB" xlink:to="country_GB_lbl" />
    <link:label xml:lang="en-US" xlink:label="country_GB_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">UNITED KINGDOM</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/srt/2020/elts/srt-2020-01-31.xsd#srt_MajorCustomersAxis" xlink:type="locator" xlink:label="srt_MajorCustomersAxis" />
    <link:label xml:lang="en-US" xlink:label="srt_MajorCustomersAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Customer</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="srt_MajorCustomersAxis" xlink:to="srt_MajorCustomersAxis_lbl" />
    <link:label xml:lang="en-US" xlink:label="srt_MajorCustomersAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Major Customers [Axis]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/srt/2020/elts/srt-2020-01-31.xsd#srt_NameOfMajorCustomerDomain" xlink:type="locator" xlink:label="srt_NameOfMajorCustomerDomain" />
    <link:label xml:lang="en-US" xlink:label="srt_NameOfMajorCustomerDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Customer</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="srt_NameOfMajorCustomerDomain" xlink:to="srt_NameOfMajorCustomerDomain_lbl" />
    <link:label xml:lang="en-US" xlink:label="srt_NameOfMajorCustomerDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Name Of Major Customer [Domain]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_BMIHealthcareMember" xlink:type="locator" xlink:label="mpw_BMIHealthcareMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_BMIHealthcareMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">BMI healthcare.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_BMIHealthcareMember" xlink:to="mpw_BMIHealthcareMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_BMIHealthcareMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">BMI [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_BMIHealthcareMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">B M I Healthcare [Member]</link:label>
    <link:loc xlink:href="https://xbrl.sec.gov/country/2020/country-2020-01-31.xsd#country_CA" xlink:type="locator" xlink:label="country_CA" />
    <link:label xml:lang="en-US" xlink:label="country_CA_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">California [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="country_CA" xlink:to="country_CA_lbl" />
    <link:label xml:lang="en-US" xlink:label="country_CA_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">CANADA</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_PrimeHealthCareServicesMember" xlink:type="locator" xlink:label="mpw_PrimeHealthCareServicesMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_PrimeHealthCareServicesMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Prime Health Care Services.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_PrimeHealthCareServicesMember" xlink:to="mpw_PrimeHealthCareServicesMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_PrimeHealthCareServicesMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Prime Healthcare Services [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_PrimeHealthCareServicesMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Prime Health Care Services [Member]</link:label>
    <link:loc xlink:href="https://xbrl.sec.gov/stpr/2018/stpr-2018-01-31.xsd#stpr_UT" xlink:type="locator" xlink:label="stpr_UT" />
    <link:label xml:lang="en-US" xlink:label="stpr_UT_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Utah [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="stpr_UT" xlink:to="stpr_UT_lbl" />
    <link:label xml:lang="en-US" xlink:label="stpr_UT_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">UTAH</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/srt/2020/elts/srt-2020-01-31.xsd#srt_RealEstateAndAccumulatedDepreciationDescriptionOfPropertyAxis" xlink:type="locator" xlink:label="srt_RealEstateAndAccumulatedDepreciationDescriptionOfPropertyAxis" />
    <link:label xml:lang="en-US" xlink:label="srt_RealEstateAndAccumulatedDepreciationDescriptionOfPropertyAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Name of Property</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="srt_RealEstateAndAccumulatedDepreciationDescriptionOfPropertyAxis" xlink:to="srt_RealEstateAndAccumulatedDepreciationDescriptionOfPropertyAxis_lbl" />
    <link:label xml:lang="en-US" xlink:label="srt_RealEstateAndAccumulatedDepreciationDescriptionOfPropertyAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Real Estate And Accumulated Depreciation Description Of Property [Axis]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/srt/2020/elts/srt-2020-01-31.xsd#srt_RealEstateAndAccumulatedDepreciationNameOfPropertyDomain" xlink:type="locator" xlink:label="srt_RealEstateAndAccumulatedDepreciationNameOfPropertyDomain" />
    <link:label xml:lang="en-US" xlink:label="srt_RealEstateAndAccumulatedDepreciationNameOfPropertyDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Name of Property</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="srt_RealEstateAndAccumulatedDepreciationNameOfPropertyDomain" xlink:to="srt_RealEstateAndAccumulatedDepreciationNameOfPropertyDomain_lbl" />
    <link:label xml:lang="en-US" xlink:label="srt_RealEstateAndAccumulatedDepreciationNameOfPropertyDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Real Estate And Accumulated Depreciation Name Of Property [Domain]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_DavisAndJordanValleyFacilitiesMember" xlink:type="locator" xlink:label="mpw_DavisAndJordanValleyFacilitiesMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_DavisAndJordanValleyFacilitiesMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Davis and Jordan valley facilities.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_DavisAndJordanValleyFacilitiesMember" xlink:to="mpw_DavisAndJordanValleyFacilitiesMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_DavisAndJordanValleyFacilitiesMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Davis and Jordan Valley Facilities [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_DavisAndJordanValleyFacilitiesMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Davis And Jordan Valley Facilities [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_SwissHealthcareRealEstateCompanyInfracoreSAMember" xlink:type="locator" xlink:label="mpw_SwissHealthcareRealEstateCompanyInfracoreSAMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_SwissHealthcareRealEstateCompanyInfracoreSAMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Swiss Healthcare Real Estate Company Infracore SA.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_SwissHealthcareRealEstateCompanyInfracoreSAMember" xlink:to="mpw_SwissHealthcareRealEstateCompanyInfracoreSAMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_SwissHealthcareRealEstateCompanyInfracoreSAMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Swiss Healthcare Real Estate Company Infracore S A [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_SwissHealthcareRealEstateCompanyInfracoreSAMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Swiss Healthcare Real Estate Company Infracore S A [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_OtherLoansMember" xlink:type="locator" xlink:label="mpw_OtherLoansMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_OtherLoansMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Other Loans</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_OtherLoansMember" xlink:to="mpw_OtherLoansMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_OtherLoansMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Other Loans [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_OtherLoansMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Other Loans [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/srt/2020/elts/srt-2020-01-31.xsd#srt_ScheduleOfEquityMethodInvestmentEquityMethodInvesteeNameAxis" xlink:type="locator" xlink:label="srt_ScheduleOfEquityMethodInvestmentEquityMethodInvesteeNameAxis" />
    <link:label xml:lang="en-US" xlink:label="srt_ScheduleOfEquityMethodInvestmentEquityMethodInvesteeNameAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Investment, Name</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="srt_ScheduleOfEquityMethodInvestmentEquityMethodInvesteeNameAxis" xlink:to="srt_ScheduleOfEquityMethodInvestmentEquityMethodInvesteeNameAxis_lbl" />
    <link:label xml:lang="en-US" xlink:label="srt_ScheduleOfEquityMethodInvestmentEquityMethodInvesteeNameAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Schedule Of Equity Method Investment Equity Method Investee Name [Axis]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/srt/2020/elts/srt-2020-01-31.xsd#srt_EquityMethodInvesteeNameDomain" xlink:type="locator" xlink:label="srt_EquityMethodInvesteeNameDomain" />
    <link:label xml:lang="en-US" xlink:label="srt_EquityMethodInvesteeNameDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Investment, Name</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="srt_EquityMethodInvesteeNameDomain" xlink:to="srt_EquityMethodInvesteeNameDomain_lbl" />
    <link:label xml:lang="en-US" xlink:label="srt_EquityMethodInvesteeNameDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Equity Method Investee Name [Domain]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_JointVenturePartnerMember" xlink:type="locator" xlink:label="mpw_JointVenturePartnerMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_JointVenturePartnerMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Joint Venture Partner [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_JointVenturePartnerMember" xlink:to="mpw_JointVenturePartnerMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_JointVenturePartnerMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Joint Venture Partner [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_JointVenturePartnerMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Joint Venture Partner [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_DarlingtonUnitedKingdomMember" xlink:type="locator" xlink:label="mpw_DarlingtonUnitedKingdomMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_DarlingtonUnitedKingdomMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Darlington, United Kingdom.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_DarlingtonUnitedKingdomMember" xlink:to="mpw_DarlingtonUnitedKingdomMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_DarlingtonUnitedKingdomMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Darlington, United Kingdom [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_DarlingtonUnitedKingdomMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Darlington United Kingdom [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_DahlenGermanyDEMember" xlink:type="locator" xlink:label="mpw_DahlenGermanyDEMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_DahlenGermanyDEMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Dahlen, Germany.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_DahlenGermanyDEMember" xlink:to="mpw_DahlenGermanyDEMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_DahlenGermanyDEMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Dahlen, Germany [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_DahlenGermanyDEMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Dahlen Germany D E [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_InpatientRehabilitationHospitalMember" xlink:type="locator" xlink:label="mpw_InpatientRehabilitationHospitalMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_InpatientRehabilitationHospitalMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Inpatient Rehabilitation Hospital [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_InpatientRehabilitationHospitalMember" xlink:to="mpw_InpatientRehabilitationHospitalMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_InpatientRehabilitationHospitalMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Inpatient Rehabilitation Hospital [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_InpatientRehabilitationHospitalMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Inpatient Rehabilitation Hospital [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_NumberOfBusinessesAcquired" xlink:type="locator" xlink:label="us-gaap_NumberOfBusinessesAcquired" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_NumberOfBusinessesAcquired_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Number of facilities acquired</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_NumberOfBusinessesAcquired" xlink:to="us-gaap_NumberOfBusinessesAcquired_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_NumberOfBusinessesAcquired_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Number Of Businesses Acquired</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_BusinessCombinationConsiderationTransferred1" xlink:type="locator" xlink:label="us-gaap_BusinessCombinationConsiderationTransferred1" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_BusinessCombinationConsiderationTransferred1_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Purchase price of acquisition</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_BusinessCombinationConsiderationTransferred1" xlink:to="us-gaap_BusinessCombinationConsiderationTransferred1_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_BusinessCombinationConsiderationTransferred1_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Business Combination Consideration Transferred1</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfLeasedProperties_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Number of leased properties</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfLeasedProperties_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Number Of Leased Properties</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_LessorOperatingLeaseInitialFixedTerm_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Initial fixed term of lease</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_LessorOperatingLeaseInitialFixedTerm_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Lessor Operating Lease Initial Fixed Term</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_LessorOperatingLeaseExistenceOfOptionToExtend" xlink:type="locator" xlink:label="us-gaap_LessorOperatingLeaseExistenceOfOptionToExtend" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LessorOperatingLeaseExistenceOfOptionToExtend_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Existence of option to extend</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_LessorOperatingLeaseExistenceOfOptionToExtend" xlink:to="us-gaap_LessorOperatingLeaseExistenceOfOptionToExtend_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LessorOperatingLeaseExistenceOfOptionToExtend_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Lessor Operating Lease Existence Of Option To Extend</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfLeaseExtensionOptions_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Number of lease extension options</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfLeaseExtensionOptions_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Number Of Lease Extension Options</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_LessorOperatingLeaseRenewalTerm" xlink:type="locator" xlink:label="us-gaap_LessorOperatingLeaseRenewalTerm" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LessorOperatingLeaseRenewalTerm_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/verboseLabel">Term of lease extension, years</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_LessorOperatingLeaseRenewalTerm" xlink:to="us-gaap_LessorOperatingLeaseRenewalTerm_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LessorOperatingLeaseRenewalTerm_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Lessor Operating Lease Renewal Term</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_LessorOperatingLeaseOptionToExtend" xlink:type="locator" xlink:label="us-gaap_LessorOperatingLeaseOptionToExtend" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LessorOperatingLeaseOptionToExtend_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Lease extension options, description</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_LessorOperatingLeaseOptionToExtend" xlink:to="us-gaap_LessorOperatingLeaseOptionToExtend_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LessorOperatingLeaseOptionToExtend_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Lessor Operating Lease Option To Extend</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_RealEstateInvestmentPropertyNet" xlink:type="locator" xlink:label="us-gaap_RealEstateInvestmentPropertyNet" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_RealEstateInvestmentPropertyNet_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/positiveLabel">Net investment in lease</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_RealEstateInvestmentPropertyNet" xlink:to="us-gaap_RealEstateInvestmentPropertyNet_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_RealEstateInvestmentPropertyNet_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Real Estate Investment Property Net</link:label>
    <link:label xml:lang="en-US" xlink:label="us-gaap_BusinessCombinationRecognizedIdentifiableAssetsAcquiredAndLiabilitiesAssumedAssets_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/verboseLabel">Acquisition loan</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_BusinessAcquisitionPercentageOfVotingInterestsAcquired" xlink:type="locator" xlink:label="us-gaap_BusinessAcquisitionPercentageOfVotingInterestsAcquired" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_BusinessAcquisitionPercentageOfVotingInterestsAcquired_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Ownership interest</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_BusinessAcquisitionPercentageOfVotingInterestsAcquired" xlink:to="us-gaap_BusinessAcquisitionPercentageOfVotingInterestsAcquired_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_BusinessAcquisitionPercentageOfVotingInterestsAcquired_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Business Acquisition Percentage Of Voting Interests Acquired</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_SecuredDebt" xlink:type="locator" xlink:label="us-gaap_SecuredDebt" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_SecuredDebt_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Secured loan</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_SecuredDebt" xlink:to="us-gaap_SecuredDebt_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_SecuredDebt_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Secured Debt</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_TermLoanReceivable" xlink:type="locator" xlink:label="mpw_TermLoanReceivable" />
    <link:label xml:lang="en-US" xlink:label="mpw_TermLoanReceivable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Term loan receivable.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_TermLoanReceivable" xlink:to="mpw_TermLoanReceivable_lbl" />
    <link:loc xlink:href="mpw-20200930.xsd#mpw_AdditionalNumberOfBusinessesAcquired" xlink:type="locator" xlink:label="mpw_AdditionalNumberOfBusinessesAcquired" />
    <link:label xml:lang="en-US" xlink:label="mpw_AdditionalNumberOfBusinessesAcquired_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Additional number of businesses acquired.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_AdditionalNumberOfBusinessesAcquired" xlink:to="mpw_AdditionalNumberOfBusinessesAcquired_lbl" />
    <link:loc xlink:href="mpw-20200930.xsd#mpw_AcuteCareCampusMember" xlink:type="locator" xlink:label="mpw_AcuteCareCampusMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_AcuteCareCampusMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Acute care campus.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_AcuteCareCampusMember" xlink:to="mpw_AcuteCareCampusMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_AcuteCareCampusMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Acute Care Campus [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_AcuteCareCampusMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Acute Care Campus [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_BehavioralHealthCareFacilitiesMember" xlink:type="locator" xlink:label="mpw_BehavioralHealthCareFacilitiesMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_BehavioralHealthCareFacilitiesMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Behavioral Health Care Facilities.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_BehavioralHealthCareFacilitiesMember" xlink:to="mpw_BehavioralHealthCareFacilitiesMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_BehavioralHealthCareFacilitiesMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Behavioral Health Care Facility [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_BehavioralHealthCareFacilitiesMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Behavioral Health Care Facilities [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_RelatedPartyTransactionsByRelatedPartyAxis" xlink:type="locator" xlink:label="us-gaap_RelatedPartyTransactionsByRelatedPartyAxis" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_RelatedPartyTransactionsByRelatedPartyAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Related Party</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_RelatedPartyTransactionsByRelatedPartyAxis" xlink:to="us-gaap_RelatedPartyTransactionsByRelatedPartyAxis_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_RelatedPartyTransactionsByRelatedPartyAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Related Party Transactions By Related Party [Axis]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_RelatedPartyDomain" xlink:type="locator" xlink:label="us-gaap_RelatedPartyDomain" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_RelatedPartyDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Related Party</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_RelatedPartyDomain" xlink:to="us-gaap_RelatedPartyDomain_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_RelatedPartyDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Related Party [Domain]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_ProspectMedicalHoldingsIncMember" xlink:type="locator" xlink:label="mpw_ProspectMedicalHoldingsIncMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_ProspectMedicalHoldingsIncMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Prospect Medical Holdings Inc.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_ProspectMedicalHoldingsIncMember" xlink:to="mpw_ProspectMedicalHoldingsIncMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_ProspectMedicalHoldingsIncMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Prospect [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_ProspectMedicalHoldingsIncMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Prospect Medical Holdings Inc [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_InvestmentInFinancingLeaseMember" xlink:type="locator" xlink:label="mpw_InvestmentInFinancingLeaseMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_InvestmentInFinancingLeaseMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Investment in financing lease.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_InvestmentInFinancingLeaseMember" xlink:to="mpw_InvestmentInFinancingLeaseMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_InvestmentInFinancingLeaseMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Investment in Financing Leases [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_InvestmentInFinancingLeaseMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Investment In Financing Lease [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_VibraHealthcareLLCMember" xlink:type="locator" xlink:label="mpw_VibraHealthcareLLCMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_VibraHealthcareLLCMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Vibra Healthcare, LLC.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_VibraHealthcareLLCMember" xlink:to="mpw_VibraHealthcareLLCMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_VibraHealthcareLLCMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Vibra Healthcare, LLC [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_VibraHealthcareLLCMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Vibra Healthcare L L C [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_RamsayHealthCareMember" xlink:type="locator" xlink:label="mpw_RamsayHealthCareMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_RamsayHealthCareMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Ramsay health care.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_RamsayHealthCareMember" xlink:to="mpw_RamsayHealthCareMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_RamsayHealthCareMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Ramsay Health Care [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_RamsayHealthCareMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Ramsay Health Care [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_SecureIncomeREITMember" xlink:type="locator" xlink:label="mpw_SecureIncomeREITMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_SecureIncomeREITMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Secure Income REIT.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_SecureIncomeREITMember" xlink:to="mpw_SecureIncomeREITMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_SecureIncomeREITMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Secure Income REIT [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_SecureIncomeREITMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Secure Income R E I T [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_CommunityHospitalMember" xlink:type="locator" xlink:label="mpw_CommunityHospitalMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_CommunityHospitalMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Community hospital.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_CommunityHospitalMember" xlink:to="mpw_CommunityHospitalMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_CommunityHospitalMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Community Hospital [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_CommunityHospitalMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Community Hospital [Member]</link:label>
    <link:loc xlink:href="https://xbrl.sec.gov/stpr/2018/stpr-2018-01-31.xsd#stpr_KS" xlink:type="locator" xlink:label="stpr_KS" />
    <link:label xml:lang="en-US" xlink:label="stpr_KS_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Kansas [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="stpr_KS" xlink:to="stpr_KS_lbl" />
    <link:label xml:lang="en-US" xlink:label="stpr_KS_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">KANSAS</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_SaintLukeSHealthSystemMember" xlink:type="locator" xlink:label="mpw_SaintLukeSHealthSystemMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_SaintLukeSHealthSystemMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Saint Luke&apos;s Health System.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_SaintLukeSHealthSystemMember" xlink:to="mpw_SaintLukeSHealthSystemMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_SaintLukeSHealthSystemMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Saint Luke&apos;s Health System [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_SaintLukeSHealthSystemMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Saint Luke S Health System [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_HospitalMember" xlink:type="locator" xlink:label="mpw_HospitalMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_HospitalMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Hospital.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_HospitalMember" xlink:to="mpw_HospitalMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_HospitalMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Hospital [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_HospitalMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Hospital [Member]</link:label>
    <link:loc xlink:href="https://xbrl.sec.gov/country/2020/country-2020-01-31.xsd#country_AU" xlink:type="locator" xlink:label="country_AU" />
    <link:label xml:lang="en-US" xlink:label="country_AU_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Australia [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="country_AU" xlink:to="country_AU_lbl" />
    <link:label xml:lang="en-US" xlink:label="country_AU_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">AUSTRALIA</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_HealthscopeLimitedMember" xlink:type="locator" xlink:label="mpw_HealthscopeLimitedMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_HealthscopeLimitedMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Healthscope Limited.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_HealthscopeLimitedMember" xlink:to="mpw_HealthscopeLimitedMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_HealthscopeLimitedMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Healthscope Limited [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_HealthscopeLimitedMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Healthscope Limited [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_AdditionalPropertiesMember" xlink:type="locator" xlink:label="mpw_AdditionalPropertiesMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_AdditionalPropertiesMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Additional properties.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_AdditionalPropertiesMember" xlink:to="mpw_AdditionalPropertiesMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_AdditionalPropertiesMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Additional Properties [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_AdditionalPropertiesMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Additional Properties [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_SwissMedicalNetworkMember" xlink:type="locator" xlink:label="mpw_SwissMedicalNetworkMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_SwissMedicalNetworkMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Swiss medical network.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_SwissMedicalNetworkMember" xlink:to="mpw_SwissMedicalNetworkMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_SwissMedicalNetworkMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Swiss Medical Network [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_SwissMedicalNetworkMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Swiss Medical Network [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_AevisVictoriaSAMember" xlink:type="locator" xlink:label="mpw_AevisVictoriaSAMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_AevisVictoriaSAMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Aevis Victoria SA.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_AevisVictoriaSAMember" xlink:to="mpw_AevisVictoriaSAMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_AevisVictoriaSAMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Aevis Victoria SA [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_AevisVictoriaSAMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Aevis Victoria S A [Member]</link:label>
    <link:loc xlink:href="https://xbrl.sec.gov/country/2020/country-2020-01-31.xsd#country_CH" xlink:type="locator" xlink:label="country_CH" />
    <link:label xml:lang="en-US" xlink:label="country_CH_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Switzerland [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="country_CH" xlink:to="country_CH_lbl" />
    <link:label xml:lang="en-US" xlink:label="country_CH_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">SWITZERLAND</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_OtherAcquisitionsMember" xlink:type="locator" xlink:label="mpw_OtherAcquisitionsMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_OtherAcquisitionsMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Other acquisitions.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_OtherAcquisitionsMember" xlink:to="mpw_OtherAcquisitionsMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_OtherAcquisitionsMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Other Acquisitions [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_OtherAcquisitionsMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Other Acquisitions [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_PooleUnitedKingdomMember" xlink:type="locator" xlink:label="mpw_PooleUnitedKingdomMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_PooleUnitedKingdomMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Poole United Kingdom.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_PooleUnitedKingdomMember" xlink:to="mpw_PooleUnitedKingdomMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_PooleUnitedKingdomMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Poole, England [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_PooleUnitedKingdomMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Poole United Kingdom [Member]</link:label>
    <link:loc xlink:href="https://xbrl.sec.gov/country/2020/country-2020-01-31.xsd#country_DE" xlink:type="locator" xlink:label="country_DE" />
    <link:label xml:lang="en-US" xlink:label="country_DE_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Germany [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="country_DE" xlink:to="country_DE_lbl" />
    <link:label xml:lang="en-US" xlink:label="country_DE_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">GERMANY</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_NotesReceivableNet" xlink:type="locator" xlink:label="us-gaap_NotesReceivableNet" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_NotesReceivableNet_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/verboseLabel">Mortgage loan balance</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_NotesReceivableNet" xlink:to="us-gaap_NotesReceivableNet_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_NotesReceivableNet_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Notes Receivable Net</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_TermLoanReceivable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Term loan</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_TermLoanReceivable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Term Loan Receivable</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_AdditionalNumberOfBusinessesAcquired_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Additional number of businesses acquired</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_AdditionalNumberOfBusinessesAcquired_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Additional Number Of Businesses Acquired</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_LessorOperatingLeaseTermOfContract" xlink:type="locator" xlink:label="us-gaap_LessorOperatingLeaseTermOfContract" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LessorOperatingLeaseTermOfContract_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Term of lease</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_LessorOperatingLeaseTermOfContract" xlink:to="us-gaap_LessorOperatingLeaseTermOfContract_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LessorOperatingLeaseTermOfContract_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Lessor Operating Lease Term Of Contract</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_BusinessCombinationFuturePurchasePriceAdjustments" xlink:type="locator" xlink:label="mpw_BusinessCombinationFuturePurchasePriceAdjustments" />
    <link:label xml:lang="en-US" xlink:label="mpw_BusinessCombinationFuturePurchasePriceAdjustments_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Business combination future purchase price adjustments.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_BusinessCombinationFuturePurchasePriceAdjustments" xlink:to="mpw_BusinessCombinationFuturePurchasePriceAdjustments_lbl" />
    <link:loc xlink:href="mpw-20200930.xsd#mpw_PerformanceThresholdsAchievementsPeriod" xlink:type="locator" xlink:label="mpw_PerformanceThresholdsAchievementsPeriod" />
    <link:label xml:lang="en-US" xlink:label="mpw_PerformanceThresholdsAchievementsPeriod_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Performance thresholds achievement period.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_PerformanceThresholdsAchievementsPeriod" xlink:to="mpw_PerformanceThresholdsAchievementsPeriod_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_BusinessCombinationFuturePurchasePriceAdjustments_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Future purchase price adjustment</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_BusinessCombinationFuturePurchasePriceAdjustments_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Business Combination Future Purchase Price Adjustments</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_PerformanceThresholdsAchievementsPeriod_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Performance thresholds achievement period</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_PerformanceThresholdsAchievementsPeriod_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Performance Thresholds Achievements Period</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_NumberOfHospitalsAcquired" xlink:type="locator" xlink:label="mpw_NumberOfHospitalsAcquired" />
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfHospitalsAcquired_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Number of hospitals acquired.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_NumberOfHospitalsAcquired" xlink:to="mpw_NumberOfHospitalsAcquired_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfHospitalsAcquired_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Number of private hospitals acquired</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfHospitalsAcquired_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Number Of Hospitals Acquired</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_LeasesFixedEscalationPeriod" xlink:type="locator" xlink:label="mpw_LeasesFixedEscalationPeriod" />
    <link:label xml:lang="en-US" xlink:label="mpw_LeasesFixedEscalationPeriod_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Leases fixed escalation period.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_LeasesFixedEscalationPeriod" xlink:to="mpw_LeasesFixedEscalationPeriod_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_LeasesFixedEscalationPeriod_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Leases fixed escalations</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_LeasesFixedEscalationPeriod_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Leases Fixed Escalation Period</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_LesseeOperatingLeaseOptionToExtend" xlink:type="locator" xlink:label="us-gaap_LesseeOperatingLeaseOptionToExtend" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LesseeOperatingLeaseOptionToExtend_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Lease extension options, description</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_LesseeOperatingLeaseOptionToExtend" xlink:to="us-gaap_LesseeOperatingLeaseOptionToExtend_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LesseeOperatingLeaseOptionToExtend_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Lessee Operating Lease Option To Extend</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_LesseeOperatingLeaseExistenceOfOptionToExtend" xlink:type="locator" xlink:label="us-gaap_LesseeOperatingLeaseExistenceOfOptionToExtend" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LesseeOperatingLeaseExistenceOfOptionToExtend_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Existence of option to extend</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_LesseeOperatingLeaseExistenceOfOptionToExtend" xlink:to="us-gaap_LesseeOperatingLeaseExistenceOfOptionToExtend_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LesseeOperatingLeaseExistenceOfOptionToExtend_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Lessee Operating Lease Existence Of Option To Extend</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_BusinessAcquisitionCostOfAcquiredEntityTransactionCosts" xlink:type="locator" xlink:label="us-gaap_BusinessAcquisitionCostOfAcquiredEntityTransactionCosts" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_BusinessAcquisitionCostOfAcquiredEntityTransactionCosts_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Stamp duties and registration fees</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_BusinessAcquisitionCostOfAcquiredEntityTransactionCosts" xlink:to="us-gaap_BusinessAcquisitionCostOfAcquiredEntityTransactionCosts_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_BusinessAcquisitionCostOfAcquiredEntityTransactionCosts_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Business Acquisition Cost Of Acquired Entity Transaction Costs</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_CostMethodInvestmentOwnershipPercentage" xlink:type="locator" xlink:label="mpw_CostMethodInvestmentOwnershipPercentage" />
    <link:label xml:lang="en-US" xlink:label="mpw_CostMethodInvestmentOwnershipPercentage_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Cost method investment ownership percentage.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_CostMethodInvestmentOwnershipPercentage" xlink:to="mpw_CostMethodInvestmentOwnershipPercentage_lbl" />
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_OperatingLeaseWeightedAverageRemainingLeaseTerm1" xlink:type="locator" xlink:label="us-gaap_OperatingLeaseWeightedAverageRemainingLeaseTerm1" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_OperatingLeaseWeightedAverageRemainingLeaseTerm1_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Weighted average remaining lease term</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_OperatingLeaseWeightedAverageRemainingLeaseTerm1" xlink:to="us-gaap_OperatingLeaseWeightedAverageRemainingLeaseTerm1_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_OperatingLeaseWeightedAverageRemainingLeaseTerm1_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Operating Lease Weighted Average Remaining Lease Term1</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_EquityMethodInvestmentOwnershipPercentage" xlink:type="locator" xlink:label="us-gaap_EquityMethodInvestmentOwnershipPercentage" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_EquityMethodInvestmentOwnershipPercentage_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Ownership interest in joint venture under the equity method</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_EquityMethodInvestmentOwnershipPercentage" xlink:to="us-gaap_EquityMethodInvestmentOwnershipPercentage_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_EquityMethodInvestmentOwnershipPercentage_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Equity Method Investment Ownership Percentage</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_CostMethodInvestmentOwnershipPercentage_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Ownership interest in joint venture under the cost method</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_CostMethodInvestmentOwnershipPercentage_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Cost Method Investment Ownership Percentage</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_DevelopmentProjectsOriginalCommitmentAmount" xlink:type="locator" xlink:label="mpw_DevelopmentProjectsOriginalCommitmentAmount" />
    <link:label xml:lang="en-US" xlink:label="mpw_DevelopmentProjectsOriginalCommitmentAmount_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Development projects original commitment amount.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_DevelopmentProjectsOriginalCommitmentAmount" xlink:to="mpw_DevelopmentProjectsOriginalCommitmentAmount_lbl" />
    <link:loc xlink:href="mpw-20200930.xsd#mpw_ErnestHealthIncMember" xlink:type="locator" xlink:label="mpw_ErnestHealthIncMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_ErnestHealthIncMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Ernest Health, Inc.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_ErnestHealthIncMember" xlink:to="mpw_ErnestHealthIncMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_ErnestHealthIncMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Ernest [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_ErnestHealthIncMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Ernest Health Inc [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_RealEstatePropertiesAxis" xlink:type="locator" xlink:label="us-gaap_RealEstatePropertiesAxis" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_RealEstatePropertiesAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Real Estate Property Ownership</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_RealEstatePropertiesAxis" xlink:to="us-gaap_RealEstatePropertiesAxis_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_RealEstatePropertiesAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Real Estate Properties [Axis]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_RealEstatePropertiesDomain" xlink:type="locator" xlink:label="us-gaap_RealEstatePropertiesDomain" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_RealEstatePropertiesDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Real Estate Properties</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_RealEstatePropertiesDomain" xlink:to="us-gaap_RealEstatePropertiesDomain_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_RealEstatePropertiesDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Real Estate Properties [Domain]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_DevelopmentActivitiesMember" xlink:type="locator" xlink:label="mpw_DevelopmentActivitiesMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_DevelopmentActivitiesMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Development activities.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_DevelopmentActivitiesMember" xlink:to="mpw_DevelopmentActivitiesMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_DevelopmentActivitiesMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Development Activities [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_DevelopmentActivitiesMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Development Activities [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_BirminghamUkMember" xlink:type="locator" xlink:label="mpw_BirminghamUkMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_BirminghamUkMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Birmingham UK</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_BirminghamUkMember" xlink:to="mpw_BirminghamUkMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_BirminghamUkMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Birmingham, England [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_BirminghamUkMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Birmingham Uk [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_CircleHealthMember" xlink:type="locator" xlink:label="mpw_CircleHealthMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_CircleHealthMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Circle Health Group.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_CircleHealthMember" xlink:to="mpw_CircleHealthMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_CircleHealthMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Circle [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_CircleHealthMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Circle Health [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_DevelopmentProjectsOriginalCommitmentAmount_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/verboseLabel">Commence rent in fourth quarter of 2021</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_DevelopmentProjectsOriginalCommitmentAmount_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Development Projects Original Commitment Amount</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_DevelopmentProjectsEstimatedRentCommencementDate" xlink:type="locator" xlink:label="mpw_DevelopmentProjectsEstimatedRentCommencementDate" />
    <link:label xml:lang="en-US" xlink:label="mpw_DevelopmentProjectsEstimatedRentCommencementDate_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Development projects estimated rent commencement date.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_DevelopmentProjectsEstimatedRentCommencementDate" xlink:to="mpw_DevelopmentProjectsEstimatedRentCommencementDate_lbl" />
    <link:loc xlink:href="mpw-20200930.xsd#mpw_NeuroPsychiatricHospitalsMember" xlink:type="locator" xlink:label="mpw_NeuroPsychiatricHospitalsMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_NeuroPsychiatricHospitalsMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">NeuroPsychiatric hospitals.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_NeuroPsychiatricHospitalsMember" xlink:to="mpw_NeuroPsychiatricHospitalsMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_NeuroPsychiatricHospitalsMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">NeuroPsychiatric Hospitals [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_NeuroPsychiatricHospitalsMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Neuro Psychiatric Hospitals [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_HoustonTexasMember" xlink:type="locator" xlink:label="mpw_HoustonTexasMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_HoustonTexasMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Houston, Texas.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_HoustonTexasMember" xlink:to="mpw_HoustonTexasMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_HoustonTexasMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Houston, Texas [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_HoustonTexasMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Houston Texas [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_BakersfieldCaliforniaMember" xlink:type="locator" xlink:label="mpw_BakersfieldCaliforniaMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_BakersfieldCaliforniaMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Bakersfield California.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_BakersfieldCaliforniaMember" xlink:to="mpw_BakersfieldCaliforniaMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_BakersfieldCaliforniaMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Bakersfield, California [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_BakersfieldCaliforniaMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Bakersfield California [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_DevelopmentProjectsOriginalCommitmentAmount_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Commitment</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_CostOfGoodsAndServicesSold" xlink:type="locator" xlink:label="us-gaap_CostOfGoodsAndServicesSold" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_CostOfGoodsAndServicesSold_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Costs Incurred as of September 30, 2020</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_CostOfGoodsAndServicesSold" xlink:to="us-gaap_CostOfGoodsAndServicesSold_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_CostOfGoodsAndServicesSold_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Cost Of Goods And Services Sold</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_DevelopmentProjectsEstimatedRentCommencementDate_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Estimated Rent Commencement Date</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_DevelopmentProjectsEstimatedRentCommencementDate_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Development Projects Estimated Rent Commencement Date</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_NumberOfPropertiesSold" xlink:type="locator" xlink:label="mpw_NumberOfPropertiesSold" />
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfPropertiesSold_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Number of properties sold.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_NumberOfPropertiesSold" xlink:to="mpw_NumberOfPropertiesSold_lbl" />
    <link:loc xlink:href="mpw-20200930.xsd#mpw_NumberOfFacilitiesSold" xlink:type="locator" xlink:label="mpw_NumberOfFacilitiesSold" />
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfFacilitiesSold_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Number of facilities sold.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_NumberOfFacilitiesSold" xlink:to="mpw_NumberOfFacilitiesSold_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfFacilitiesSold_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Number of facilities sold</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfFacilitiesSold_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Number Of Facilities Sold</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfPropertiesSold_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Number of properties sold</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfPropertiesSold_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Number Of Properties Sold</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_ProceedsFromSaleOfRealEstate" xlink:type="locator" xlink:label="us-gaap_ProceedsFromSaleOfRealEstate" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ProceedsFromSaleOfRealEstate_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Proceeds from sale of facilities</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_ProceedsFromSaleOfRealEstate" xlink:to="us-gaap_ProceedsFromSaleOfRealEstate_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ProceedsFromSaleOfRealEstate_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Proceeds From Sale Of Real Estate</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_GainLossOnDispositionOfRealEstateDiscontinuedOperations" xlink:type="locator" xlink:label="us-gaap_GainLossOnDispositionOfRealEstateDiscontinuedOperations" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_GainLossOnDispositionOfRealEstateDiscontinuedOperations_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2009/role/negatedLabel">Net loss on real estate dispositions</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_GainLossOnDispositionOfRealEstateDiscontinuedOperations" xlink:to="us-gaap_GainLossOnDispositionOfRealEstateDiscontinuedOperations_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_GainLossOnDispositionOfRealEstateDiscontinuedOperations_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Gain Loss On Disposition Of Real Estate Discontinued Operations</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_LeaseFixedMinimumAnnualEscalationsPercentage" xlink:type="locator" xlink:label="mpw_LeaseFixedMinimumAnnualEscalationsPercentage" />
    <link:label xml:lang="en-US" xlink:label="mpw_LeaseFixedMinimumAnnualEscalationsPercentage_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Lease fixed minimum annual escalations percentage.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_LeaseFixedMinimumAnnualEscalationsPercentage" xlink:to="mpw_LeaseFixedMinimumAnnualEscalationsPercentage_lbl" />
    <link:loc xlink:href="mpw-20200930.xsd#mpw_LeasesAnnualRentEscalationsPercentage" xlink:type="locator" xlink:label="mpw_LeasesAnnualRentEscalationsPercentage" />
    <link:label xml:lang="en-US" xlink:label="mpw_LeasesAnnualRentEscalationsPercentage_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Leases annual rent escalations percentage.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_LeasesAnnualRentEscalationsPercentage" xlink:to="mpw_LeasesAnnualRentEscalationsPercentage_lbl" />
    <link:loc xlink:href="mpw-20200930.xsd#mpw_NumberOfLessorProperties" xlink:type="locator" xlink:label="mpw_NumberOfLessorProperties" />
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfLessorProperties_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Number of lessor properties.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_NumberOfLessorProperties" xlink:to="mpw_NumberOfLessorProperties_lbl" />
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_LessorLeaseDescriptionTable" xlink:type="locator" xlink:label="us-gaap_LessorLeaseDescriptionTable" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LessorLeaseDescriptionTable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Lessor Lease Description [Table]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_LessorLeaseDescriptionTable" xlink:to="us-gaap_LessorLeaseDescriptionTable_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LessorLeaseDescriptionTable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Lessor Lease Description [Table]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/srt/2020/elts/srt-2020-01-31.xsd#srt_RangeAxis" xlink:type="locator" xlink:label="srt_RangeAxis" />
    <link:label xml:lang="en-US" xlink:label="srt_RangeAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Statistical Measurement</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="srt_RangeAxis" xlink:to="srt_RangeAxis_lbl" />
    <link:label xml:lang="en-US" xlink:label="srt_RangeAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Range [Axis]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/srt/2020/elts/srt-2020-01-31.xsd#srt_RangeMember" xlink:type="locator" xlink:label="srt_RangeMember" />
    <link:label xml:lang="en-US" xlink:label="srt_RangeMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Statistical Measurement</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="srt_RangeMember" xlink:to="srt_RangeMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="srt_RangeMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Range [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/srt/2020/elts/srt-2020-01-31.xsd#srt_MinimumMember" xlink:type="locator" xlink:label="srt_MinimumMember" />
    <link:label xml:lang="en-US" xlink:label="srt_MinimumMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Minimum [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="srt_MinimumMember" xlink:to="srt_MinimumMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="srt_MinimumMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Minimum [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/srt/2020/elts/srt-2020-01-31.xsd#srt_MaximumMember" xlink:type="locator" xlink:label="srt_MaximumMember" />
    <link:label xml:lang="en-US" xlink:label="srt_MaximumMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Maximum [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="srt_MaximumMember" xlink:to="srt_MaximumMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="srt_MaximumMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Maximum [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_PrimeFacilitiesMember" xlink:type="locator" xlink:label="mpw_PrimeFacilitiesMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_PrimeFacilitiesMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Prime facilities.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_PrimeFacilitiesMember" xlink:to="mpw_PrimeFacilitiesMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_PrimeFacilitiesMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Prime Facilities [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_PrimeFacilitiesMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Prime Facilities [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_LessorLeaseDescriptionLineItems" xlink:type="locator" xlink:label="us-gaap_LessorLeaseDescriptionLineItems" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LessorLeaseDescriptionLineItems_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Lessor Lease Description [Line Items]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_LessorLeaseDescriptionLineItems" xlink:to="us-gaap_LessorLeaseDescriptionLineItems_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LessorLeaseDescriptionLineItems_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Lessor Lease Description [Line Items]</link:label>
    <link:label xml:lang="en-US" xlink:label="us-gaap_LessorOperatingLeaseRenewalTerm_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Lease renewal term</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_LeasesAnnualRentEscalationsPercentage_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Annual rent escalations</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_LeasesAnnualRentEscalationsPercentage_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Leases Annual Rent Escalations Percentage</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_LeaseFixedMinimumAnnualEscalationsPercentage_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Fixed minimum annual escalations</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_LeaseFixedMinimumAnnualEscalationsPercentage_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Lease Fixed Minimum Annual Escalations Percentage</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfLessorProperties_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Number of properties</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfLessorProperties_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Number Of Lessor Properties</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_ResidualValueOfLeasedAsset" xlink:type="locator" xlink:label="us-gaap_ResidualValueOfLeasedAsset" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ResidualValueOfLeasedAsset_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Carrying value of lease requiring residual value guarantee</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_ResidualValueOfLeasedAsset" xlink:to="us-gaap_ResidualValueOfLeasedAsset_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ResidualValueOfLeasedAsset_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Residual Value Of Leased Asset</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_NumberOfDirectFinancingLeases" xlink:type="locator" xlink:label="mpw_NumberOfDirectFinancingLeases" />
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfDirectFinancingLeases_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Number of direct financing leases.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_NumberOfDirectFinancingLeases" xlink:to="mpw_NumberOfDirectFinancingLeases_lbl" />
    <link:loc xlink:href="mpw-20200930.xsd#mpw_NumberOfFinancingLeases" xlink:type="locator" xlink:label="mpw_NumberOfFinancingLeases" />
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfFinancingLeases_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Number of financing leases.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_NumberOfFinancingLeases" xlink:to="mpw_NumberOfFinancingLeases_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfDirectFinancingLeases_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Number of direct financing leases</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfDirectFinancingLeases_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Number Of Direct Financing Leases</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfFinancingLeases_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Number of financing leases</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfFinancingLeases_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Number Of Financing Leases</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_DirectFinancingLeaseUnearnedIncomeAndAllowanceForCreditLoss" xlink:type="locator" xlink:label="mpw_DirectFinancingLeaseUnearnedIncomeAndAllowanceForCreditLoss" />
    <link:label xml:lang="en-US" xlink:label="mpw_DirectFinancingLeaseUnearnedIncomeAndAllowanceForCreditLoss_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Direct financing lease, unearned income and allowance for credit loss.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_DirectFinancingLeaseUnearnedIncomeAndAllowanceForCreditLoss" xlink:to="mpw_DirectFinancingLeaseUnearnedIncomeAndAllowanceForCreditLoss_lbl" />
    <link:loc xlink:href="mpw-20200930.xsd#mpw_OtherFinancingLeasesNetOfAllowanceForCreditLoss" xlink:type="locator" xlink:label="mpw_OtherFinancingLeasesNetOfAllowanceForCreditLoss" />
    <link:label xml:lang="en-US" xlink:label="mpw_OtherFinancingLeasesNetOfAllowanceForCreditLoss_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Other financing leases, net of allowance for credit loss.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_OtherFinancingLeasesNetOfAllowanceForCreditLoss" xlink:to="mpw_OtherFinancingLeasesNetOfAllowanceForCreditLoss_lbl" />
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_DirectFinancingLeaseNetInvestmentInLeasesAbstract" xlink:type="locator" xlink:label="us-gaap_DirectFinancingLeaseNetInvestmentInLeasesAbstract" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DirectFinancingLeaseNetInvestmentInLeasesAbstract_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Direct Financing Lease Net Investment In Leases [Abstract]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_DirectFinancingLeaseNetInvestmentInLeasesAbstract" xlink:to="us-gaap_DirectFinancingLeaseNetInvestmentInLeasesAbstract_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DirectFinancingLeaseNetInvestmentInLeasesAbstract_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Direct Financing Lease Net Investment In Leases [Abstract]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_DirectFinancingLeaseLeaseReceivable" xlink:type="locator" xlink:label="us-gaap_DirectFinancingLeaseLeaseReceivable" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DirectFinancingLeaseLeaseReceivable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Minimum lease payments receivable</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_DirectFinancingLeaseLeaseReceivable" xlink:to="us-gaap_DirectFinancingLeaseLeaseReceivable_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DirectFinancingLeaseLeaseReceivable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Direct Financing Lease Lease Receivable</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_DirectFinancingLeaseUnguaranteedResidualAsset" xlink:type="locator" xlink:label="us-gaap_DirectFinancingLeaseUnguaranteedResidualAsset" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DirectFinancingLeaseUnguaranteedResidualAsset_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Estimated residual values</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_DirectFinancingLeaseUnguaranteedResidualAsset" xlink:to="us-gaap_DirectFinancingLeaseUnguaranteedResidualAsset_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DirectFinancingLeaseUnguaranteedResidualAsset_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Direct Financing Lease Unguaranteed Residual Asset</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_DirectFinancingLeaseUnearnedIncomeAndAllowanceForCreditLoss_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2009/role/negatedLabel">Less: Unearned income and allowance for credit loss</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_DirectFinancingLeaseUnearnedIncomeAndAllowanceForCreditLoss_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Direct Financing Lease Unearned Income And Allowance For Credit Loss</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_DirectFinancingLeaseNetInvestmentInLease" xlink:type="locator" xlink:label="us-gaap_DirectFinancingLeaseNetInvestmentInLease" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DirectFinancingLeaseNetInvestmentInLease_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/totalLabel">Net investment in direct financing leases</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_DirectFinancingLeaseNetInvestmentInLease" xlink:to="us-gaap_DirectFinancingLeaseNetInvestmentInLease_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DirectFinancingLeaseNetInvestmentInLease_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Direct Financing Lease Net Investment In Lease</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_OtherFinancingLeasesNetOfAllowanceForCreditLoss_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Other financing leases (net of allowance for credit loss)</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_OtherFinancingLeasesNetOfAllowanceForCreditLoss_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Other Financing Leases Net Of Allowance For Credit Loss</link:label>
    <link:label xml:lang="en-US" xlink:label="us-gaap_NetInvestmentInLease_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/totalLabel">Total investment in financing leases</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_PercentageOfDeferredRevenueLease" xlink:type="locator" xlink:label="mpw_PercentageOfDeferredRevenueLease" />
    <link:label xml:lang="en-US" xlink:label="mpw_PercentageOfDeferredRevenueLease_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Percentage of deferred revenue lease.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_PercentageOfDeferredRevenueLease" xlink:to="mpw_PercentageOfDeferredRevenueLease_lbl" />
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_UnusualRiskOrUncertaintyByNatureAxis" xlink:type="locator" xlink:label="us-gaap_UnusualRiskOrUncertaintyByNatureAxis" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_UnusualRiskOrUncertaintyByNatureAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Unusual Risk or Uncertainty, Nature</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_UnusualRiskOrUncertaintyByNatureAxis" xlink:to="us-gaap_UnusualRiskOrUncertaintyByNatureAxis_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_UnusualRiskOrUncertaintyByNatureAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Unusual Risk Or Uncertainty By Nature [Axis]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_UnusualRiskOrUncertaintyNatureDomain" xlink:type="locator" xlink:label="us-gaap_UnusualRiskOrUncertaintyNatureDomain" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_UnusualRiskOrUncertaintyNatureDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Unusual Risk or Uncertainty, Nature</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_UnusualRiskOrUncertaintyNatureDomain" xlink:to="us-gaap_UnusualRiskOrUncertaintyNatureDomain_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_UnusualRiskOrUncertaintyNatureDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Unusual Risk Or Uncertainty Nature [Domain]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_CovidNineteenPandemicMember" xlink:type="locator" xlink:label="mpw_CovidNineteenPandemicMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_CovidNineteenPandemicMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Covid nineteen pandemic.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_CovidNineteenPandemicMember" xlink:to="mpw_CovidNineteenPandemicMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_CovidNineteenPandemicMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">COVID-19 Pandemic [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_CovidNineteenPandemicMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Covid Nineteen Pandemic [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_DeferredRevenueLeasesCurrent" xlink:type="locator" xlink:label="us-gaap_DeferredRevenueLeasesCurrent" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DeferredRevenueLeasesCurrent_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Deferred lease income</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_DeferredRevenueLeasesCurrent" xlink:to="us-gaap_DeferredRevenueLeasesCurrent_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DeferredRevenueLeasesCurrent_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Deferred Revenue Leases Current</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_PercentageOfDeferredRevenueLease_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Percentage of deferred revenue lease</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_PercentageOfDeferredRevenueLease_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Percentage Of Deferred Revenue Lease</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_NumberOfFacilitiesSeverDeclineInOperatingResults" xlink:type="locator" xlink:label="mpw_NumberOfFacilitiesSeverDeclineInOperatingResults" />
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfFacilitiesSeverDeclineInOperatingResults_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Number of facilities sever decline in operating results.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_NumberOfFacilitiesSeverDeclineInOperatingResults" xlink:to="mpw_NumberOfFacilitiesSeverDeclineInOperatingResults_lbl" />
    <link:loc xlink:href="mpw-20200930.xsd#mpw_PercentageOfVacantOnLeasedProperty" xlink:type="locator" xlink:label="mpw_PercentageOfVacantOnLeasedProperty" />
    <link:label xml:lang="en-US" xlink:label="mpw_PercentageOfVacantOnLeasedProperty_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Percentage of vacant on leased property.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_PercentageOfVacantOnLeasedProperty" xlink:to="mpw_PercentageOfVacantOnLeasedProperty_lbl" />
    <link:loc xlink:href="mpw-20200930.xsd#mpw_StraightLineRentAndOtherWriteOffNetOfTax" xlink:type="locator" xlink:label="mpw_StraightLineRentAndOtherWriteOffNetOfTax" />
    <link:label xml:lang="en-US" xlink:label="mpw_StraightLineRentAndOtherWriteOffNetOfTax_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Straight-line rent and other write-off net off tax.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_StraightLineRentAndOtherWriteOffNetOfTax" xlink:to="mpw_StraightLineRentAndOtherWriteOffNetOfTax_lbl" />
    <link:loc xlink:href="mpw-20200930.xsd#mpw_NumberOfReLeasedProperties" xlink:type="locator" xlink:label="mpw_NumberOfReLeasedProperties" />
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfReLeasedProperties_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Number of re-leased properties.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_NumberOfReLeasedProperties" xlink:to="mpw_NumberOfReLeasedProperties_lbl" />
    <link:loc xlink:href="mpw-20200930.xsd#mpw_AdeptusHealthMember" xlink:type="locator" xlink:label="mpw_AdeptusHealthMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_AdeptusHealthMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Adeptus health.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_AdeptusHealthMember" xlink:to="mpw_AdeptusHealthMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_AdeptusHealthMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Adeptus Health [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_AdeptusHealthMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Adeptus Health [Member]</link:label>
    <link:loc xlink:href="https://xbrl.sec.gov/stpr/2018/stpr-2018-01-31.xsd#stpr_TX" xlink:type="locator" xlink:label="stpr_TX" />
    <link:label xml:lang="en-US" xlink:label="stpr_TX_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">TEXAS</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="stpr_TX" xlink:to="stpr_TX_lbl" />
    <link:label xml:lang="en-US" xlink:label="stpr_TX_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">TEXAS</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfFacilitiesSeverDeclineInOperatingResults_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Number of facilities sever decline in operating results</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfFacilitiesSeverDeclineInOperatingResults_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Number Of Facilities Sever Decline In Operating Results</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_StraightLineRentAndOtherWriteOffNetOfTax_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Straight-line rent and other write-off, net of tax</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_StraightLineRentAndOtherWriteOffNetOfTax_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Straight Line Rent And Other Write Off Net Of Tax</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_ProceedsFromLeasePayments" xlink:type="locator" xlink:label="us-gaap_ProceedsFromLeasePayments" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ProceedsFromLeasePayments_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Proceeds from lease payments</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_ProceedsFromLeasePayments" xlink:to="us-gaap_ProceedsFromLeasePayments_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ProceedsFromLeasePayments_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Proceeds From Lease Payments</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_ImpairmentOfRealEstate" xlink:type="locator" xlink:label="us-gaap_ImpairmentOfRealEstate" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ImpairmentOfRealEstate_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Real estate impairment charge</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_ImpairmentOfRealEstate" xlink:to="us-gaap_ImpairmentOfRealEstate_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ImpairmentOfRealEstate_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Impairment Of Real Estate</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_PercentageOfVacantOnLeasedProperty_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Percentage of vacant on leased property</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_PercentageOfVacantOnLeasedProperty_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Percentage Of Vacant On Leased Property</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfReLeasedProperties_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/verboseLabel">Number of re-leased properties</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfReLeasedProperties_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Number Of Re Leased Properties</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_AlectoHealthcareServicesMember" xlink:type="locator" xlink:label="mpw_AlectoHealthcareServicesMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_AlectoHealthcareServicesMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Alecto healthcare services.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_AlectoHealthcareServicesMember" xlink:to="mpw_AlectoHealthcareServicesMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_AlectoHealthcareServicesMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Alecto Healthcare Services [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_AlectoHealthcareServicesMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Alecto Healthcare Services [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_ConcentrationRiskByBenchmarkAxis" xlink:type="locator" xlink:label="us-gaap_ConcentrationRiskByBenchmarkAxis" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ConcentrationRiskByBenchmarkAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Concentration Risk Benchmark</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_ConcentrationRiskByBenchmarkAxis" xlink:to="us-gaap_ConcentrationRiskByBenchmarkAxis_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ConcentrationRiskByBenchmarkAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Concentration Risk By Benchmark [Axis]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_ConcentrationRiskBenchmarkDomain" xlink:type="locator" xlink:label="us-gaap_ConcentrationRiskBenchmarkDomain" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ConcentrationRiskBenchmarkDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Concentration Risk Benchmark</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_ConcentrationRiskBenchmarkDomain" xlink:to="us-gaap_ConcentrationRiskBenchmarkDomain_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ConcentrationRiskBenchmarkDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Concentration Risk Benchmark [Domain]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_AssetsTotalMember" xlink:type="locator" xlink:label="us-gaap_AssetsTotalMember" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_AssetsTotalMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Total Gross Assets [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_AssetsTotalMember" xlink:to="us-gaap_AssetsTotalMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_AssetsTotalMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Assets Total [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_ConcentrationRiskByTypeAxis" xlink:type="locator" xlink:label="us-gaap_ConcentrationRiskByTypeAxis" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ConcentrationRiskByTypeAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Concentration Risk Type</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_ConcentrationRiskByTypeAxis" xlink:to="us-gaap_ConcentrationRiskByTypeAxis_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ConcentrationRiskByTypeAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Concentration Risk By Type [Axis]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_ConcentrationRiskTypeDomain" xlink:type="locator" xlink:label="us-gaap_ConcentrationRiskTypeDomain" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ConcentrationRiskTypeDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Concentration Risk Type</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_ConcentrationRiskTypeDomain" xlink:to="us-gaap_ConcentrationRiskTypeDomain_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ConcentrationRiskTypeDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Concentration Risk Type [Domain]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_CustomerConcentrationRiskMember" xlink:type="locator" xlink:label="us-gaap_CustomerConcentrationRiskMember" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_CustomerConcentrationRiskMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Customer Concentration Risk [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_CustomerConcentrationRiskMember" xlink:to="us-gaap_CustomerConcentrationRiskMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_CustomerConcentrationRiskMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Customer Concentration Risk [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_ConcentrationRiskPercentage1" xlink:type="locator" xlink:label="us-gaap_ConcentrationRiskPercentage1" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ConcentrationRiskPercentage1_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Percentage of total assets</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_ConcentrationRiskPercentage1" xlink:to="us-gaap_ConcentrationRiskPercentage1_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ConcentrationRiskPercentage1_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Concentration Risk Percentage1</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_MethodistHealthcareMember" xlink:type="locator" xlink:label="mpw_MethodistHealthcareMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_MethodistHealthcareMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Methodist healthcare.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_MethodistHealthcareMember" xlink:to="mpw_MethodistHealthcareMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_MethodistHealthcareMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Methodist [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_MethodistHealthcareMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Methodist Healthcare [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_InvestmentsFairValueDisclosure" xlink:type="locator" xlink:label="us-gaap_InvestmentsFairValueDisclosure" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_InvestmentsFairValueDisclosure_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Total investments</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_InvestmentsFairValueDisclosure" xlink:to="us-gaap_InvestmentsFairValueDisclosure_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_InvestmentsFairValueDisclosure_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Investments Fair Value Disclosure</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_AcquisitionLoans" xlink:type="locator" xlink:label="mpw_AcquisitionLoans" />
    <link:label xml:lang="en-US" xlink:label="mpw_AcquisitionLoans_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Acquisition loans.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_AcquisitionLoans" xlink:to="mpw_AcquisitionLoans_lbl" />
    <link:loc xlink:href="mpw-20200930.xsd#mpw_OtherLoans" xlink:type="locator" xlink:label="mpw_OtherLoans" />
    <link:label xml:lang="en-US" xlink:label="mpw_OtherLoans_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Other loans</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_OtherLoans" xlink:to="mpw_OtherLoans_lbl" />
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_NotesReceivableGross" xlink:type="locator" xlink:label="us-gaap_NotesReceivableGross" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_NotesReceivableGross_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Mortgage loans</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_NotesReceivableGross" xlink:to="us-gaap_NotesReceivableGross_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_NotesReceivableGross_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Notes Receivable Gross</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_AcquisitionLoans_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Acquisition loans</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_AcquisitionLoans_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Acquisition Loans</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_OtherLoans_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Other loans</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_OtherLoans_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Other Loans</link:label>
    <link:label xml:lang="en-US" xlink:label="us-gaap_NotesReceivableNet_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/totalLabel">Total</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_LoansLineItems" xlink:type="locator" xlink:label="mpw_LoansLineItems" />
    <link:label xml:lang="en-US" xlink:label="mpw_LoansLineItems_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Loans.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_LoansLineItems" xlink:to="mpw_LoansLineItems_lbl" />
    <link:loc xlink:href="mpw-20200930.xsd#mpw_LoansTable" xlink:type="locator" xlink:label="mpw_LoansTable" />
    <link:label xml:lang="en-US" xlink:label="mpw_LoansTable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Loans [Table]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_LoansTable" xlink:to="mpw_LoansTable_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_LoansTable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Loans [Table]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_LoansTable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Loans [Table]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_PrimotopHoldingsSARLMember" xlink:type="locator" xlink:label="mpw_PrimotopHoldingsSARLMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_PrimotopHoldingsSARLMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Primotop holdings s.a.r.l.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_PrimotopHoldingsSARLMember" xlink:to="mpw_PrimotopHoldingsSARLMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_PrimotopHoldingsSARLMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Primotop Holdings S.a.r.l. [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_PrimotopHoldingsSARLMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Primotop Holdings S A R L [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_LoansLineItems_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Loans [Line Items]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_LoansLineItems_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Loans [Line Items]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_AcquisitionLoans_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/verboseLabel">Acquisition loan</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_DueFromJointVentures" xlink:type="locator" xlink:label="us-gaap_DueFromJointVentures" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DueFromJointVentures_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Shareholder loan to joint venture</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_DueFromJointVentures" xlink:to="us-gaap_DueFromJointVentures_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DueFromJointVentures_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Due From Joint Ventures</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_MaximumPercentageOfEntitysAssetsInvestedOnSingleProperty" xlink:type="locator" xlink:label="mpw_MaximumPercentageOfEntitysAssetsInvestedOnSingleProperty" />
    <link:label xml:lang="en-US" xlink:label="mpw_MaximumPercentageOfEntitysAssetsInvestedOnSingleProperty_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Maximum percentage of entity&apos;s assets invested on single property.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_MaximumPercentageOfEntitysAssetsInvestedOnSingleProperty" xlink:to="mpw_MaximumPercentageOfEntitysAssetsInvestedOnSingleProperty_lbl" />
    <link:loc xlink:href="http://xbrl.fasb.org/srt/2020/elts/srt-2020-01-31.xsd#srt_StatementScenarioAxis" xlink:type="locator" xlink:label="srt_StatementScenarioAxis" />
    <link:label xml:lang="en-US" xlink:label="srt_StatementScenarioAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Scenario</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="srt_StatementScenarioAxis" xlink:to="srt_StatementScenarioAxis_lbl" />
    <link:label xml:lang="en-US" xlink:label="srt_StatementScenarioAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Statement Scenario [Axis]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/srt/2020/elts/srt-2020-01-31.xsd#srt_ScenarioUnspecifiedDomain" xlink:type="locator" xlink:label="srt_ScenarioUnspecifiedDomain" />
    <link:label xml:lang="en-US" xlink:label="srt_ScenarioUnspecifiedDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Scenario</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="srt_ScenarioUnspecifiedDomain" xlink:to="srt_ScenarioUnspecifiedDomain_lbl" />
    <link:label xml:lang="en-US" xlink:label="srt_ScenarioUnspecifiedDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Scenario Unspecified [Domain]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/srt/2020/elts/srt-2020-01-31.xsd#srt_ProFormaMember" xlink:type="locator" xlink:label="srt_ProFormaMember" />
    <link:label xml:lang="en-US" xlink:label="srt_ProFormaMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Pro Forma [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="srt_ProFormaMember" xlink:to="srt_ProFormaMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="srt_ProFormaMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Pro Forma [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_SalesRevenueNetMember" xlink:type="locator" xlink:label="us-gaap_SalesRevenueNetMember" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_SalesRevenueNetMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Revenue [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_SalesRevenueNetMember" xlink:to="us-gaap_SalesRevenueNetMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_SalesRevenueNetMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Sales Revenue Net [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_ProspectAndCircleMember" xlink:type="locator" xlink:label="mpw_ProspectAndCircleMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_ProspectAndCircleMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Prospect and Circle.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_ProspectAndCircleMember" xlink:to="mpw_ProspectAndCircleMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_ProspectAndCircleMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Prospect and Circle [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_ProspectAndCircleMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Prospect And Circle [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_CreditConcentrationRiskMember" xlink:type="locator" xlink:label="us-gaap_CreditConcentrationRiskMember" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_CreditConcentrationRiskMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Credit Concentration Risk [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_CreditConcentrationRiskMember" xlink:to="us-gaap_CreditConcentrationRiskMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_CreditConcentrationRiskMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Credit Concentration Risk [Member]</link:label>
    <link:loc xlink:href="https://xbrl.sec.gov/country/2020/country-2020-01-31.xsd#country_US" xlink:type="locator" xlink:label="country_US" />
    <link:label xml:lang="en-US" xlink:label="country_US_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">U.S. [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="country_US" xlink:to="country_US_lbl" />
    <link:label xml:lang="en-US" xlink:label="country_US_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">UNITED STATES</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/srt/2020/elts/srt-2020-01-31.xsd#srt_EuropeMember" xlink:type="locator" xlink:label="srt_EuropeMember" />
    <link:label xml:lang="en-US" xlink:label="srt_EuropeMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Europe [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="srt_EuropeMember" xlink:to="srt_EuropeMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="srt_EuropeMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Europe [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_GeographicConcentrationRiskMember" xlink:type="locator" xlink:label="us-gaap_GeographicConcentrationRiskMember" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_GeographicConcentrationRiskMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Geographic Concentration [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_GeographicConcentrationRiskMember" xlink:to="us-gaap_GeographicConcentrationRiskMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_GeographicConcentrationRiskMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Geographic Concentration Risk [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_GeneralAcuteCareHospitalAndHealthcareSystemMember" xlink:type="locator" xlink:label="mpw_GeneralAcuteCareHospitalAndHealthcareSystemMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_GeneralAcuteCareHospitalAndHealthcareSystemMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">General Acute Care Hospital And Healthcare System [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_GeneralAcuteCareHospitalAndHealthcareSystemMember" xlink:to="mpw_GeneralAcuteCareHospitalAndHealthcareSystemMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_GeneralAcuteCareHospitalAndHealthcareSystemMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">General Acute Care Hospital and Healthcare System [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_GeneralAcuteCareHospitalAndHealthcareSystemMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">General Acute Care Hospital And Healthcare System [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_RehabilitationHospitalMember" xlink:type="locator" xlink:label="mpw_RehabilitationHospitalMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_RehabilitationHospitalMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Rehabilitation hospital.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_RehabilitationHospitalMember" xlink:to="mpw_RehabilitationHospitalMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_RehabilitationHospitalMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Rehabilitation Hospital with Covenant Health System [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_RehabilitationHospitalMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Rehabilitation Hospital [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_LongTermAcuteCareHospitalMember" xlink:type="locator" xlink:label="mpw_LongTermAcuteCareHospitalMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_LongTermAcuteCareHospitalMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Long-term acute care hospital.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_LongTermAcuteCareHospitalMember" xlink:to="mpw_LongTermAcuteCareHospitalMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_LongTermAcuteCareHospitalMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Long-term Acute Care Hospital [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_LongTermAcuteCareHospitalMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Long Term Acute Care Hospital [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_MaximumPercentageOfEntitysAssetsInvestedOnSingleProperty_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Largest percentage of entity&apos;s assets invested on single property</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_MaximumPercentageOfEntitysAssetsInvestedOnSingleProperty_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Maximum Percentage Of Entitys Assets Invested On Single Property</link:label>
    <link:label xml:lang="en-US" xlink:label="us-gaap_ConcentrationRiskPercentage1_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/verboseLabel">Percentage of concentration risk</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_DebtInstrumentTable" xlink:type="locator" xlink:label="us-gaap_DebtInstrumentTable" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DebtInstrumentTable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Debt Instrument [Table]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_DebtInstrumentTable" xlink:to="us-gaap_DebtInstrumentTable_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DebtInstrumentTable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Debt Instrument [Table]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_DebtInstrumentAxis" xlink:type="locator" xlink:label="us-gaap_DebtInstrumentAxis" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DebtInstrumentAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Debt Instrument</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_DebtInstrumentAxis" xlink:to="us-gaap_DebtInstrumentAxis_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DebtInstrumentAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Debt Instrument [Axis]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_DebtInstrumentNameDomain" xlink:type="locator" xlink:label="us-gaap_DebtInstrumentNameDomain" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DebtInstrumentNameDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Debt Instrument, Name</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_DebtInstrumentNameDomain" xlink:to="us-gaap_DebtInstrumentNameDomain_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DebtInstrumentNameDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Debt Instrument Name [Domain]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_TermLoanMember" xlink:type="locator" xlink:label="mpw_TermLoanMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_TermLoanMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Term loan.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_TermLoanMember" xlink:to="mpw_TermLoanMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_TermLoanMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Term Loan [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_TermLoanMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Term Loan [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_FourPointZeroZeroZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentyTwoMember" xlink:type="locator" xlink:label="mpw_FourPointZeroZeroZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentyTwoMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_FourPointZeroZeroZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentyTwoMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Four point zero zero zero percentage senior unsecured notes due two thousand twenty two.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_FourPointZeroZeroZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentyTwoMember" xlink:to="mpw_FourPointZeroZeroZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentyTwoMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_FourPointZeroZeroZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentyTwoMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">4.000% Senior Unsecured Notes due 2022 [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_FourPointZeroZeroZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentyTwoMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Four Point Zero Zero Zero Percentage Senior Unsecured Notes Due Two Thousand Twenty Two [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_TwoPointFiveFiveZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentyThreeMember" xlink:type="locator" xlink:label="mpw_TwoPointFiveFiveZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentyThreeMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_TwoPointFiveFiveZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentyThreeMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Two point five five zero percentage senior unsecured notes due two thousand twenty three.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_TwoPointFiveFiveZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentyThreeMember" xlink:to="mpw_TwoPointFiveFiveZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentyThreeMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_TwoPointFiveFiveZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentyThreeMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">2.550% Senior Unsecured Notes due 2023 [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_TwoPointFiveFiveZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentyThreeMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Two Point Five Five Zero Percentage Senior Unsecured Notes Due Two Thousand Twenty Three [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_FivePointFiveZeroZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentyFourMember" xlink:type="locator" xlink:label="mpw_FivePointFiveZeroZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentyFourMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_FivePointFiveZeroZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentyFourMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Five point five zero zero percentage senior unsecured notes due two thousand twenty four.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_FivePointFiveZeroZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentyFourMember" xlink:to="mpw_FivePointFiveZeroZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentyFourMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_FivePointFiveZeroZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentyFourMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">5.500% Senior Unsecured Notes Due 2024 [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_FivePointFiveZeroZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentyFourMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Five Point Five Zero Zero Percentage Senior Unsecured Notes Due Two Thousand Twenty Four [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_SixPointThreeSevenFivePercentageSeniorUnsecuredNotesDueTwoThousandTwentyFourMember" xlink:type="locator" xlink:label="mpw_SixPointThreeSevenFivePercentageSeniorUnsecuredNotesDueTwoThousandTwentyFourMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_SixPointThreeSevenFivePercentageSeniorUnsecuredNotesDueTwoThousandTwentyFourMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Six point three seven five percentage senior unsecured notes due two thousand twenty four.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_SixPointThreeSevenFivePercentageSeniorUnsecuredNotesDueTwoThousandTwentyFourMember" xlink:to="mpw_SixPointThreeSevenFivePercentageSeniorUnsecuredNotesDueTwoThousandTwentyFourMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_SixPointThreeSevenFivePercentageSeniorUnsecuredNotesDueTwoThousandTwentyFourMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">6.375% Senior Unsecured Notes due 2024 [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_SixPointThreeSevenFivePercentageSeniorUnsecuredNotesDueTwoThousandTwentyFourMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Six Point Three Seven Five Percentage Senior Unsecured Notes Due Two Thousand Twenty Four [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_ThreePointThreeTwoFivePercentageSeniorUnsecuredNotesDueTwoThousandTwentyFiveMember" xlink:type="locator" xlink:label="mpw_ThreePointThreeTwoFivePercentageSeniorUnsecuredNotesDueTwoThousandTwentyFiveMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_ThreePointThreeTwoFivePercentageSeniorUnsecuredNotesDueTwoThousandTwentyFiveMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Three point three two five percentage senior unsecured notes due two thousand twenty five.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_ThreePointThreeTwoFivePercentageSeniorUnsecuredNotesDueTwoThousandTwentyFiveMember" xlink:to="mpw_ThreePointThreeTwoFivePercentageSeniorUnsecuredNotesDueTwoThousandTwentyFiveMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_ThreePointThreeTwoFivePercentageSeniorUnsecuredNotesDueTwoThousandTwentyFiveMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">3.325% Senior Unsecured Notes Due 2025 [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_ThreePointThreeTwoFivePercentageSeniorUnsecuredNotesDueTwoThousandTwentyFiveMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Three Point Three Two Five Percentage Senior Unsecured Notes Due Two Thousand Twenty Five [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_FivePointTwoFiveZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentySixMember" xlink:type="locator" xlink:label="mpw_FivePointTwoFiveZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentySixMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_FivePointTwoFiveZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentySixMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Five point two five zero percentage senior unsecured notes due two thousand twenty six.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_FivePointTwoFiveZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentySixMember" xlink:to="mpw_FivePointTwoFiveZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentySixMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_FivePointTwoFiveZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentySixMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">5.250% Senior Unsecured Notes Due 2026 [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_FivePointTwoFiveZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentySixMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Five Point Two Five Zero Percentage Senior Unsecured Notes Due Two Thousand Twenty Six [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_FivePointZeroZeroZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentySevenMember" xlink:type="locator" xlink:label="mpw_FivePointZeroZeroZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentySevenMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_FivePointZeroZeroZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentySevenMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Five point zero zero zero percentage senior unsecured notes due two thousand twenty seven.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_FivePointZeroZeroZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentySevenMember" xlink:to="mpw_FivePointZeroZeroZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentySevenMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_FivePointZeroZeroZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentySevenMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">5.000% Senior Unsecured Notes Due 2027 [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_FivePointZeroZeroZeroPercentageSeniorUnsecuredNotesDueTwoThousandTwentySevenMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Five Point Zero Zero Zero Percentage Senior Unsecured Notes Due Two Thousand Twenty Seven [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_ThreePointSixNineTwoPercentageSeniorUnsecuredNotesDueTwoThousandTwentyEightMember" xlink:type="locator" xlink:label="mpw_ThreePointSixNineTwoPercentageSeniorUnsecuredNotesDueTwoThousandTwentyEightMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_ThreePointSixNineTwoPercentageSeniorUnsecuredNotesDueTwoThousandTwentyEightMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Three point six nine two percentage senior unsecured notes due two thousand twenty eight.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_ThreePointSixNineTwoPercentageSeniorUnsecuredNotesDueTwoThousandTwentyEightMember" xlink:to="mpw_ThreePointSixNineTwoPercentageSeniorUnsecuredNotesDueTwoThousandTwentyEightMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_ThreePointSixNineTwoPercentageSeniorUnsecuredNotesDueTwoThousandTwentyEightMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">3.692% Senior Unsecured Notes due 2028 [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_ThreePointSixNineTwoPercentageSeniorUnsecuredNotesDueTwoThousandTwentyEightMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Three Point Six Nine Two Percentage Senior Unsecured Notes Due Two Thousand Twenty Eight [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_FourPointSixTwoFivePercentageSeniorUnsecuredNotesDueTwoThousandTwentyNineMember" xlink:type="locator" xlink:label="mpw_FourPointSixTwoFivePercentageSeniorUnsecuredNotesDueTwoThousandTwentyNineMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_FourPointSixTwoFivePercentageSeniorUnsecuredNotesDueTwoThousandTwentyNineMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Four point six two five percentage senior unsecured notes due two thousand twenty nine.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_FourPointSixTwoFivePercentageSeniorUnsecuredNotesDueTwoThousandTwentyNineMember" xlink:to="mpw_FourPointSixTwoFivePercentageSeniorUnsecuredNotesDueTwoThousandTwentyNineMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_FourPointSixTwoFivePercentageSeniorUnsecuredNotesDueTwoThousandTwentyNineMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">4.625% Senior Unsecured Notes Due 2029 [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_FourPointSixTwoFivePercentageSeniorUnsecuredNotesDueTwoThousandTwentyNineMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Four Point Six Two Five Percentage Senior Unsecured Notes Due Two Thousand Twenty Nine [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_CreditFacilityAxis" xlink:type="locator" xlink:label="us-gaap_CreditFacilityAxis" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_CreditFacilityAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Credit Facility</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_CreditFacilityAxis" xlink:to="us-gaap_CreditFacilityAxis_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_CreditFacilityAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Credit Facility [Axis]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_CreditFacilityDomain" xlink:type="locator" xlink:label="us-gaap_CreditFacilityDomain" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_CreditFacilityDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Credit Facility</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_CreditFacilityDomain" xlink:to="us-gaap_CreditFacilityDomain_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_CreditFacilityDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Credit Facility [Domain]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_RevolvingCreditFacilityMember" xlink:type="locator" xlink:label="us-gaap_RevolvingCreditFacilityMember" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_RevolvingCreditFacilityMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Revolving Credit Facility [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_RevolvingCreditFacilityMember" xlink:to="us-gaap_RevolvingCreditFacilityMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_RevolvingCreditFacilityMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Revolving Credit Facility [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="country_GB_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/verboseLabel">British Pound Sterling [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_DebtInstrumentLineItems" xlink:type="locator" xlink:label="us-gaap_DebtInstrumentLineItems" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DebtInstrumentLineItems_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Debt Instrument [Line Items]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_DebtInstrumentLineItems" xlink:to="us-gaap_DebtInstrumentLineItems_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DebtInstrumentLineItems_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Debt Instrument [Line Items]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_DebtInstrumentCarryingAmount" xlink:type="locator" xlink:label="us-gaap_DebtInstrumentCarryingAmount" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DebtInstrumentCarryingAmount_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Debt</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_DebtInstrumentCarryingAmount" xlink:to="us-gaap_DebtInstrumentCarryingAmount_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DebtInstrumentCarryingAmount_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Debt Instrument Carrying Amount</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_DeferredFinanceCostsNet" xlink:type="locator" xlink:label="us-gaap_DeferredFinanceCostsNet" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DeferredFinanceCostsNet_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2009/role/negatedLabel">Debt issue costs and discount, net</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_LongTermDebt_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/totalLabel">Debt, net</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_DebtInstrumentInterestRateStatedPercentage" xlink:type="locator" xlink:label="us-gaap_DebtInstrumentInterestRateStatedPercentage" />
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    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_DebtInstrumentInterestRateStatedPercentage" xlink:to="us-gaap_DebtInstrumentInterestRateStatedPercentage_lbl" />
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    <link:loc xlink:href="mpw-20200930.xsd#mpw_LongTermDebtMaturitiesRepaymentsOfPrincipalAfterYearFour" xlink:type="locator" xlink:label="mpw_LongTermDebtMaturitiesRepaymentsOfPrincipalAfterYearFour" />
    <link:label xml:lang="en-US" xlink:label="mpw_LongTermDebtMaturitiesRepaymentsOfPrincipalAfterYearFour_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Long term debt maturities repayments of principal after year four.</link:label>
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    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalRemainderOfFiscalYear" xlink:type="locator" xlink:label="us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalRemainderOfFiscalYear" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalRemainderOfFiscalYear_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">2020</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalRemainderOfFiscalYear" xlink:to="us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalRemainderOfFiscalYear_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalRemainderOfFiscalYear_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Long Term Debt Maturities Repayments Of Principal Remainder Of Fiscal Year</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInNextTwelveMonths" xlink:type="locator" xlink:label="us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInNextTwelveMonths" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInNextTwelveMonths_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">2021</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInNextTwelveMonths" xlink:to="us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInNextTwelveMonths_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInNextTwelveMonths_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Long Term Debt Maturities Repayments Of Principal In Next Twelve Months</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInYearTwo" xlink:type="locator" xlink:label="us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInYearTwo" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInYearTwo_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">2022</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInYearTwo" xlink:to="us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInYearTwo_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInYearTwo_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Long Term Debt Maturities Repayments Of Principal In Year Two</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInYearThree" xlink:type="locator" xlink:label="us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInYearThree" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInYearThree_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">2023</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInYearThree" xlink:to="us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInYearThree_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInYearThree_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Long Term Debt Maturities Repayments Of Principal In Year Three</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInYearFour" xlink:type="locator" xlink:label="us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInYearFour" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInYearFour_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">2024</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInYearFour" xlink:to="us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInYearFour_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LongTermDebtMaturitiesRepaymentsOfPrincipalInYearFour_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Long Term Debt Maturities Repayments Of Principal In Year Four</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_LongTermDebtMaturitiesRepaymentsOfPrincipalAfterYearFour_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Thereafter</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_LongTermDebtMaturitiesRepaymentsOfPrincipalAfterYearFour_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Long Term Debt Maturities Repayments Of Principal After Year Four</link:label>
    <link:label xml:lang="en-US" xlink:label="us-gaap_DebtInstrumentCarryingAmount_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/totalLabel">Total</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_DebtInstrumentInterestRateAdjustableBasedOnPricingGridPercentage" xlink:type="locator" xlink:label="mpw_DebtInstrumentInterestRateAdjustableBasedOnPricingGridPercentage" />
    <link:label xml:lang="en-US" xlink:label="mpw_DebtInstrumentInterestRateAdjustableBasedOnPricingGridPercentage_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Debt instrument interest rate adjustable based on pricing grid percentage.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_DebtInstrumentInterestRateAdjustableBasedOnPricingGridPercentage" xlink:to="mpw_DebtInstrumentInterestRateAdjustableBasedOnPricingGridPercentage_lbl" />
    <link:loc xlink:href="mpw-20200930.xsd#mpw_DebtInstrumentEffectiveDate" xlink:type="locator" xlink:label="mpw_DebtInstrumentEffectiveDate" />
    <link:label xml:lang="en-US" xlink:label="mpw_DebtInstrumentEffectiveDate_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Debt instrument effective date.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_DebtInstrumentEffectiveDate" xlink:to="mpw_DebtInstrumentEffectiveDate_lbl" />
    <link:loc xlink:href="mpw-20200930.xsd#mpw_DebtInstrumentVariableInterestRate" xlink:type="locator" xlink:label="mpw_DebtInstrumentVariableInterestRate" />
    <link:label xml:lang="en-US" xlink:label="mpw_DebtInstrumentVariableInterestRate_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Debt Instrument variable interest rate.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_DebtInstrumentVariableInterestRate" xlink:to="mpw_DebtInstrumentVariableInterestRate_lbl" />
    <link:loc xlink:href="http://xbrl.fasb.org/srt/2020/elts/srt-2020-01-31.xsd#srt_CounterpartyNameAxis" xlink:type="locator" xlink:label="srt_CounterpartyNameAxis" />
    <link:label xml:lang="en-US" xlink:label="srt_CounterpartyNameAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Counterparty Name</link:label>
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    <link:label xml:lang="en-US" xlink:label="srt_CounterpartyNameAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Counterparty Name [Axis]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/srt/2020/elts/srt-2020-01-31.xsd#srt_RepurchaseAgreementCounterpartyNameDomain" xlink:type="locator" xlink:label="srt_RepurchaseAgreementCounterpartyNameDomain" />
    <link:label xml:lang="en-US" xlink:label="srt_RepurchaseAgreementCounterpartyNameDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Counterparty Name</link:label>
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    <link:loc xlink:href="mpw-20200930.xsd#mpw_BankOfAmericaNAMember" xlink:type="locator" xlink:label="mpw_BankOfAmericaNAMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_BankOfAmericaNAMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Bank of America, N.A.</link:label>
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    <link:label xml:lang="en-US" xlink:label="mpw_BankOfAmericaNAMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Bank of America, N.A</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_BankOfAmericaNAMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Bank Of America N A [Member]</link:label>
    <link:loc xlink:href="https://xbrl.sec.gov/stpr/2018/stpr-2018-01-31.xsd#stpr_CA-BC" xlink:type="locator" xlink:label="stpr_CA-BC" />
    <link:label xml:lang="en-US" xlink:label="stpr_CA-BC_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">British Pound Sterling [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="stpr_CA-BC" xlink:to="stpr_CA-BC_lbl" />
    <link:label xml:lang="en-US" xlink:label="stpr_CA-BC_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">BRITISH COLUMBIA</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_VariableRateAxis" xlink:type="locator" xlink:label="us-gaap_VariableRateAxis" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_VariableRateAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Variable Rate</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_VariableRateAxis" xlink:to="us-gaap_VariableRateAxis_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_VariableRateAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Variable Rate [Axis]</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_VariableRateDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Variable Rate</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_VariableRateDomain" xlink:to="us-gaap_VariableRateDomain_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_VariableRateDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Variable Rate [Domain]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_CreditRatingMember" xlink:type="locator" xlink:label="mpw_CreditRatingMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_CreditRatingMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Credit rating.</link:label>
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    <link:label xml:lang="en-US" xlink:label="mpw_CreditRatingMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Credit Rating</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_CreditRatingMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Credit Rating [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_LineOfCreditFacilityMaximumBorrowingCapacity" xlink:type="locator" xlink:label="us-gaap_LineOfCreditFacilityMaximumBorrowingCapacity" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LineOfCreditFacilityMaximumBorrowingCapacity_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/verboseLabel">Maximum borrowing capacity</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_LineOfCreditFacilityMaximumBorrowingCapacity_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Line Of Credit Facility Maximum Borrowing Capacity</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_DebtInstrumentMaturityDate" xlink:type="locator" xlink:label="us-gaap_DebtInstrumentMaturityDate" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DebtInstrumentMaturityDate_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Debt instrument maturity date</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_DebtInstrumentMaturityDate_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Debt Instrument Maturity Date</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_DebtInstrumentInterestRateAdjustableBasedOnPricingGridPercentage_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Applicable margin adjustable based on pricing grid, percentage</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_DebtInstrumentInterestRateAdjustableBasedOnPricingGridPercentage_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Debt Instrument Interest Rate Adjustable Based On Pricing Grid Percentage</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_DebtInstrumentEffectiveDate_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Debt instrument effective date</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_DebtInstrumentEffectiveDate_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Debt Instrument Effective Date</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_DebtInstrumentInterestRateEffectivePercentage_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/verboseLabel">Effective interest rate</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_DebtInstrumentInterestRateEffectivePercentage_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Debt Instrument Interest Rate Effective Percentage</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_DebtInstrumentVariableInterestRate_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Variable interest rate</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_DebtInstrumentVariableInterestRate_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Debt Instrument Variable Interest Rate</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_PercentageOfParValueOnSeniorNotes" xlink:type="locator" xlink:label="mpw_PercentageOfParValueOnSeniorNotes" />
    <link:label xml:lang="en-US" xlink:label="mpw_PercentageOfParValueOnSeniorNotes_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Percentage of par value on senior notes</link:label>
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    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_LineOfCreditFacilityAxis" xlink:type="locator" xlink:label="us-gaap_LineOfCreditFacilityAxis" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LineOfCreditFacilityAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Lender Name</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_LineOfCreditFacilityAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Line Of Credit Facility [Axis]</link:label>
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    <link:label xml:lang="en-US" xlink:label="us-gaap_LineOfCreditFacilityLenderDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Line of Credit Facility, Lender</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_LineOfCreditFacilityLenderDomain" xlink:to="us-gaap_LineOfCreditFacilityLenderDomain_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LineOfCreditFacilityLenderDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Line Of Credit Facility Lender [Domain]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_BarclaysBankPLCMember" xlink:type="locator" xlink:label="mpw_BarclaysBankPLCMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_BarclaysBankPLCMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Barclays Bank PLC.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_BarclaysBankPLCMember" xlink:to="mpw_BarclaysBankPLCMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_BarclaysBankPLCMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Barclays Bank P L C [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_BarclaysBankPLCMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Barclays Bank P L C [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_DebtInstrumentFaceAmount" xlink:type="locator" xlink:label="us-gaap_DebtInstrumentFaceAmount" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DebtInstrumentFaceAmount_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Senior unsecured notes face amount</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_DebtInstrumentFaceAmount" xlink:to="us-gaap_DebtInstrumentFaceAmount_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DebtInstrumentFaceAmount_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Debt Instrument Face Amount</link:label>
    <link:label xml:lang="en-US" xlink:label="us-gaap_DebtInstrumentInterestRateStatedPercentage_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Senior unsecured notes, interest rate</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_DebtInstrumentFrequencyOfPeriodicPayment" xlink:type="locator" xlink:label="us-gaap_DebtInstrumentFrequencyOfPeriodicPayment" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DebtInstrumentFrequencyOfPeriodicPayment_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Senior unsecured notes, payable term</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_DebtInstrumentFrequencyOfPeriodicPayment" xlink:to="us-gaap_DebtInstrumentFrequencyOfPeriodicPayment_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_DebtInstrumentFrequencyOfPeriodicPayment_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Debt Instrument Frequency Of Periodic Payment</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_PercentageOfParValueOnSeniorNotes_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Percentage of par value on senior notes</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_PercentageOfParValueOnSeniorNotes_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Percentage Of Par Value On Senior Notes</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_LineOfCreditFacilityCommitmentFeeAmount" xlink:type="locator" xlink:label="us-gaap_LineOfCreditFacilityCommitmentFeeAmount" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LineOfCreditFacilityCommitmentFeeAmount_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Underwriting and other fees</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_LineOfCreditFacilityCommitmentFeeAmount" xlink:to="us-gaap_LineOfCreditFacilityCommitmentFeeAmount_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LineOfCreditFacilityCommitmentFeeAmount_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Line Of Credit Facility Commitment Fee Amount</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_PercentageOfDividendsPayableOnBasisOfAdjustedOperatingFunds" xlink:type="locator" xlink:label="mpw_PercentageOfDividendsPayableOnBasisOfAdjustedOperatingFunds" />
    <link:label xml:lang="en-US" xlink:label="mpw_PercentageOfDividendsPayableOnBasisOfAdjustedOperatingFunds_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Percentage of dividends payable on basis of adjusted operating funds.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_PercentageOfDividendsPayableOnBasisOfAdjustedOperatingFunds" xlink:to="mpw_PercentageOfDividendsPayableOnBasisOfAdjustedOperatingFunds_lbl" />
    <link:loc xlink:href="mpw-20200930.xsd#mpw_PercentageOfDividendsPayableOnSeniorUnsecuredNotes" xlink:type="locator" xlink:label="mpw_PercentageOfDividendsPayableOnSeniorUnsecuredNotes" />
    <link:label xml:lang="en-US" xlink:label="mpw_PercentageOfDividendsPayableOnSeniorUnsecuredNotes_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Percentage of dividends payable on senior unsecured notes.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_PercentageOfDividendsPayableOnSeniorUnsecuredNotes" xlink:to="mpw_PercentageOfDividendsPayableOnSeniorUnsecuredNotes_lbl" />
    <link:loc xlink:href="mpw-20200930.xsd#mpw_MaximumPercentageOfUnencumberedAssets" xlink:type="locator" xlink:label="mpw_MaximumPercentageOfUnencumberedAssets" />
    <link:label xml:lang="en-US" xlink:label="mpw_MaximumPercentageOfUnencumberedAssets_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Maximum percentage of unencumbered assets.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_MaximumPercentageOfUnencumberedAssets" xlink:to="mpw_MaximumPercentageOfUnencumberedAssets_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_PercentageOfDividendsPayableOnBasisOfAdjustedOperatingFunds_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Percentage of dividends which could be paid from adjusted operating funds</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_PercentageOfDividendsPayableOnBasisOfAdjustedOperatingFunds_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Percentage Of Dividends Payable On Basis Of Adjusted Operating Funds</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_PercentageOfDividendsPayableOnSeniorUnsecuredNotes_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Percentage of dividends which could be paid from operation funds</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_PercentageOfDividendsPayableOnSeniorUnsecuredNotes_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Percentage Of Dividends Payable On Senior Unsecured Notes</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_MaximumPercentageOfUnencumberedAssets_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Maximum percentage of total unencumbered assets</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_MaximumPercentageOfUnencumberedAssets_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Maximum Percentage Of Unencumbered Assets</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_ScheduleOfStockByClassTable" xlink:type="locator" xlink:label="us-gaap_ScheduleOfStockByClassTable" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ScheduleOfStockByClassTable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Schedule Of Stock By Class [Table]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_ScheduleOfStockByClassTable" xlink:to="us-gaap_ScheduleOfStockByClassTable_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ScheduleOfStockByClassTable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Schedule Of Stock By Class [Table]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_SubsequentEventTypeAxis" xlink:type="locator" xlink:label="us-gaap_SubsequentEventTypeAxis" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_SubsequentEventTypeAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Subsequent Event Type</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_SubsequentEventTypeAxis" xlink:to="us-gaap_SubsequentEventTypeAxis_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_SubsequentEventTypeAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Subsequent Event Type [Axis]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_SubsequentEventTypeDomain" xlink:type="locator" xlink:label="us-gaap_SubsequentEventTypeDomain" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_SubsequentEventTypeDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Subsequent Event Type</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_SubsequentEventTypeDomain" xlink:to="us-gaap_SubsequentEventTypeDomain_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_SubsequentEventTypeDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Subsequent Event Type [Domain]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_SubsequentEventMember" xlink:type="locator" xlink:label="us-gaap_SubsequentEventMember" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_SubsequentEventMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Subsequent Event [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_SubsequentEventMember" xlink:to="us-gaap_SubsequentEventMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_SubsequentEventMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Subsequent Event [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_SubsidiarySaleOfStockAxis" xlink:type="locator" xlink:label="us-gaap_SubsidiarySaleOfStockAxis" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_SubsidiarySaleOfStockAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Sale of Stock</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_SubsidiarySaleOfStockAxis" xlink:to="us-gaap_SubsidiarySaleOfStockAxis_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_SubsidiarySaleOfStockAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Subsidiary Sale Of Stock [Axis]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_SaleOfStockNameOfTransactionDomain" xlink:type="locator" xlink:label="us-gaap_SaleOfStockNameOfTransactionDomain" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_SaleOfStockNameOfTransactionDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Sale of Stock</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_SaleOfStockNameOfTransactionDomain" xlink:to="us-gaap_SaleOfStockNameOfTransactionDomain_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_SaleOfStockNameOfTransactionDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Sale Of Stock Name Of Transaction [Domain]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_AtTheMarketEquityOfferingProgramMember" xlink:type="locator" xlink:label="mpw_AtTheMarketEquityOfferingProgramMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_AtTheMarketEquityOfferingProgramMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">At-the-market equity offering program.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_AtTheMarketEquityOfferingProgramMember" xlink:to="mpw_AtTheMarketEquityOfferingProgramMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_AtTheMarketEquityOfferingProgramMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">At-the-Market Equity Offering Program [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_AtTheMarketEquityOfferingProgramMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">At The Market Equity Offering Program [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_PublicOfferingMember" xlink:type="locator" xlink:label="mpw_PublicOfferingMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_PublicOfferingMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Public&#8203; offering.&#8203;</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_PublicOfferingMember" xlink:to="mpw_PublicOfferingMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_PublicOfferingMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Public Offering [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_PublicOfferingMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Public Offering [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_OverAllotmentOptionMember" xlink:type="locator" xlink:label="us-gaap_OverAllotmentOptionMember" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_OverAllotmentOptionMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Over-Allotment Option [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_OverAllotmentOptionMember" xlink:to="us-gaap_OverAllotmentOptionMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_OverAllotmentOptionMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Over Allotment Option [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/srt/2020/elts/srt-2020-01-31.xsd#srt_TitleOfIndividualAxis" xlink:type="locator" xlink:label="srt_TitleOfIndividualAxis" />
    <link:label xml:lang="en-US" xlink:label="srt_TitleOfIndividualAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Title of Individual</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="srt_TitleOfIndividualAxis" xlink:to="srt_TitleOfIndividualAxis_lbl" />
    <link:label xml:lang="en-US" xlink:label="srt_TitleOfIndividualAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Title Of Individual [Axis]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/srt/2020/elts/srt-2020-01-31.xsd#srt_TitleOfIndividualWithRelationshipToEntityDomain" xlink:type="locator" xlink:label="srt_TitleOfIndividualWithRelationshipToEntityDomain" />
    <link:label xml:lang="en-US" xlink:label="srt_TitleOfIndividualWithRelationshipToEntityDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Title of Individual</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="srt_TitleOfIndividualWithRelationshipToEntityDomain" xlink:to="srt_TitleOfIndividualWithRelationshipToEntityDomain_lbl" />
    <link:label xml:lang="en-US" xlink:label="srt_TitleOfIndividualWithRelationshipToEntityDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Title Of Individual With Relationship To Entity [Domain]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_EmployeeMember" xlink:type="locator" xlink:label="mpw_EmployeeMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_EmployeeMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Employee</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_EmployeeMember" xlink:to="mpw_EmployeeMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_EmployeeMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Employee [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_EmployeeMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Employee [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/srt/2020/elts/srt-2020-01-31.xsd#srt_OwnershipAxis" xlink:type="locator" xlink:label="srt_OwnershipAxis" />
    <link:label xml:lang="en-US" xlink:label="srt_OwnershipAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Ownership</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="srt_OwnershipAxis" xlink:to="srt_OwnershipAxis_lbl" />
    <link:label xml:lang="en-US" xlink:label="srt_OwnershipAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Ownership [Axis]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/srt/2020/elts/srt-2020-01-31.xsd#srt_OwnershipDomain" xlink:type="locator" xlink:label="srt_OwnershipDomain" />
    <link:label xml:lang="en-US" xlink:label="srt_OwnershipDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Ownership</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="srt_OwnershipDomain" xlink:to="srt_OwnershipDomain_lbl" />
    <link:label xml:lang="en-US" xlink:label="srt_OwnershipDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Ownership [Domain]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_OperatingPartnershipMember" xlink:type="locator" xlink:label="mpw_OperatingPartnershipMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_OperatingPartnershipMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Operating partnership.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_OperatingPartnershipMember" xlink:to="mpw_OperatingPartnershipMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_OperatingPartnershipMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Operating Partnership [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_OperatingPartnershipMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Operating Partnership [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_ClassOfStockLineItems" xlink:type="locator" xlink:label="us-gaap_ClassOfStockLineItems" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ClassOfStockLineItems_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Class Of Stock [Line Items]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_ClassOfStockLineItems" xlink:to="us-gaap_ClassOfStockLineItems_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ClassOfStockLineItems_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Class Of Stock [Line Items]</link:label>
    <link:label xml:lang="en-US" xlink:label="us-gaap_StockIssuedDuringPeriodSharesNewIssues_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/verboseLabel">Number of share sold</link:label>
    <link:label xml:lang="en-US" xlink:label="us-gaap_ProceedsFromIssuanceOfCommonStock_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/verboseLabel">Proceeds from sale of common shares / units, net of offering costs</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_SaleOfStockNumberOfSharesIssuedInTransaction" xlink:type="locator" xlink:label="us-gaap_SaleOfStockNumberOfSharesIssuedInTransaction" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_SaleOfStockNumberOfSharesIssuedInTransaction_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Shares issued in underwritten public offering</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_SaleOfStockNumberOfSharesIssuedInTransaction" xlink:to="us-gaap_SaleOfStockNumberOfSharesIssuedInTransaction_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_SaleOfStockNumberOfSharesIssuedInTransaction_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Sale Of Stock Number Of Shares Issued In Transaction</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_NumberOfPartnersSharedRemainingOwnershipInterest" xlink:type="locator" xlink:label="mpw_NumberOfPartnersSharedRemainingOwnershipInterest" />
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfPartnersSharedRemainingOwnershipInterest_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Number of partners shared remaining ownership interest.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_NumberOfPartnersSharedRemainingOwnershipInterest" xlink:to="mpw_NumberOfPartnersSharedRemainingOwnershipInterest_lbl" />
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_LimitedLiabilityCompanyLLCOrLimitedPartnershipLPMembersOrLimitedPartnersOwnershipInterest" xlink:type="locator" xlink:label="us-gaap_LimitedLiabilityCompanyLLCOrLimitedPartnershipLPMembersOrLimitedPartnersOwnershipInterest" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LimitedLiabilityCompanyLLCOrLimitedPartnershipLPMembersOrLimitedPartnersOwnershipInterest_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/verboseLabel">Percentage of ownership limited partner</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_LimitedLiabilityCompanyLLCOrLimitedPartnershipLPMembersOrLimitedPartnersOwnershipInterest" xlink:to="us-gaap_LimitedLiabilityCompanyLLCOrLimitedPartnershipLPMembersOrLimitedPartnersOwnershipInterest_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LimitedLiabilityCompanyLLCOrLimitedPartnershipLPMembersOrLimitedPartnersOwnershipInterest_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Limited Liability Company L L C Or Limited Partnership L P Members Or Limited Partners Ownership Interest</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfPartnersSharedRemainingOwnershipInterest_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Number of partners shared remaining ownership percentage</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_NumberOfPartnersSharedRemainingOwnershipInterest_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Number Of Partners Shared Remaining Ownership Interest</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_PartnersCapitalAccountUnitsSaleOfUnits" xlink:type="locator" xlink:label="us-gaap_PartnersCapitalAccountUnitsSaleOfUnits" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_PartnersCapitalAccountUnitsSaleOfUnits_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Number of units sold</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_PartnersCapitalAccountUnitsSaleOfUnits" xlink:to="us-gaap_PartnersCapitalAccountUnitsSaleOfUnits_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_PartnersCapitalAccountUnitsSaleOfUnits_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Partners Capital Account Units Sale Of Units</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_ScheduleOfShareBasedCompensationArrangementsByShareBasedPaymentAwardTable" xlink:type="locator" xlink:label="us-gaap_ScheduleOfShareBasedCompensationArrangementsByShareBasedPaymentAwardTable" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ScheduleOfShareBasedCompensationArrangementsByShareBasedPaymentAwardTable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Schedule Of Share Based Compensation Arrangements By Share Based Payment Award [Table]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_ScheduleOfShareBasedCompensationArrangementsByShareBasedPaymentAwardTable" xlink:to="us-gaap_ScheduleOfShareBasedCompensationArrangementsByShareBasedPaymentAwardTable_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ScheduleOfShareBasedCompensationArrangementsByShareBasedPaymentAwardTable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Schedule Of Share Based Compensation Arrangements By Share Based Payment Award [Table]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_AwardTypeAxis" xlink:type="locator" xlink:label="us-gaap_AwardTypeAxis" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_AwardTypeAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Award Type</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_AwardTypeAxis" xlink:to="us-gaap_AwardTypeAxis_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_AwardTypeAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Award Type [Axis]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_ShareBasedCompensationArrangementsByShareBasedPaymentAwardAwardTypeAndPlanNameDomain" xlink:type="locator" xlink:label="us-gaap_ShareBasedCompensationArrangementsByShareBasedPaymentAwardAwardTypeAndPlanNameDomain" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ShareBasedCompensationArrangementsByShareBasedPaymentAwardAwardTypeAndPlanNameDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Award Type</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_ShareBasedCompensationArrangementsByShareBasedPaymentAwardAwardTypeAndPlanNameDomain" xlink:to="us-gaap_ShareBasedCompensationArrangementsByShareBasedPaymentAwardAwardTypeAndPlanNameDomain_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ShareBasedCompensationArrangementsByShareBasedPaymentAwardAwardTypeAndPlanNameDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Share Based Compensation Arrangements By Share Based Payment Award Award Type And Plan Name [Domain]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_EquityIncentivePlanMember" xlink:type="locator" xlink:label="mpw_EquityIncentivePlanMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_EquityIncentivePlanMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Equity incentive plan member.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_EquityIncentivePlanMember" xlink:to="mpw_EquityIncentivePlanMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_EquityIncentivePlanMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Equity Incentive Plan [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_EquityIncentivePlanMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Equity Incentive Plan [Member]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_ShareBasedCompensationArrangementByShareBasedPaymentAwardLineItems" xlink:type="locator" xlink:label="us-gaap_ShareBasedCompensationArrangementByShareBasedPaymentAwardLineItems" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ShareBasedCompensationArrangementByShareBasedPaymentAwardLineItems_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Share-based Compensation Arrangement by Share-based Payment Award [Line Items]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_ShareBasedCompensationArrangementByShareBasedPaymentAwardLineItems" xlink:to="us-gaap_ShareBasedCompensationArrangementByShareBasedPaymentAwardLineItems_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ShareBasedCompensationArrangementByShareBasedPaymentAwardLineItems_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Share Based Compensation Arrangement By Share Based Payment Award [Line Items]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAuthorized" xlink:type="locator" xlink:label="us-gaap_ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAuthorized" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAuthorized_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Reserved shares of common stock for awards under the Equity Incentive Plan</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAuthorized" xlink:to="us-gaap_ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAuthorized_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAuthorized_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Share Based Compensation Arrangement By Share Based Payment Award Number Of Shares Authorized</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAvailableForGrant" xlink:type="locator" xlink:label="us-gaap_ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAvailableForGrant" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAvailableForGrant_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Common stock remaining for future stock awards transferred to the equity incentive plan</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAvailableForGrant" xlink:to="us-gaap_ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAvailableForGrant_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ShareBasedCompensationArrangementByShareBasedPaymentAwardNumberOfSharesAvailableForGrant_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Share Based Compensation Arrangement By Share Based Payment Award Number Of Shares Available For Grant</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_Loans" xlink:type="locator" xlink:label="mpw_Loans" />
    <link:label xml:lang="en-US" xlink:label="mpw_Loans_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Loans.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_Loans" xlink:to="mpw_Loans_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_InterestAndRentReceivable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/verboseLabel">Interest and rent receivables, Book value</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_Loans_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Loans, Book value</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_Loans_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Loans</link:label>
    <link:label xml:lang="en-US" xlink:label="us-gaap_LongTermDebt_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2009/role/negatedLabel">Debt, net Book value</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_ReceivablesFairValueDisclosure" xlink:type="locator" xlink:label="us-gaap_ReceivablesFairValueDisclosure" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ReceivablesFairValueDisclosure_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Interest and rent receivables, Fair value</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_ReceivablesFairValueDisclosure" xlink:to="us-gaap_ReceivablesFairValueDisclosure_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_ReceivablesFairValueDisclosure_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Receivables Fair Value Disclosure</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_LoansHeldForSaleFairValueDisclosure" xlink:type="locator" xlink:label="us-gaap_LoansHeldForSaleFairValueDisclosure" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LoansHeldForSaleFairValueDisclosure_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Loans, Fair value</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_LoansHeldForSaleFairValueDisclosure" xlink:to="us-gaap_LoansHeldForSaleFairValueDisclosure_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LoansHeldForSaleFairValueDisclosure_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Loans Held For Sale Fair Value Disclosure</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_LongTermDebtFairValue" xlink:type="locator" xlink:label="us-gaap_LongTermDebtFairValue" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LongTermDebtFairValue_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2009/role/negatedLabel">Debt, net Fair value</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_LongTermDebtFairValue" xlink:to="us-gaap_LongTermDebtFairValue_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_LongTermDebtFairValue_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Long Term Debt Fair Value</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_FinancialInstrumentsMeasuredAtFairValueOnRecurringBasisLineItems" xlink:type="locator" xlink:label="mpw_FinancialInstrumentsMeasuredAtFairValueOnRecurringBasisLineItems" />
    <link:label xml:lang="en-US" xlink:label="mpw_FinancialInstrumentsMeasuredAtFairValueOnRecurringBasisLineItems_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Financial instruments measured at fair value on recurring basis.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_FinancialInstrumentsMeasuredAtFairValueOnRecurringBasisLineItems" xlink:to="mpw_FinancialInstrumentsMeasuredAtFairValueOnRecurringBasisLineItems_lbl" />
    <link:loc xlink:href="mpw-20200930.xsd#mpw_FinancialInstrumentsMeasuredAtFairValueOnRecurringBasisTable" xlink:type="locator" xlink:label="mpw_FinancialInstrumentsMeasuredAtFairValueOnRecurringBasisTable" />
    <link:label xml:lang="en-US" xlink:label="mpw_FinancialInstrumentsMeasuredAtFairValueOnRecurringBasisTable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Financial Instruments Measured At Fair Value On Recurring Basis [Table]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_FinancialInstrumentsMeasuredAtFairValueOnRecurringBasisTable" xlink:to="mpw_FinancialInstrumentsMeasuredAtFairValueOnRecurringBasisTable_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_FinancialInstrumentsMeasuredAtFairValueOnRecurringBasisTable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Financial Instruments Measured At Fair Value On Recurring Basis [Table]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_FinancialInstrumentsMeasuredAtFairValueOnRecurringBasisTable_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Financial Instruments Measured At Fair Value On Recurring Basis [Table]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_FairValueByMeasurementFrequencyAxis" xlink:type="locator" xlink:label="us-gaap_FairValueByMeasurementFrequencyAxis" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_FairValueByMeasurementFrequencyAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Measurement Frequency</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_FairValueByMeasurementFrequencyAxis" xlink:to="us-gaap_FairValueByMeasurementFrequencyAxis_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_FairValueByMeasurementFrequencyAxis_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Fair Value By Measurement Frequency [Axis]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_FairValueMeasurementFrequencyDomain" xlink:type="locator" xlink:label="us-gaap_FairValueMeasurementFrequencyDomain" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_FairValueMeasurementFrequencyDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Measurement Frequency</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_FairValueMeasurementFrequencyDomain" xlink:to="us-gaap_FairValueMeasurementFrequencyDomain_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_FairValueMeasurementFrequencyDomain_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Fair Value Measurement Frequency [Domain]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_FairValueMeasurementsRecurringMember" xlink:type="locator" xlink:label="us-gaap_FairValueMeasurementsRecurringMember" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_FairValueMeasurementsRecurringMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Fair Value Measurements, Recurring [Member]</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="us-gaap_FairValueMeasurementsRecurringMember" xlink:to="us-gaap_FairValueMeasurementsRecurringMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="us-gaap_FairValueMeasurementsRecurringMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Fair Value Measurements Recurring [Member]</link:label>
    <link:loc xlink:href="mpw-20200930.xsd#mpw_AcquisitionLoanMember" xlink:type="locator" xlink:label="mpw_AcquisitionLoanMember" />
    <link:label xml:lang="en-US" xlink:label="mpw_AcquisitionLoanMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/documentation">Acquisition loan.</link:label>
    <link:labelArc xlink:type="arc" xlink:arcrole="http://www.xbrl.org/2003/arcrole/concept-label" xlink:from="mpw_AcquisitionLoanMember" xlink:to="mpw_AcquisitionLoanMember_lbl" />
    <link:label xml:lang="en-US" xlink:label="mpw_AcquisitionLoanMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Acquisition Loan [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_AcquisitionLoanMember_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Acquisition Loan [Member]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_FinancialInstrumentsMeasuredAtFairValueOnRecurringBasisLineItems_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/terseLabel">Financial Instruments Measured At Fair Value On Recurring Basis [Line Items]</link:label>
    <link:label xml:lang="en-US" xlink:label="mpw_FinancialInstrumentsMeasuredAtFairValueOnRecurringBasisLineItems_lbl" xlink:type="resource" xlink:role="http://www.xbrl.org/2003/role/label">Financial Instruments Measured At Fair Value On Recurring Basis [Line Items]</link:label>
    <link:loc xlink:href="http://xbrl.fasb.org/us-gaap/2020/elts/us-gaap-2020-01-31.xsd#us-gaap_InvestmentOwnedAtFairValue" xlink:type="locator" xlink:label="us-gaap_InvestmentOwnedAtFairValue" />
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