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Income Taxes - Effective Income Tax Rate Reconciliation (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Effective Income Tax Rate Reconciliation, Amount [Abstract]      
Net loss before tax $ (213,256) $ (98,418) $ (70,430)
Statutory combined U.S. federal and state tax rate (as a percent) 21.00% 21.00% 34.00%
Statutory federal and state taxes $ (44,784) $ (20,668) $ (23,946)
Effect of change in valuation allowance 52,719 25,959 (4,154)
Non-deductible share-based compensation 1,810 884 695
Tax deductions for share-based compensation (6,917) (2,924) (80)
Tax credits (8,621) (5,130) (2,563)
Write off of Methylgene US Inc. net operating loss 0 0 307
Change in tax rate 0 0 303
Tax Cuts and Jobs Act 0 0 28,569
Uncertain tax positions 2,143 1,283 646
Return to provision and other true-ups (60) 375 394
Non-deductible officers' compensation 3,527 179 0
Other differences 183 42 (171)
Income tax benefit $ 0 $ 0 $ 0