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Income Taxes - Schedule of Effective Income Tax Rate Reconciliation (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2017
Dec. 31, 2016
Dec. 31, 2015
Income Tax Disclosure [Abstract]      
Computed statutory income tax benefit $ (44,098) $ (66,011) $ (29,573)
State and provincial income tax benefit, net of federal income taxes (3,294) (7,905) (3,157)
Nondeductible stock based compensation 4,147 3,321 3,182
Nondeductible officer compensation 476 0 2,433
Gain on dividend distribution of AquaBounty common stock 3,965 0 0
Impairment of goodwill 4,700 0 0
Research and development tax incentives (1,166) (6,350) (348)
Acquisition and internal restructuring transaction costs 354 571 883
Provisional impact of the Tax Act 85,288 0 0
Enacted changes in foreign tax rates and foreign tax reforms 2,138 0 (961)
U.S.-foreign rate differential 5,410 3,463 620
Other, net (64) 1,485 (98)
Income tax reconciliation income tax benefit before valuation allowance, total 57,856 (71,426) (27,019)
Change in valuation allowance for deferred tax assets (60,736) 67,549 28,035
Total income tax expense (benefit) $ (2,880) $ (3,877) $ 1,016