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Income Taxes - Narrative (Details) - USD ($)
3 Months Ended 12 Months Ended
Dec. 31, 2018
Dec. 31, 2019
Dec. 31, 2017
Dec. 31, 2016
Tax Carryforwards [Line Items]        
Decrease in valuation allowance   $ 30,500,000    
Income tax (benefit) resulting in the release of valuation allowance $ (1,560,000,000)      
Valuation allowance 168,491,000 205,192,000    
Unrecognized tax benefits $ 19,549,000 33,920,000 $ 3,814,000 $ 0
Income tax penalties and interest accrued   0    
Domestic and Foreign Tax Authority        
Tax Carryforwards [Line Items]        
Valuation allowance   205,200,000    
Domestic Tax Authority        
Tax Carryforwards [Line Items]        
Operating loss carryforwards   1,500,000,000    
Operating loss carryforwards, subject to expiration   1,300,000,000    
Operating loss carryforwards, not subject to expiration   181,100,000    
Tax credit carryforwards   399,000,000.0    
State and Local Jurisdiction        
Tax Carryforwards [Line Items]        
Operating loss carryforwards   903,700,000    
Tax credit carryforwards   161,700,000    
Foreign Tax Authority        
Tax Carryforwards [Line Items]        
Operating loss carryforwards   896,900,000    
Operating loss carryforwards, subject to expiration   16,000,000.0    
Operating loss carryforwards, not subject to expiration   880,900,000    
Deferred Tax Assets        
Tax Carryforwards [Line Items]        
Unrecognized tax benefits   13,400,000    
Accounts Payable and Accrued Liabilities        
Tax Carryforwards [Line Items]        
Unrecognized tax benefits   20,500,000    
Semma Therapeutics, Inc.        
Tax Carryforwards [Line Items]        
Business combination, recognized identifiable assets acquired and liabilities assumed, deferred tax liabilities, current   $ 54,200,000