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Property and Equipment (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2020
Dec. 31, 2019
Dec. 31, 2018
Property, Plant and Equipment [Line Items]      
Property and equipment, gross $ 416,550 $ 296,079  
Less: Accumulated depreciation (119,661) (94,584)  
Property and equipment, net 296,889 201,495  
Depreciation and amortization 31,251 31,021 $ 24,862
Laboratory equipment      
Property, Plant and Equipment [Line Items]      
Property and equipment, gross 120,714 108,257  
Leasehold improvements      
Property, Plant and Equipment [Line Items]      
Property and equipment, gross 179,901 152,426  
Furniture, fixtures and other      
Property, Plant and Equipment [Line Items]      
Property and equipment, gross 4,662 3,316  
Computer equipment and software      
Property, Plant and Equipment [Line Items]      
Property and equipment, gross 13,398 11,985  
Internally developed software      
Property, Plant and Equipment [Line Items]      
Property and equipment, gross 7,020 7,020  
Right-of-use asset, financing      
Property, Plant and Equipment [Line Items]      
Property and equipment, gross 56,348 9,853  
Construction in progress      
Property, Plant and Equipment [Line Items]      
Property and equipment, gross $ 34,507 $ 3,222