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Property and Equipment (Details) - USD ($)
$ in Thousands
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Property and equipment      
Property and equipment, gross $ 29,767 $ 15,314  
Less accumulated depreciation and amortization (12,699) (11,219)  
Property and equipment, net 17,068 4,095  
Depreciation and amortization expense 1,500 1,900 $ 1,200
Lab equipment and furniture      
Property and equipment      
Property and equipment, gross 11,053 8,995  
Leasehold improvements      
Property and equipment      
Property and equipment, gross 14,217 2,731  
Software      
Property and equipment      
Property and equipment, gross 2,225 2,181  
Computer equipment      
Property and equipment      
Property and equipment, gross 1,839 1,313  
Construction-in-progress      
Property and equipment      
Property and equipment, gross $ 433 $ 94