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Summary of Significant Accounting Policies - Narrative (Details) - USD ($)
12 Months Ended
Dec. 31, 2021
Dec. 31, 2020
Dec. 31, 2019
Feb. 28, 2019
Jan. 01, 2018
Summary of significant accounting policies          
Impairment loss of long-lived assets $ 0 $ 0 $ 0    
Accumulated deficit $ (712,930,000) $ (554,765,000)      
Minimum          
Summary of significant accounting policies          
Estimated useful lives 3 years        
Maximum          
Summary of significant accounting policies          
Estimated useful lives 5 years        
Kyowa Kirin Co. Ltd | 2017 KKC Agreement          
Summary of significant accounting policies          
Unbilled revenue       $ 0  
ASU 2014-09 | Adjustments | 2017 KKC Agreement          
Summary of significant accounting policies          
Accumulated deficit         $ 4,000,000
ASU 2014-09 | Adjustments | Kyowa Kirin Co. Ltd | 2017 KKC Agreement          
Summary of significant accounting policies          
Unbilled revenue         5,000,000
ASU 2014-09 | Adjustments | AstraZeneca | 2017 KKC Agreement          
Summary of significant accounting policies          
Uncharged license fee         $ 1,000,000