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Summary of Significant Accounting Policies - Summary of Impact of Adopting ASC 606 on Unaudited Condensed Statement of Operations (Details) - USD ($)
$ in Thousands
3 Months Ended 9 Months Ended
Sep. 30, 2018
Sep. 30, 2017
Sep. 30, 2018
Sep. 30, 2017
Revenue Initial Application Period Cumulative Effect Transition [Line Items]        
Total revenue   $ 7,254 $ 22,254 $ 18,701
Loss from operations $ (19,507) (6,653) (37,057) (18,144)
Net loss $ (18,849) (6,071) (35,130) (16,852)
Collaboration Revenue        
Revenue Initial Application Period Cumulative Effect Transition [Line Items]        
Total revenue   $ 7,254 22,254 $ 18,701
Adjustments | ASC 2014-09        
Revenue Initial Application Period Cumulative Effect Transition [Line Items]        
Total revenue     8,791  
Loss from operations     8,791  
Net loss     8,791  
Adjustments | Collaboration Revenue | ASC 2014-09        
Revenue Initial Application Period Cumulative Effect Transition [Line Items]        
Total revenue     8,791  
Balances Without the Adoption of ASC 606 | ASC 2014-09        
Revenue Initial Application Period Cumulative Effect Transition [Line Items]        
Total revenue     31,045  
Loss from operations     (28,266)  
Net loss     (26,339)  
Balances Without the Adoption of ASC 606 | Collaboration Revenue | ASC 2014-09        
Revenue Initial Application Period Cumulative Effect Transition [Line Items]        
Total revenue     $ 31,045