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Basis of Presentation and Summary of Significant Accounting Policies - Condensed Consolidated Statement of Operations and Comprehensive Loss (Details) - USD ($)
$ / shares in Units, $ in Thousands
3 Months Ended 6 Months Ended
Jun. 30, 2018
Jun. 30, 2017
Jun. 30, 2018
Jun. 30, 2017
Revenue Initial Application Period Cumulative Effect Transition [Line Items]        
Collaboration and license revenue       $ 5,411
Operating expenses:        
Research and development $ 17,218 $ 13,689 $ 33,836 25,606
General and administrative 8,912 5,082 16,225 10,558
Total operating expenses 26,130 18,771 50,061 36,164
Loss from operations (19,491) (15,770) (38,091) (30,753)
Interest and other income, net 1,078 309 1,858 530
Net loss (18,413) (15,461) (36,233) (30,223)
Other comprehensive income (loss) 70 (3) (67) (58)
Comprehensive loss (18,343) (15,464) (36,300) (30,281)
Net loss attributable to common stockholders $ (18,413) $ (15,461) $ (36,233) $ (30,223)
Net loss per share attributable to common stockholders, basic and diluted $ (0.49) $ (0.50) $ (0.99) $ (0.97)
Weighted average number of shares used to compute net loss per share attributable to common stockholders, basic and diluted 37,440,024 31,200,773 36,620,747 31,151,216
As Originally Reported | Accounting Standards Update 2014-09        
Revenue Initial Application Period Cumulative Effect Transition [Line Items]        
Collaboration and license revenue       $ 11,250
Operating expenses:        
Research and development       25,606
General and administrative       10,558
Total operating expenses       36,164
Loss from operations       (24,914)
Interest and other income, net       530
Net loss       (24,384)
Other comprehensive income (loss)       (58)
Comprehensive loss       (24,442)
Net loss attributable to common stockholders       $ (24,384)
Net loss per share attributable to common stockholders, basic and diluted       $ (0.78)
Weighted average number of shares used to compute net loss per share attributable to common stockholders, basic and diluted       31,151,216
Effect of Change | Accounting Standards Update 2014-09        
Revenue Initial Application Period Cumulative Effect Transition [Line Items]        
Collaboration and license revenue       $ (5,839)
Operating expenses:        
Loss from operations       (5,839)
Net loss       (5,839)
Comprehensive loss       (5,839)
Net loss attributable to common stockholders       $ (5,839)
Net loss per share attributable to common stockholders, basic and diluted       $ (0.19)