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Equity Incentive Plans - Stock options (Details) - USD ($)
$ / shares in Units, $ in Thousands
3 Months Ended 9 Months Ended 12 Months Ended
Sep. 30, 2017
Sep. 30, 2016
Sep. 30, 2017
Sep. 30, 2016
Dec. 31, 2016
Options          
Outstanding balance at the beginning of the period (in shares)     53,228    
Granted (in shares)     1,825,858    
Exercised (in shares)     (3,506)    
Forfeited (in shares)     (12,959)    
Outstanding balance at the end of the period (in shares) 1,862,621   1,862,621   53,228
Options exercisable at the end of the period (in shares) 692,103   692,103    
Options vested and expected to vest at end of period (in shares) 1,862,621   1,862,621    
Weighted Average Exercise Price per Share          
Outstanding balance at the beginning of the period (in dollars per share)     $ 4.93    
Granted (in dollars per share)     13.81    
Exercised (in dollars per share)     5.55    
Forfeited (in dollars per share)     5.78    
Outstanding balance at the end of the period (in dollars per share) $ 13.63   13.63   $ 4.93
Exercisable at the end of the period (in dollars per share) 20.01   20.01    
Options vested and expected to vest at end of the period (in dollars per share) $ 13.63   $ 13.63    
Weighted Average Remaining Life in Years          
Outstanding balance     8 years 7 months 24 days   7 years
Options exercisable at end of period     7 years 6 months 11 days    
Options vested and expected to vest at end of the period     8 years 7 months 24 days    
Aggregate Intrinsic Value          
Outstanding balance $ 36   $ 36    
Options exercisable at the end of the period 35   35    
Options vested and expected to vest at end of the period 36   36    
Stock-based compensation expense 649 $ 9 $ 4,905 $ 27  
Dividend yield (as a percent)     0.00%    
Expiration period     10 years    
Compensation cost related to the non-vested awards not yet recognized 5,844   $ 5,844    
Weighted average period for recognition of compensation cost     2 years 4 months 24 days    
Minimum          
Aggregate Intrinsic Value          
Vesting period     3 years    
Maximum          
Aggregate Intrinsic Value          
Vesting period     4 years    
Research and development expense          
Aggregate Intrinsic Value          
Stock-based compensation expense 42 7 $ 1,758 21  
General and administrative expense          
Aggregate Intrinsic Value          
Stock-based compensation expense $ 607 $ 2 $ 3,147 $ 6