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Equity Incentive Plans - Stock options (Details) - USD ($)
$ / shares in Units, $ in Thousands
3 Months Ended 12 Months Ended
Mar. 31, 2018
Mar. 31, 2017
Dec. 31, 2017
Options      
Outstanding balance at the beginning of the period (in shares) 2,257,621    
Forfeited (in shares) (7,541)    
Outstanding balance at the end of the period (in shares) 2,250,080   2,257,621
Options exercisable at the end of the period (in shares) 1,165,704    
Options vested and expected to vest at end of period (in shares) 2,250,080    
Weighted Average Exercise Price Per Share      
Outstanding balance at the beginning of the period (in dollars per share) $ 12.38    
Forfeited (in dollars per share) 7.24    
Outstanding balance at the end of the period (in dollars per share) 12.40   $ 12.38
Exercisable at the end of the period (in dollars per share) 15.79    
Options vested and expected to vest at end of the period (in dollars per share) $ 12.40    
Weighted Average Remaining Life in Years      
Outstanding balance 8 years 4 months 28 days   8 years 7 months 28 days
Options exercisable at end of period 7 years 9 months 11 days    
Options vested and expected to vest at end of the period 8 years 4 months 28 days    
Aggregate Intrinsic Value      
Outstanding balance $ 895   $ 68
Options exercisable at the end of the period 242    
Options vested and expected to vest at end of the period 895    
Stock-based compensation expense $ 728 $ 3,623  
Assumptions used to determine grant-date fair value      
Expected Volatility 68.70%    
Weighted average risk-free interest rate 2.10%    
Expected dividend yield (as a percentage) 0.00%    
Expected term (in years) 6 years 7 months 6 days    
Expiration period 10 years    
Compensation cost related to the non-vested awards not yet recognized $ 6,084    
Weighted average period for recognition of compensation cost 2 years 4 months 2 days    
Research and development      
Aggregate Intrinsic Value      
Stock-based compensation expense $ 117 1,678  
General and administrative      
Aggregate Intrinsic Value      
Stock-based compensation expense $ 611 $ 1,945  
Minimum      
Assumptions used to determine grant-date fair value      
Vesting period 3 years    
Maximum      
Assumptions used to determine grant-date fair value      
Vesting period 4 years