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Stock-Based Compensation - Additional Information (Details) - USD ($)
1 Months Ended 3 Months Ended 9 Months Ended
Feb. 28, 2018
Jan. 31, 2018
Sep. 30, 2018
Sep. 30, 2017
Sep. 30, 2018
Sep. 30, 2017
Dec. 31, 2017
Share-based Compensation              
Shares available for future issuance (in shares)     754,238   754,238   83,929
Number of stock options granted (in shares)         384,165    
Options remained outstanding     1,494,534   1,494,534   1,593,195
Total grant date fair value of options vested     $ 510,000 $ 236,000 $ 1,400,000 $ 1,100,000  
Unrecognized compensation expense, weighted-average period expected to be recognized         2 years 9 months 18 days    
Weighted-average exercise price (per share) $ 7.64 $ 16.25 $ 7.70   $ 7.70   $ 8.88
Stock-based compensation expense     $ 722,000 $ 672,000 $ 2,064,000 $ 1,511,000  
Immediate vesting              
Share-based Compensation              
Incremental modification value $ 63,000            
Remaining vesting              
Share-based Compensation              
Incremental modification value $ 537,000            
Chief Executive Officer              
Share-based Compensation              
Number of vested and unvested stock option award modified 400,000            
Incremental modification value $ 600,000            
Employees              
Share-based Compensation              
Weighted-average grant date fair value of options granted     $ 4.48 $ 9.22 $ 4.56 $ 7.80  
Stock-based compensation expense     $ 716,000 $ 685,000 $ 2,000,000 $ 1,400,000  
Non-Employee              
Share-based Compensation              
Number of stock options granted (in shares)       12,800   12,800  
Options remained outstanding     46,272   46,272    
Weighted-average exercise price (per share)     $ 9.11   $ 9.11    
Stock-based compensation expense     $ 6,000 $ (13,000) $ 50,000 $ 86,000  
Options to Purchase Common Stock | Non-Employee              
Share-based Compensation              
Number of stock options granted (in shares)     1,200   8,400    
2016 Employee Stock Purchase Plan              
Share-based Compensation              
Increase in number of shares available for grant   128,172          
Shares available for future issuance (in shares)     291,659   291,659    
Number of shares issued (in shares)         20,057 17,924  
Value of share issued         $ 137,000 $ 122,000