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Common stock - Shelf Registration Statement and offer under sales agreement (Details) - USD ($)
1 Months Ended 12 Months Ended
Nov. 08, 2018
Nov. 05, 2018
Oct. 26, 2017
Jul. 26, 2017
Jun. 30, 2017
Feb. 17, 2017
Jul. 28, 2015
Jun. 30, 2017
Feb. 28, 2017
Dec. 31, 2018
Dec. 31, 2017
Dec. 31, 2016
Aug. 01, 2016
Shelf registration statement                          
Net proceeds from issuance of stock                   $ 47,292,000 $ 64,560,000 $ 13,000  
Value of securities which remain available to be sold pursuant to the shelf                   $ 5,200,000      
Maximum                          
Shelf registration statement                          
Authorized amount to raise capital as per shelf registration statement                         $ 125,000,000
Sales Agreement | Maximum | Cowen and Company LLC                          
Shelf registration statement                          
Authorized amount for issuance of common stock as per shelf registration statement                         $ 40,000,000
Common Stock                          
Shelf registration statement                          
Shares issued                   20,651,524 12,019,639    
Stock Issued During Period, Shares, Conversion Of Restricted Stock Units                   26,991      
Stock Issued During Period Shares Conversion of Stock Options                   832      
Common Stock | Sales Agreement                          
Shelf registration statement                          
Gross proceeds from issuance of stock   $ 7,825,113                      
Maximum authorized amount in continuous offering   $ 7,825,113                      
Sales Agreement | Common Stock                          
Shelf registration statement                          
Shares issued                   651,525 749,639    
Sales agreement offering price (in dollars per share)                   $ 6.25 $ 5.01    
Gross proceeds from issuance of stock                   $ 4,100,000 $ 3,700,000    
Net proceeds from issuance of stock                   3,900,000 3,600,000    
Payments of stock issuance costs                   $ 200,000 $ 100,000    
Public offering price (in dollars per share)                   $ 6.25 $ 5.01    
Underwritten Public Offering | Common Stock                          
Shelf registration statement                          
Shares issued 19,999,999       4,800,000     4,800,000 5,750,000        
Sales agreement offering price (in dollars per share) $ 2.30       $ 6.25     $ 6.25 $ 5.00        
Net proceeds from issuance of stock $ 43,400,000     $ 34,300,000   $ 26,700,000              
Payments of stock issuance costs         $ 200,000     $ 200,000          
Public offering price (in dollars per share) $ 2.30       $ 6.25     $ 6.25 $ 5.00        
Over-allotment option | Common Stock                          
Shelf registration statement                          
Shares issued 2,608,695         750,000 720,000            
Conversion Of Convertible Notes | Senior Secured Convertible Notes                          
Shelf registration statement                          
Amount of debt converted into stock     $ 6,600,000                    
Conversion price     $ 7.08                    
Conversion price, expressed as a percentage of stock price     95.00%                    
Number of trading days used to determine conversion stock price     3 days                    
Number of shares of stock into which debt was converted     929,967