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Fair Value of Financial Assets and Liabilities - Fair values of the company's liabilities (Details) - USD ($)
$ in Thousands
1 Months Ended 3 Months Ended
May 09, 2017
Feb. 17, 2017
May 31, 2017
Feb. 29, 2016
Mar. 31, 2017
Jul. 31, 2016
Fair values of the company's liabilities            
Stock Issued During Period, Shares, New Issues       429,000   1,090,500
Recognized fair value of BCF as a reduction to series A preferred shares and corresponding adjustment to additional paid in capital   $ 12,006     $ (12,006)  
Warrants to purchase common shares            
Fair values of the company's liabilities            
Balance at the beginning         780  
Change in fair value         454  
Balance at the end         1,234  
Derivative liability            
Fair values of the company's liabilities            
Balance at the beginning         512  
Change in fair value         (289)  
Balance at the end         223  
Contingent equity liability            
Fair values of the company's liabilities            
Change in fair value         $ 3,375  
Initial public offering | Subsequent Event            
Fair values of the company's liabilities            
Stock Issued During Period, Shares, New Issues 9,900,000          
Product related collaborative arrangements | BMS Agreement            
Fair values of the company's liabilities            
Stock Issued During Period, Shares, New Issues     1,345,374      
Product related collaborative arrangements | BMS Agreement | Initial public offering | Subsequent Event            
Fair values of the company's liabilities            
Stock Issued During Period, Shares, New Issues     1,345,374      
Product related collaborative arrangements | AstraZeneca            
Fair values of the company's liabilities            
Stock Issued During Period, Shares, New Issues     538,149      
Product related collaborative arrangements | AstraZeneca | Initial public offering | Subsequent Event            
Fair values of the company's liabilities            
Stock Issued During Period, Shares, New Issues     538,149