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Stock based compensation - Black-Scholes options pricing model - (Details) - USD ($)
$ / shares in Units, $ in Thousands
3 Months Ended 9 Months Ended
Sep. 30, 2019
Sep. 30, 2018
Sep. 30, 2019
Sep. 30, 2018
Options disclosures        
Stock-based compensation $ 3,349 $ 2,636 $ 12,120 $ 13,072
Stock options granted (in shares)     1,538,515  
Unvested stock options        
Options disclosures        
Unrecognized stock-based compensation expense 29,300   $ 29,300  
Remaining weighted-average remaining vesting period     2 years 8 months 12 days  
Stock options        
Options disclosures        
Stock-based compensation $ 3,008 $ 2,559 $ 10,312 $ 12,428
Share-based Payment Arrangement, Employee        
Fair value assumptions        
Risk-free interest rate 1.60% 2.80% 2.30% 2.70%
Expected term 6 years 6 years 6 years 6 years
Expected volatility 74.10% 74.50% 74.90% 74.40%
Options disclosures        
Weighted average fair value of grants (in dollars per share) $ 13.17 $ 12.20 $ 10.29 $ 14.37
Stock-based compensation $ 3,000 $ 2,500 $ 10,400 $ 12,300
Share-based Payment Arrangement, Nonemployee        
Options disclosures        
Stock options granted (in shares) 0   0  
Share-based Payment Arrangement, Nonemployee | Stock options        
Options disclosures        
Stock-based compensation $ 100 $ 100 $ 100 $ 300