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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, 2018
Sep. 30, 2017
Sep. 30, 2018
Sep. 30, 2017
Options disclosures        
Stock-based compensation $ 2,636 $ 3,241 $ 13,072 $ 6,945
Stock options granted (in shares)     2,030,191  
Employees and directors stock options        
Fair value assumptions        
Risk-free interest rate 2.80% 1.80% 2.70% 2.00%
Expected term 6 years 6 years 6 years 6 years
Expected volatility 74.50% 72.90% 74.40% 73.80%
Options disclosures        
Weighted average fair value of grants (in dollars per share) $ 12.20 $ 9.43 $ 14.37 $ 7.88
Stock-based compensation $ 2,500 $ 1,400 $ 12,300 $ 3,800
Non-employees stock options        
Fair value assumptions        
Risk-free interest rate     3.00% 2.20%
Expected term     7 years 10 months 24 days 8 years 8 months 12 days
Expected volatility     73.90% 77.50%
Options disclosures        
Stock-based compensation $ 100 $ 100 $ 300 $ 300
Stock options granted (in shares) 0 20,000 0 20,000
Unvested stock options        
Options disclosures        
Unrecognized stock-based compensation expense $ 27,700   $ 27,700  
Remaining weighted-average remaining vesting period     2 years 10 months 24 days