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Equity Incentive Plan - Stock-based compensation expense (Details) - USD ($)
3 Months Ended 9 Months Ended
Sep. 30, 2019
Sep. 30, 2018
Sep. 30, 2019
Sep. 30, 2018
Share-based Compensation Arrangement by Share-based Payment Award, Compensation Cost [Line Items]        
Stock-based compensation expense $ 1,878,000 $ 342,000 $ 4,013,000 $ 832,000
Income tax benefits for stock-based compensation     0  
Stock-based compensation costs capitalized     0  
Research and development        
Share-based Compensation Arrangement by Share-based Payment Award, Compensation Cost [Line Items]        
Stock-based compensation expense 920,000 147,000 2,091,000 357,000
General and administrative        
Share-based Compensation Arrangement by Share-based Payment Award, Compensation Cost [Line Items]        
Stock-based compensation expense $ 958,000 $ 195,000 $ 1,922,000 $ 475,000