Stock-Based Compensation - Summary of Stock-based Compensation Expense (Details) - USD ($)
$ in Thousands
3 Months Ended
Mar. 31, 2018
Mar. 31, 2017
Share Based Compensation Arrangement By Share Based Payment Award [Line Items]    
Stock-based compensation expense $ 1,370 $ 413
Research and Development    
Share Based Compensation Arrangement By Share Based Payment Award [Line Items]    
Stock-based compensation expense 974 170
General and Administrative    
Share Based Compensation Arrangement By Share Based Payment Award [Line Items]    
Stock-based compensation expense $ 396 $ 243