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Stock-Based Compensation - Summary of Stock-Based Compensation Expense (Details) - 2016 Employee Stock Purchase Plan - USD ($)
$ in Thousands
3 Months Ended
Mar. 31, 2018
Mar. 31, 2017
Employee Service Share Based Compensation Allocation of Recognized Period Costs [Line Items]    
Total stock-based compensation expense $ 835 $ 401
Research and Development    
Employee Service Share Based Compensation Allocation of Recognized Period Costs [Line Items]    
Total stock-based compensation expense 323 110
General and Administrative    
Employee Service Share Based Compensation Allocation of Recognized Period Costs [Line Items]    
Total stock-based compensation expense $ 512 $ 291