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Summary of Significant Accounting Policies - Net Loss Per Share (Details) - shares
12 Months Ended
Dec. 31, 2018
Dec. 31, 2017
Dec. 31, 2016
Anti-dilutive securities      
Anti-dilutive securities excluded from the calculation of diluted net loss per share (in shares) 6,078,234 4,312,445 3,121,083
Common stock warrants      
Anti-dilutive securities      
Anti-dilutive securities excluded from the calculation of diluted net loss per share (in shares) 242,779 242,779 242,779
Restricted Stock Units      
Anti-dilutive securities      
Anti-dilutive securities excluded from the calculation of diluted net loss per share (in shares) 147,554 264,361 33,334
Common stock options      
Anti-dilutive securities      
Anti-dilutive securities excluded from the calculation of diluted net loss per share (in shares) 5,687,901 3,805,305 2,844,970