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Selected Unaudited Quarterly Financial Data (Details) - USD ($)
$ / shares in Units, $ in Thousands
3 Months Ended 12 Months Ended
Dec. 31, 2019
Sep. 30, 2019
Jun. 30, 2019
Mar. 31, 2019
Dec. 31, 2018
Sep. 30, 2018
Jun. 30, 2018
Mar. 31, 2018
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Quarterly Financial Information Disclosure [Abstract]                      
Collaboration and license revenue             $ 10,143 $ 497   $ 10,640 $ 4,582
Type of Revenue [Extensible List] us-gaap:LicenseAndServiceMember us-gaap:LicenseAndServiceMember us-gaap:LicenseAndServiceMember us-gaap:LicenseAndServiceMember us-gaap:LicenseAndServiceMember us-gaap:LicenseAndServiceMember us-gaap:LicenseAndServiceMember us-gaap:LicenseAndServiceMember us-gaap:LicenseAndServiceMember us-gaap:LicenseAndServiceMember us-gaap:LicenseAndServiceMember
Operating expenses $ 21,931 $ 17,426 $ 17,216 $ 19,669 $ 18,440 $ 13,702 $ 19,316 $ 13,717 $ 76,242 $ 65,175 $ 34,175
Other income (expense), net 433 571 739 796 846 855 826 563      
Net loss $ (21,498) $ (16,855) $ (16,477) $ (18,873) $ (17,594) $ (12,847) $ (8,347) $ (12,657) $ (73,703) $ (51,445) $ (29,076)
Basic and diluted net loss per common share $ (0.89) $ (0.70) $ (0.69) $ (0.81) $ (0.76) $ (0.56) $ (0.36) $ (0.72) $ (3.09) $ (2.37) $ (5.69)