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Income Taxes - Reconciliation of U.S. Federal Statutory Income Tax Rate to Effective Income Tax Rate (Details)
12 Months Ended
Dec. 31, 2017
Dec. 31, 2016
Dec. 31, 2015
Income Tax Disclosure [Abstract]      
U.S. Statutory Rate 34.00% 34.00% 34.00%
Change in valuation allowance 56.40% (11.80%) 9.90%
State taxes (net of federal benefit) 1.90% (4.40%) 3.80%
Federal research and development credit 7.10% 67.40% (60.80%)
Incentive stock options 12.50% (46.20%) 19.50%
Unrecognized tax benefits (3.50%) (47.10%) 28.80%
Preferred stock warrant revaluation   12.60% (22.40%)
Impact of Tax Cuts and Jobs Act of 2017 (113.50%)    
Return to provision - deductible transaction costs 5.60%    
Other, net 0.10% (15.50%) 2.90%
Effective income tax rate 0.60% (11.00%) 15.70%