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Income Taxes - Reconciliation of U.S. Statutory Income Tax Rate to Effective Tax Rate (Details)
12 Months Ended
Dec. 31, 2018
Dec. 31, 2017
Dec. 31, 2016
Reconciliation of the U.S. statutory income tax rate to the Company's effective tax rate      
Federal income tax at statutory rate (as a percent) 21.00% 34.00% 34.00%
State income tax benefit, net of federal benefit (as a percent) 6.00% 6.00% 6.00%
Research and development tax credits (as a percent) 3.00% 3.00% 2.00%
Effect of tax rate changes (as a percent) 0.00% (94.00%) 0.00%
Other (as a percent) (4.00%) (1.00%) 1.00%
Decrease (increase) to valuation allowance (as a percent) (24.00%) 52.00% (33.00%)
Effective income tax rate (as a percent) 2.00% 0.00% 10.00%