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Income Taxes - Reconciliation of Effective Income Tax Rate (Details)
12 Months Ended
Dec. 31, 2021
Dec. 31, 2020
Dec. 31, 2019
Income Tax Disclosure [Abstract]      
U.S. federal statutory income tax rate 21.00% 21.00% 21.00%
State income taxes, net of federal benefit (5.40%) (5.90%) (5.80%)
Foreign rate differential 0.00% 0.00% (0.10%)
Research and development tax credits (0.90%) (1.10%) (1.10%)
Change in fair value of preferred stock warrant liability 0.00% 0.00% 0.10%
Other permanent differences 3.70% 0.90% 1.40%
Change in deferred tax asset valuation allowance 23.70% 27.20% 26.80%
Other (0.10%) 0.10% (0.30%)
Effective income tax rate 0.00% 0.20% 0.00%