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Income Taxes - Reconciliation of U.S. federal statutory income tax rate (Details)
12 Months Ended
Dec. 31, 2021
Dec. 31, 2020
Effective Income Tax Rate Reconciliation, Percent [Abstract]    
Federal statutory income tax rate 21.00% 21.00%
State income taxes, net of federal benefit 6.10% 6.20%
Federal and state research and development tax credits 3.90% 4.00%
Nondeductible items (0.30%) (0.20%)
Change in deferred tax asset valuation allowance (30.70%) (31.00%)
Effective income tax rate