I have started private therapy practice and get a 1099NEC. Do I need to pay quarterly fed tax & self-emp taxes (medicate+social sec) at irs.gov/payments/direct-pay ?

Or, can I just file taxes annually with TurboTax?  If i have to pay fed + inc tax quarterly how does TurboTax know about this when I file annual taxes next year?