Crucially, individuals diagnosed with acute respiratory infections, including influenza, pneumonia (J09–J18), or COVID-19 (U07.1), did not exhibit substantially elevated biological age accelerations, despite typically showing high CRP values during acute illness. Here, CRP is linked to COVID-19.