CLOCK and susceptibility to pneumonia measurement: To assess whether our clock, despite capturing inflammation-related signals, remains robust to acute perturbations, we examined biological age acceleration in individuals with ICD codes for acute respiratory infections, i.e., influenza or pneumonia (J09–J18) and COVID-19 (U07.1).