CLOCK and COVID-19: As shown in Fig. 1, all clocks had a strong correlation with the chronological age in the whole set and each sample group (r > 0.8, p < 0.0001), though the PhenoAge clock showed weaker correlations with chronological age in the severe COVID-19 group (r = 0.73, p < 0.0001).