PIN4 and COVID-19: Among them, six (ADK, DHFR, METAP2, PIN4, SC5D, and TMEM263) had matching risk factor genes showing consistent patterns, i.e., transcriptional downregulations increased the COVID-19 mortality risk (Fig. 5B).