Based on the analysis of four public data sets of single‐cell RNA‐Seq on COVID‐19 patients, we concluded that JUN, LST1 genes may play a role in the effect of ARB on COVID‐19‐related mortality, whereas CALM1 gene may contribute to the effect of CCB on COVID‐19‐related mortality. Here, CALM1 is linked to COVID-19.