We have identified STAT2 and IRF9 as the key TFs determining the functions of the two screened monocyte subsets (CD14+STAT2high cluster and CD16c3 cluster), which are significantly increased in the non-elderly female patients with PASC. The gene discussed is IRF9; the disease is long COVID-19.