TNF and COVID-19: The findings from this study identified molecules involved in the link between CESC and COVID-19, and five key genes of quercetin for CESC/COVID-19 treatment, including PLA2G7, TNF, TYK2, F2, NRP1. This finding can help the treatment of patients with CESC/COVID-19.