Consistent with a previous report that TNFSF13 may be beneficial for the recovery of COVID-19 patients22, we found that TNF superfamily member and its respective receptors were enriched in high-dose group, particularly at day 14 post-vaccination. This evidence concerns the gene TNF and COVID-19.