The results showed that the core herbal formula was composed of “HQ, BZ, FF,” consistent with the traditional formula “Yupingfeng San.” This drug combination may affect the progression of COVID-19 through inflammatory pathways such as the TNF signaling pathway. The gene discussed is TNF; the disease is COVID-19.