Across the 23 evaluated observational studies, the association between the levels of inflammatory markers and the severity of COVID-19 and the levels of CRP, TNF-, and IL-6 was significantly high in the group with severe COVID-19 compared to the mild group. The gene discussed is TNF; the disease is COVID-19.