In addition, using the ratio test to perform a causal analysis, we detected a potential causal link from a genetic predisposition for vitamin D deficiency to the severity of COVID-19, mediated by the ZFYVE21 gene. The gene discussed is ZFYVE21; the disease is COVID-19.