Here, we present the result of a systematic review and, whenever possible, a meta-analysis of IFITM3, FURIN, ACE1, and TNF-α genetic association with susceptibility to SARS-CoV-2 infection and COVID-19 severity. This evidence concerns the gene FURIN and COVID-19.