Here, we have analyzed the genetic markers of the TMPRSS2 gene and the differences in their alternative allele frequencies (AFs) among populations to identify possible susceptibility loci to COVID-19 and to correlate them with disease epidemiology. This evidence concerns the gene TMPRSS2 and COVID-19.