The frequency of the C-allele of the TMPRSS2 gene (rs12329760) in the homozygous state was higher among patients with moderate–severe COVID-19 than in the control group with a mild COVID-19 course by almost 18.06% (χ2 = 3.76; p = 0.05). Here, TMPRSS2 is linked to COVID-19.