Findings from the present study suggest that common TAS2R38 haplotypes are not related to COVID-19 susceptibility or symptoms, but additional research is warranted to determine whether the haplotypes or related phenotypes are relevant in viral infection symptomatology. Here, TAS2R38 is linked to COVID-19.