In conclusion, our results clearly indicate the involvement of TAS2R38 DNAm alteration in COVID-19 severity and suggest a role of the methylation changes at cg25481253 in the regulation of the TAS2R38 expression. Here, TAS2R38 is linked to COVID-19.