This exploratory study showed that four polymorphisms associated with pain experience (SNPs of OPRM1 (rs1799971), COMT (rs4680), BDNF (rs6265), and HTR1B (rs6296)), did not appear to predispose for developing post-COVID pain in previously hospitalized COVID-19 survivors. This evidence concerns the gene COMT and COVID-19.