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. The gene discussed is HTR1B; the disease is COVID-19.