RBC and Hb levels were significantly (p<0.05) higher in non-vaccinated COVID-19 patients compared to vaccinated patients and controls, where the differences in their levels were non-significant (p>0.05) between vaccinated patients and controls. The gene discussed is GSTM1; the disease is COVID-19.