All three erythrocyte parameters (RBC, Hb and HCT) were found to be associated with obesity, hypertension and dyslipidemia with similar dose–response trends respectively, while only Hb showed a significant association with hyperglycemia. This evidence concerns the gene GSTM1 and obesity due to melanocortin 4 receptor deficiency.