The association of low Hb levels with osteoporosis was verified in the model adjusted for many potential confounders, including obesity, smoking, alcohol consumption, laboratory findings, and comorbidities. The gene discussed is GSTM1; the disease is obesity due to melanocortin 4 receptor deficiency.