The present study discovered that five genes (A2BP1, TENM2, LDLRAD4, SLC9C2, and MFSD1) were associated with metabolic traits such as obesity and high blood pressures. The gene discussed is LDLRAD4; the disease is obesity due to melanocortin 4 receptor deficiency.