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. Here, MFSD1 is linked to obesity due to melanocortin 4 receptor deficiency.