Twin-based bivariate GWAS identified TMEM196, TENM4, and functional variants in GNGT2 and SDCBP as shared genetic determinants linking obesity and HTN in the northern Chinese population. Here, TMEM196 is linked to obesity due to melanocortin 4 receptor deficiency.