The most significant novel shared SNP was rs59950280 (PCPASSOC = 1.33 × 10–10) located near HGFAC, encodes a member of the peptidase S1 protein family, an enzyme activating hepatocyte growth factor (HGF), which further influence metabolic diseases and CVD [46]. This evidence concerns the gene HGF and Other metabolic disease.