The effect allele of GCKR cis‐pQTLs was always associated with higher glucose, insulin resistance, obesity, and other traits; meanwhile, it reduced serum uric acid, alcohol consumption, and blood lipids, which implies a side effect of GCKR intervention. This evidence concerns the gene GCKR and obesity due to melanocortin 4 receptor deficiency.