The current study found a significant inverse correlation between birth weight and obesity and diabetes genes, including MTNR1B, NTRK2, PCSK1, and PTEN (r= -0.221, -0.235, -0.246, and − 0.418, respectively). This evidence concerns the gene MTNR1B and obesity due to melanocortin 4 receptor deficiency.