Our study revealed that individuals carrying heterozygous mutations in the MKS1 gene, specifically the rs199910690 variant associated with Bardet-Biedl syndrome, had an elevated risk of overweight and obesity. The gene discussed is MKS1; the disease is obesity due to melanocortin 4 receptor deficiency.