Then, the linear regression analysis was performed between the genes and BMI index, and finally, the gene CHRDL1 was found potentially responsible for the obesity status of PCOS patients, which was not for non-PCOS cases. This evidence concerns the gene CHRDL1 and obesity due to melanocortin 4 receptor deficiency.