Notably, we found that IGFBP-1 was the only factor to be decreased in the plasma of ccRCC subjects with obesity versus their non-obese ccRCC counterparts. This evidence concerns the gene IGFBP1 and obesity due to melanocortin 4 receptor deficiency.