Of the 38 proteins, only one (IGFBP-1) was uniquely elevated (P < 0.05) in non-obese ccRCC subjects versus those with obesity, and ccRCC subjects with obesity versus non-obese tumor-free controls (Fig 3B). Here, IGFBP1 is linked to obesity due to melanocortin 4 receptor deficiency.