Moreover, the associations of VHL somatic mutations and ccA/ccB subtypes with race and ethnicity changed after adjusting for behavioral factors, such as obesity and smoking, suggesting that these factors potentially affect molecular characteristics. Here, VHL is linked to obesity due to melanocortin 4 receptor deficiency.