The main limitation of this study was that we had limited statistical power to evaluate some risk factors.<h4>Conclusions</h4>Our study highlights roles for fasting insulin, HDL cholesterol, DBP, triglycerides and SHBG in mediating the relationship between body adiposity and renal cancer risk. The gene discussed is INS; the disease is renal carcinoma.