However, Horiguchi et al. [157] found an inverse correlation between serum total adiponectin level and BMI as well as between high concentrations of total adiponectin levels and RCC aggressiveness and poor survival. This evidence concerns the gene ADIPOQ and renal cell adenocarcinoma.