TNF was also a predominant regulator and controlled multiple altered pathways in PRCC (regulated 9% significantly altered pathways of PRCC) and ChRCC (regulated 25% significantly altered pathways of ChRCC) subtype, especially for ChRCC. Here, TNF is linked to chromophobe renal cell carcinoma.