But these four hub genes were all highly expressed in ccRCC, so we selected TGFB1, TIMP1 and VIM as our research focus, which have great potential as prognosis biomarkers for ccRCC. The gene discussed is VIM; the disease is nonpapillary renal cell carcinoma.