A pathogenic <i>KCMF1</i>-driven network converging on <i>SNRPD2</i> was delineated, offering novel insights into RCC etiology and highlighting potential biomarkers for prognostic stratification. This evidence concerns the gene KCMF1 and renal cell carcinoma.