We constructed a multi-gene risk prediction model incorporating IGF2BP3, CENPA, and MEF2B to evaluate the prognostic predictive power of these three key genes in clear cell renal cell carcinoma (KIRC). The gene discussed is IGF2BP3; the disease is clear cell renal carcinoma.