As a prospective predictive indicator for individuals with ccRCC, reduced ALDOB level exhibited strong correlations with clinical characteristics, unfavorable outcomes, and immune infiltration in individuals with ccRCC. The gene discussed is ALDOB; the disease is nonpapillary renal cell carcinoma.