Tumors with larger maximum diameter (OR, 1.61; 95% CI, 1.14–2.28) or lower albumin (OR, 0.79; 95% CI, 0.69–0.92) were likely to be aggressive ccRCC. This evidence concerns the gene ALB and nonpapillary renal cell carcinoma.