TLR4 and nonpapillary renal cell carcinoma: This work examined the associations of ICD-related genes, especially TLR4, with ccRCC prognosis via systematic and comprehensive bioinformatic analyses and experimental verification, providing novel insights into ccRCC treatment and prognosis.