Among these proteins, elevated S100A2 and S100A11 expression emerged as pivotal factors, correlating significantly with poorer prognosis in ccRCC (Fig. 1A and Supplementary Fig. 1A). Here, S100A11 is linked to nonpapillary renal cell carcinoma.