Finally, we evaluated the prognostic value of CD248+ CAFs in RCC and analyzed their related genes with a weighted gene co-expression network analysis (WGCNA) and enrichment analysis to explore the underlying mechanism of CD248+ CAFs in regulating the TME of RCC. Here, CD248 is linked to renal cell carcinoma.