In the TME, the accumulated CD4+ T cells are not only involved in immunological functions, but also contribute to the metastasis of tumor cells.24, 25 We found that CD4+ T cells were enriched in Fuhrman III–IV patient tissues and positively correlated with α-SMA expression in ccRCC. Here, ACTA1 is linked to nonpapillary renal cell carcinoma.