First, although the compelling evidence of DOK1's involvement in the PI3K/AKT/GSK3β signaling pathway in ccRCC, the broader network of interactions within the tumor microenvironment (TME) remains elusive. Here, GSK3B is linked to nonpapillary renal cell carcinoma.