TUBA1C is a pivotal regulator in ccRCC, affecting both disease progression and the effectiveness of ICB therapy by fostering an immunosuppressive microenvironment mediated by the PI3K/AKT pathway. This evidence concerns the gene TUBA1C and nonpapillary renal cell carcinoma.