In summary, the study indicated that the intratumoral fibrosis level was negatively correlated with the expression of CTLA4 in the tumor immune microenvironment of ccRCC, demonstrating the potential value of SHG in evaluating the immune invasion typing of ccRCC. Here, CTLA4 is linked to neoplasm.