A high HRS was associated with immune escape by reshaping the T-cell-infiltrated tumor microenvironment (TME), and showed strong positive correlations with cancer-immunity cycle activity, PD-L1/CTLA-4 immune checkpoint expression, and T-cell inflammation scores. Here, CTLA4 is linked to cancer.