The present disclosure provides a method of treating cancer by immune checkpoint blockade, or selecting patients for treatment with immune checkpoint blockers, by detecting tumors with high levels of T-lymphocytes with low levels of activation and proliferation. In various embodiments the tissue sample may be from a conventional biopsy. In various embodiments the cancer may be non-small cell lung cancer.