Among these, GZMK+ CD8+ T cells, GZMB+ CD8+ T cells, and NK cells exhibited high levels of effector cytotoxic genes such as GZMA, GZMB, NKG7, PRF1, and GNLY, contributing significantly to anti-tumor immunity. Here, NKG7 is linked to neoplasm.