However, when we selected virtual patients by data on lung adenocarcinoma (LUAD) or lung squamous cell carcinoma (LUSD) separately, the model predicted higher ORR in LUSC with a median CD8/Treg ratio almost twice as high as that in LUAD, which aligned with clinical findings46. Here, CD8A is linked to squamous cell lung carcinoma.