In this study, we described the dynamics of overall infiltration and exhausted subpopulations of tumor-infiltrating CD8+ T cells after ablative irradiation, and developed a PET radiomics model to differentiate T cell exhaustion status, which fitted well in both ICI and irradiation settings. Here, CD8A is linked to neoplasm.