Next, we showed that tumors with altered RTK/Ras/PI3K/AKT signaling are characterized by favourable predictive immunotherapy biomarkers, including TMB, tumor-infiltrating CD8+ T cells, immune checkpoints, and interferon-γ signaling. Here, AKT1 is linked to neoplasm.