Intriguingly, cluster 6, which exhibited moderate differentiation state, was found highest expression level of transcription factors STAT1/STAT2-IRF9/IRF1 activated by interferon gamma (IFN-γ) leading to upregulation of tumor PD-L1 expression following RT (Fig. 2H). Here, IRF1 is linked to neoplasm.