Notably, AID facilitates the formation of germinal center (GC)-like tertiary lymphoid structures (TLSs) while simultaneously exhibiting tumor-modulating ambivalence–a paradoxical role that mirrors the observed dual effects of TLSs in tumor microenvironments, where immune activation and oncogenic progression may coexist depending on molecular coordination. Here, AICDA is linked to neoplasm.