As B cells are central architects of TLSs, orchestrating their formation and maturation into germinal center-like structures, we hypothesized that IRF4 might regulate TLS development by modulating B cell differentiation or functional states within the tumor microenvironment. Here, IRF4 is linked to neoplasm.