Our findings suggest that the balance of IRF4 partner expression between SPIB and BATF identifies distinct subgroups of ABC-DLBCL linked to different stages of B-cell differentiation, oncogenic pathway activation and clinical outcome. The gene discussed is BATF; the disease is aneurysmal bone cyst.