Together, these analyses identify CD8+ T cells as a protective immune component and CCL18 as an independent adverse prognostic factor in ABC DLBCL, with both findings validated in an independent patient cohort, supporting their potential clinical utility for risk stratification. Here, CCL18 is linked to aneurysmal bone cyst.