In essence, we mechanistically dissected here senescence-related remodeling of a lineage-controlling transcription network consisting of AP-1, C/EBPβ, and PU.1 TF in murine and human aggressive B-cell lymphomas. The gene discussed is CEBPB; the disease is B-cell non-Hodgkin lymphoma.