These findings reinforce the translational value of ApoE−/− and LDLR−/− models in mimicking human PVAT pathology, highlighting their utility in studying the role of PVAT inflammation and structural remodeling in the progression of atherosclerosis. Here, APOE is linked to atherosclerosis.