In this study, we constructed a diagnostic model consisting of five cellular senescence-associated genes for atherogenesis progression, and identified ABI3 as a macrophage senescence-related protein involved in atherogenesis progression, which propose new preventive and therapeutic strategies of senolytic agents for atherosclerosis. Here, ABI3 is linked to atherosclerosis.