This review elucidates the mechanisms of costimulatory checkpoints within the TNFSF in atherosclerosis and their clinical research progress, while evaluating innovative strategies targeting TNF costimulatory molecules, aiming to provide references for further research and clinical applications in this field. The gene discussed is TNF; the disease is atherosclerosis.