IL1B and atherosclerosis: This study successfully identified key genes associated with EndMT-related atherosclerosis, such as CD68, TLR2, MYD88, IRF7, STAT1, and IL1B, all of which demonstrate substantial diagnostic potential for detecting atherosclerotic plaques.