While earlier works emphasized well-known inflammatory markers (e.g., IL6, TNF-α), we identified novel candidates (OAS2, TMEM106A, ABCB1) with limited prior links to atherosclerosis or stroke. The gene discussed is TNF; the disease is Stroke.