Although TNF‐α shows consistent associations with stroke risk, clinical translation currently favors measuring downstream inflammatory markers (e.g., hs‐CRP and IL‐6) for prediction; TNF‐α nevertheless strengthens multimarker signatures reflective of vascular inflammation. The gene discussed is CRP; the disease is stroke disorder.