We identified age, NIHSS score, hyperlipidemia, hyperhomocysteinemia, cardiac insufficiency, CRP, WBC, NE%, Hb, FBG, PA, BNP and Na+ as key predictors, which were incorporated into a clinically practical nomogram for individualized AP risk prediction. Here, GSTM1 is linked to heart failure.