Age, female sex, cigarette smoking, CKD, NIHSS score, large infarct > 3 cm, LA diameter, LAA flow, SEC, aortic arch plaques, and BNP were entered into multinomial logistic regression analyses. The gene discussed is NPPB; the disease is chronic kidney disease.