Our study identified significant predictors of END in ischemic stroke patients, including alcohol and tobacco use, higher initial NIHSS scores, and elevated levels of LDH, ferritin, ESR, CRP, and homocysteine, along with low vitamin B12 levels. This evidence concerns the gene ESR1 and ischemic stroke.