Logistic univariate analysis showed that time to onset, diabetes mellitus, baseline NHISS score, WBC level, CRP level, apolipoprotein B level, RT, and KT were associated with the development of END in ACI patients (P < 0.05). Here, APOB is linked to diabetes mellitus.