In this investigation, the application of LASSO regression and logistic regression analyses enabled the identification of three independent risk factors correlated with the severity of upper limb motor dysfunction subsequent to ischemic stroke: HbD levels in the affected temporal region, HbT levels in the total region, and HbT levels in the unaffected frontopolar region. This evidence concerns the gene HBD and ischemic stroke.