“…The inclusion criteria for patient enrollment were as follows: (1) first onset of stroke within 4 weeks of HR-MR-VWI ( Ran et al, 2020 , Jiang et al, 2022 ); (2) acute IS within the unilateral MCA territory as observed on diffusion-weighted imaging (DWI); (3) presence of at least one cardiovascular disease risk factor: hypertension, diabetes mellitus, hyperlipidemia, hyperhomocysteinemia, smoking and/or drinking habits ( Song et al, 2020 , Jiang et al, 2022 ); (4) age of 18 years or older. The exclusion criteria were as follows: (1) presence of chronic IS or transient ischemic attack (TIA); (2) culprit vessel other than the ipsilateral MCA; (3) ipsilateral carotid artery stenosis ≥ 50% ( Song et al, 2020 , Xu et al, 2022 ); (4) patients with infarcts in multiple artery territories beyond MCA ( Li et al, 2021 ). (5) stroke due to other causes, such as arteritis, moyamoya disease, or cerebral artery dissection ( Xu et al 2022 ), embolic stroke of undetermined source (ESUS), cryptogenic strokes ( Wang et al 2022 ); (6) presence of risk factors for cardiogenic stroke, including patent foramen ovale, atrial fibrillation, acute myocardial infarction, cardiomyopathy, and valvular heart disease ( Liu et al, 2022 , Yang et al, 2022 ); (7) poor quality of HR-MR-VWI imaging or inadequate clinical information.…”