基于MRI脑分割对脑大动脉与脑小血管狭窄所致脑萎缩的对照研究
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陕西省科协青年人才托举计划项目(20230315);延安市重点研发计划项目(2024SLSFGG-118)


Comparative study of brain volume changes caused by stenosis of large cerebral arteries and small cerebral vessels based on brain segmentation
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    摘要:

    目的 应用MRI脑分割人工智能的影像工具 “U-AI” 定量分析脑体积,探讨中重度颈动脉狭窄(CAS)和脑小血管病(CSVD)中重度负荷患者在不同脑区萎缩程度差异,揭示不同血管管径对脑体积产生的作用。方法 回顾性收集2021年11月—2023年12月延安大学附属医院住院的患者资料,筛选出确诊颈动脉狭窄程度≥50%的患者92例及CSVD总负荷评分≥3分的患者88例。所有患者均完成颈动脉超声及头颅MRI检查,随后根据颈动脉狭窄程度及CSVD总负荷评分进行分组,将颈动脉狭窄程度≥50%的患者归为中重度狭窄组,将CSVD总负荷评分≥3分的患者归为中重度负荷组。同时,收集所有患者的一般临床资料及影像数据。使用AI软件自动测量所有患者的脑体积,获取不同脑区脑体积的定量数据。对两组患者的各项指标差异进行比较,逐步回归分析探究全脑灰质、全脑白质体积各自的影响因素。结果 中重度狭窄组冠心病及高脂血症的比例高于中重度负荷组,差异有统计学意义(P<0.05);而中重度负荷组高血压的比例高于中重度狭窄组,差异有统计学意义(P<0.05)。中重度负荷组全脑灰质,颞叶皮质(海马、梭状回、颞中回、颞极)、额叶皮质(额上回),顶叶皮质(中央后回、顶下小叶、缘上回),扣带回,岛叶,皮质下灰质核团(苍白球、丘脑)脑体积萎缩程度显著高于中重度狭窄组,差异均有统计学意义(均P<0.05)。进一步分析发现,年龄、CSVD总负荷评分是全脑灰质相对体积的影响因素(均P<0.05)。年龄是全脑白质相对体积的影响因素(P<0.05)。结论 脑小血管病患者脑区脑萎缩程度较脑大动脉狭窄更为突出,说明脑小血管病具有较为严重的临床症状及危害

    Abstract:

    Objective MRI brain segmentation artificial intelligence imaging tool "U-AI" was used to quantitatively analyze the brain volume in order to explore the difference of atrophy in different brain regions in patients with moderate and severe carotid artery stenosis (CAS) and cerebral microvascular disease (CSVD), and reveal the effect of different vascular diameters on brain volume. Methods The data of patients hospitalized in the Affiliated Hospital of Yan'an University from November 2021 to December 2023 were collected retrospectively. 92 patients with carotid artery stenosis ≥50% and 88 patients with CSVD total load score ≥3 were selected. All patients completed carotid ultrasound and cranial MRI examination, and then were divided into two groups according to the degree of carotid stenosis and CSVD total load score. Patients with carotid stenosis ≥50% were classified as moderate to severe stenosis group, and patients with CSVD total load score ≥3 as moderate and severe load group. At the same time, the general clinical data and imaging data of all patients were collected. The brain volumes of all patients were measured automatically by AI software, and the quantitative data of brain volumes in different brain regions were obtained. χ2 test, t test or Mann-Whitney U test were used to compare the differences of various indexes between the two groups, and stepwise regression analysis was used to explore the influencing factors of gray matter and white matter of the whole brain. 〖WTHZ〗Results The proportion of coronary heart disease and hyperlipidemia in the moderate and severe stenosis group was significantly higher than that in the moderate and severe burden group (P<0.05), while the proportion of hypertension in the moderate to severe burden group was significantly higher than that in the moderate and severe stenosis group (P<0.05). The brain volume atrophy of whole brain gray matter, temporal lobe cortex (hippocampus, fusiform gyrus, middle temporal gyrus, temporal pole), frontal lobe cortex (superior frontal gyrus), parietal cortex (postcentral gyrus, inferior parietal lobule, supramarginal gyrus), cingulate gyrus, insular lobe and subcortical gray nucleus (globus pallidus, thalamus) in moderate and severe burden group were significantly higher than those in moderate and severe stenosis group (all P<0.05). Further analysis showed that age and CSVD total load score were the influencing factors of the relative volume of gray matter in the whole brain. Age was the influencing factor of the relative volume of white matter of the whole brain (P<0.05). Conclusion The degree of brain volume atrophy in different brain regions of patients with moderate and severe CSVD load was significantly higher than that of patients with moderate and severe CAS. This result clearly shows that the degree of brain atrophy in patients with cerebral small vascular disease is more prominent than that of large cerebral artery stenosis, which further indicates that cerebral small vascular disease has more serious clinical symptoms and harm

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  • 在线发布日期: 2026-04-17
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