• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

两个大型普通人群中白质高信号的深度学习分析及其与综合血管因素的关联

Deep Learning Analysis of White Matter Hyperintensity and its Association with Comprehensive Vascular Factors in Two Large General Populations.

作者信息

Lee Grace Yoojin, Choi Yun Ho, Kim Dongwon, Jang Miso, Kim Hong-Kyu, Nam Hyo-Jung, Park Sungwon, Kim Mi Jung, Hwang Yoon Ho, Lee Seung Ku, Shin Chol, Kim Namkug

机构信息

Department of Medical Science, Asan Medical Institute of Convergence Science and Technology, Asan Medical Center, University of Ulsan College of Medicine, 88 Olympic-Ro 43-Gil, Seoul, 05505, Republic of Korea.

Department of Neurology, Incheon St. Mary's Hospital, College of Medicine, The Catholic University of Korea, 56 Dongsu-Ro, Bupyeong-Gu, Incheon, 21431, Republic of Korea.

出版信息

J Imaging Inform Med. 2025 Jan 6. doi: 10.1007/s10278-024-01372-8.

DOI:10.1007/s10278-024-01372-8
PMID:39762547
Abstract

Although the relationships between basic clinical parameters and white matter hyperintensity (WMH) have been studied, the associations between vascular factors and WMH volume in general populations remain unclear. We investigated the associations between clinical parameters including comprehensive vascular factors and WMH in two large general populations. This retrospective, cross-sectional study involved two populations: individuals who underwent general health examinations at the Asan Medical Center (AMC) and participants from a regional cohort, the Korean Genome and Epidemiology Study (KoGES). WMH volume was quantified using the deep learning model nnU-Net. The associations between vascular factors and WMH volume were analyzed using multivariate linear regression. Individuals in the AMC cohort (n = 7471) had a mean [SD] age of 58.0 [9.2] years, and the KoGES participants (n = 2511), 59.2 [6.8] years. The normalized and logit-transformed WMH volumes for the AMC and KoGES were - 8.5 [1.3] and - 7.9 [1.2], respectively. The presence of carotid plaque, brachial-ankle pulse wave velocity, Agaston score, and coronary artery stenosis were associated with WMH volume after adjustments (AMC: carotid plaque β 0.13; 95% CI, 0.06-0.20; p < 0.001, baPWV β 0.001; CI 0-0.001; p < 0.001, Agaston score β 0.0003; CI 0.0001-0.0005; p < 0.001, minimal-to-mild coronary artery stenosis β 0.20; CI 0.12-0.29; p < 0.001, moderate-to-severe coronary artery stenosis β 0.30; CI 0.15-0.44; p < 0.001, KoGES: carotid plaque β 0.15; CI 0.02-0.27; p = 0.02, baPWV β 0.0004; CI 0-0.001; p = 0.001). Vascular parameters, reflecting atherosclerotic changes in carotid and coronary arteries and arterial stiffness, were independently associated with WMH volume in the general population.

摘要

尽管已经对基本临床参数与脑白质高信号(WMH)之间的关系进行了研究,但一般人群中血管因素与WMH体积之间的关联仍不清楚。我们在两个大型一般人群中调查了包括综合血管因素在内的临床参数与WMH之间的关联。这项回顾性横断面研究涉及两个人群:在峨山医疗中心(AMC)进行一般健康检查的个体以及来自区域队列韩国基因组与流行病学研究(KoGES)的参与者。使用深度学习模型nnU-Net对WMH体积进行量化。使用多元线性回归分析血管因素与WMH体积之间的关联。AMC队列中的个体(n = 7471)的平均[标准差]年龄为58.0[9.2]岁,KoGES参与者(n = 2511)的平均年龄为59.2[6.8]岁。AMC和KoGES的标准化和对数转换后的WMH体积分别为-8.5[1.3]和-7.9[1.2]。调整后,颈动脉斑块的存在、臂踝脉搏波速度、阿加斯顿评分和冠状动脉狭窄与WMH体积相关(AMC:颈动脉斑块β0.13;95%置信区间,0.06 - 0.20;p < 0.001,臂踝脉搏波速度β0.001;置信区间0 - 0.001;p < 0.001,阿加斯顿评分β0.0003;置信区间0.0001 - 0.0005;p < 0.001,轻度至中度冠状动脉狭窄β0.20;置信区间0.12 - 0.29;p < 0.001,中度至重度冠状动脉狭窄β0.30;置信区间0.15 - 0.44;p < 0.001,KoGES:颈动脉斑块β0.15;置信区间0.02 - 0.27;p = 0.02,臂踝脉搏波速度β0.0004;置信区间0 - 0.001;p = 0.001)。反映颈动脉和冠状动脉动脉粥样硬化变化以及动脉僵硬度的血管参数与一般人群中的WMH体积独立相关。

相似文献

1
Deep Learning Analysis of White Matter Hyperintensity and its Association with Comprehensive Vascular Factors in Two Large General Populations.两个大型普通人群中白质高信号的深度学习分析及其与综合血管因素的关联
J Imaging Inform Med. 2025 Jan 6. doi: 10.1007/s10278-024-01372-8.
2
The relationship between intracranial atherosclerosis and white matter hyperintensity in ischemic stroke patients: a retrospective cross-sectional study using high-resolution magnetic resonance vessel wall imaging.缺血性中风患者颅内动脉粥样硬化与白质高信号之间的关系:一项使用高分辨率磁共振血管壁成像的回顾性横断面研究。
Quant Imaging Med Surg. 2024 Aug 1;14(8):6002-6014. doi: 10.21037/qims-23-64. Epub 2024 Jul 11.
3
Association of Coronary Artery Atherosclerosis With Brain White Matter Hyperintensity.冠状动脉粥样硬化与脑白质高信号的相关性。
Stroke. 2021 Aug;52(8):2594-2600. doi: 10.1161/STROKEAHA.120.032674. Epub 2021 May 18.
4
The Asymmetry of White Matter Hyperintensity Burden Between Hemispheres Is Associated With Intracranial Atherosclerotic Plaque Enhancement Grade.半球间白质高信号负荷的不对称性与颅内动脉粥样硬化斑块强化程度相关。
Front Aging Neurosci. 2020 Jun 23;12:163. doi: 10.3389/fnagi.2020.00163. eCollection 2020.
5
Is coronary artery calcium an independent risk factor for white matter hyperintensity?冠状动脉钙化是脑白质高信号的独立危险因素吗?
BMC Neurol. 2023 Aug 30;23(1):313. doi: 10.1186/s12883-023-03364-7.
6
Associations of Arterial Stiffness and Carotid Atherosclerosis with Cerebral Small Vessel Disease in a Rural Community-Based Population.农村社区人群中动脉僵硬度和颈动脉粥样硬化与脑小血管病的关联
J Atheroscler Thromb. 2020 Sep 1;27(9):922-933. doi: 10.5551/jat.52530. Epub 2020 Feb 8.
7
Pathophysiological link between carotid atherosclerosis and cerebral white matter lesions.颈动脉粥样硬化与脑白质病变之间的病理生理联系。
Sci Rep. 2025 Feb 24;15(1):6619. doi: 10.1038/s41598-025-90922-3.
8
Arterial Stiffness and Cerebral Small Vessel Disease.动脉僵硬度与脑小血管病
Front Neurol. 2018 Aug 28;9:723. doi: 10.3389/fneur.2018.00723. eCollection 2018.
9
Central arterial stiffness, brain white matter hyperintensity and total brain volume across the adult lifespan.成人全生命周期中心动脉僵硬度、脑白质高信号与全脑容量。
J Hypertens. 2023 May 1;41(5):819-829. doi: 10.1097/HJH.0000000000003404. Epub 2023 Mar 1.
10
Association between Serum Amyloid A Level and White Matter Hyperintensity Burden: a Cross-Sectional Analysis in Patients with Acute Ischemic Stroke.血清淀粉样蛋白A水平与白质高信号负荷之间的关联:急性缺血性脑卒中患者的横断面分析
Neurol Ther. 2023 Feb;12(1):161-175. doi: 10.1007/s40120-022-00415-y. Epub 2022 Nov 14.

本文引用的文献

1
Accuracy of TrUE-Net in comparison to established white matter hyperintensity segmentation methods: An independent validation study.True-Net 与既定的脑白质高信号分割方法的准确性比较:一项独立验证研究。
Neuroimage. 2024 Jan;285:120494. doi: 10.1016/j.neuroimage.2023.120494. Epub 2023 Dec 10.
2
Atherosclerotic plaque characteristics in extracranial carotid artery may indicate closer association with white matter hyperintensities than intracranial arteries: A CARE-II study.颈外动脉粥样硬化斑块特征与脑白质高信号的相关性优于颅内动脉:一项 CARE-II 研究。
Eur J Radiol. 2024 Jan;170:111208. doi: 10.1016/j.ejrad.2023.111208. Epub 2023 Nov 17.
3
Segmenting white matter hyperintensities on isotropic three-dimensional Fluid Attenuated Inversion Recovery magnetic resonance images: Assessing deep learning tools on a Norwegian imaging database.
对各向同性三维液体衰减反转恢复磁共振图像上的脑白质高信号进行分割:在挪威成像数据库中评估深度学习工具。
PLoS One. 2023 Aug 24;18(8):e0285683. doi: 10.1371/journal.pone.0285683. eCollection 2023.
4
Contribution of Conventional Cardiovascular Risk Factors to Brain White Matter Hyperintensities.常规心血管危险因素对脑白质高信号的影响。
J Am Heart Assoc. 2023 Jul 18;12(14):e030676. doi: 10.1161/JAHA.123.030676. Epub 2023 Jul 8.
5
Chronic cerebral hypoperfusion: a critical feature in unravelling the etiology of vascular cognitive impairment.慢性脑低灌注:揭示血管性认知障碍病因学的关键特征。
Acta Neuropathol Commun. 2023 Jun 12;11(1):93. doi: 10.1186/s40478-023-01590-1.
6
Neuroimaging standards for research into small vessel disease-advances since 2013.神经影像学在小血管疾病研究中的标准——2013 年以来的进展。
Lancet Neurol. 2023 Jul;22(7):602-618. doi: 10.1016/S1474-4422(23)00131-X. Epub 2023 May 23.
7
Associations of Life's Simple 7 with cerebral white matter hyperintensities and microstructural integrity: UK Biobank cohort study.生命简单七要素与脑白质高信号及微观结构完整性的关联:英国生物银行队列研究
Eur J Neurol. 2023 May;30(5):1200-1208. doi: 10.1111/ene.15750. Epub 2023 Mar 2.
8
Carotid-Intima Media Thickness and White Matter Hyperintensities Severity Among Older Adults of Amerindian Ancestry.美洲印第安人后裔老年人的颈动脉内膜中层厚度与白质高信号严重程度
Stroke. 2023 Apr;54(4):e147-e148. doi: 10.1161/STROKEAHA.122.042020. Epub 2023 Feb 9.
9
Racial differences in white matter hyperintensity burden in older adults.老年人白质高信号负担的种族差异。
Neurobiol Aging. 2023 Feb;122:112-119. doi: 10.1016/j.neurobiolaging.2022.11.012. Epub 2022 Nov 25.
10
Prevalence of Isolated Nocturnal Hypertension and Development of Arterial Stiffness, Left Ventricular Hypertrophy, and Silent Cerebrovascular Lesions: The KoGES (Korean Genome and Epidemiology Study).孤立性夜间高血压的流行情况以及动脉僵硬度、左心室肥厚和无症状性脑血管病变的发生:KoGES(韩国基因组与流行病学研究)。
J Am Heart Assoc. 2022 Oct 4;11(19):e025641. doi: 10.1161/JAHA.122.025641.