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基于人工智能的MRI容积测定法确定特发性正常压力脑积水患者的脑和脑室容积变化

Brain and Ventricle Volume Alterations in Idiopathic Normal Pressure Hydrocephalus Determined by Artificial Intelligence-Based MRI Volumetry.

作者信息

Bendella Zeynep, Purrer Veronika, Haase Robert, Zülow Stefan, Kindler Christine, Borger Valerie, Banat Mohammed, Dorn Franziska, Wüllner Ullrich, Radbruch Alexander, Schmeel Frederic Carsten

机构信息

Department of Neuroradiology, Faculty of Medicine, University Hospital Bonn, Rheinische Friedrich-Wilhelms-Universität Bonn, 53127 Bonn, Germany.

German Center of Neurodegenerative Diseases (DZNE), 53127 Bonn, Germany.

出版信息

Diagnostics (Basel). 2024 Jul 3;14(13):1422. doi: 10.3390/diagnostics14131422.

DOI:10.3390/diagnostics14131422
PMID:39001312
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11241572/
Abstract

The aim of this study was to employ artificial intelligence (AI)-based magnetic resonance imaging (MRI) brain volumetry to potentially distinguish between idiopathic normal pressure hydrocephalus (iNPH), Alzheimer's disease (AD), and age- and sex-matched healthy controls (CG) by evaluating cortical, subcortical, and ventricular volumes. Additionally, correlations between the measured brain and ventricle volumes and two established semi-quantitative radiologic markers for iNPH were examined. An IRB-approved retrospective analysis was conducted on 123 age- and sex-matched subjects (41 iNPH, 41 AD, and 41 controls), with all of the iNPH patients undergoing routine clinical brain MRI prior to ventriculoperitoneal shunt implantation. Automated AI-based determination of different cortical and subcortical brain and ventricular volumes in mL, as well as calculation of population-based normalized percentiles according to an embedded database, was performed; the CE-certified software mdbrain v4.4.1 or above was used with a standardized T1-weighted 3D magnetization-prepared rapid gradient echo (MPRAGE) sequence. Measured brain volumes and percentiles were analyzed for between-group differences and correlated with semi-quantitative measurements of the Evans' index and corpus callosal angle: iNPH patients exhibited ventricular enlargement and changes in gray and white matter compared to AD patients and controls, with the most significant differences observed in total ventricular volume (+67%) and the lateral (+68%), third (+38%), and fourth (+31%) ventricles compared to controls. Global ventriculomegaly and marked white matter reduction with concomitant preservation of gray matter compared to AD and CG were characteristic of iNPH, whereas global and frontoparietally accentuated gray matter reductions were characteristic of AD. Evans' index and corpus callosal angle differed significantly between the three groups and moderately correlated with the lateral ventricular volumes in iNPH patients [Evans' index (r > 0.83, ≤ 0.001), corpus callosal angle (r < -0.74, ≤ 0.001)]. AI-based MRI volumetry in iNPH patients revealed global ventricular enlargement and focal brain atrophy, which, in contrast to healthy controls and AD patients, primarily involved the supratentorial white matter and was marked temporomesially and in the midbrain, while largely preserving gray matter. Integrating AI volumetry in conjunction with traditional radiologic measures could enhance iNPH identification and differentiation, potentially improving patient management and therapy response assessment.

摘要

本研究的目的是通过评估皮质、皮质下和脑室体积,采用基于人工智能(AI)的磁共振成像(MRI)脑容积测量法,以潜在地区分特发性正常压力脑积水(iNPH)、阿尔茨海默病(AD)以及年龄和性别匹配的健康对照(CG)。此外,还研究了测量的脑体积和脑室体积与两种已确立的iNPH半定量放射学标志物之间的相关性。对123名年龄和性别匹配的受试者(41名iNPH患者、41名AD患者和41名对照)进行了一项经机构审查委员会(IRB)批准的回顾性分析,所有iNPH患者在进行脑室腹腔分流术植入前均接受了常规临床脑MRI检查。基于AI自动测定以毫升为单位的不同皮质和皮质下脑体积及脑室体积,并根据嵌入式数据库计算基于人群的标准化百分位数;使用经CE认证的软件mdbrain v4.4.1或更高版本以及标准化的T1加权三维磁化准备快速梯度回波(MPRAGE)序列。分析测量的脑体积和百分位数的组间差异,并与Evans指数和胼胝体角的半定量测量结果相关联:与AD患者和对照相比,iNPH患者表现出脑室扩大以及灰质和白质变化,与对照相比,总脑室体积(+67%)以及侧脑室(+68%)、第三脑室(+38%)和第四脑室(+31%)的差异最为显著。与AD和CG相比,iNPH的特征是全脑室扩大和明显的白质减少,同时灰质得以保留,而AD的特征是全脑以及额顶叶灰质明显减少。三组之间Evans指数和胼胝体角存在显著差异,并且与iNPH患者的侧脑室体积中度相关[Evans指数(r>0.83,P≤0.001),胼胝体角(r<-0.74,P≤0.001)]。iNPH患者基于AI的MRI容积测量显示全脑室扩大和局灶性脑萎缩,与健康对照和AD患者相比,主要累及幕上白质,颞内侧和中脑明显受累,而灰质在很大程度上得以保留。将AI容积测量与传统放射学测量相结合可以提高iNPH的识别和鉴别能力,可能改善患者管理和治疗反应评估。

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