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磁共振成像驱动的初始认知衰退期间海马体改变的纵向研究。

MRI-Driven Longitudinal Studies of Hippocampal Alterations During the Initial Cognitive Decline.

作者信息

Dong Qunxi, Sheng Yuhang, Zhu Junru, Liu Honghong, Li Zhigang, Liu Jingyu, Wang Yalin, Hu Bin

机构信息

School of Medical Technology, Key Laboratory of Brain Health Intelligent Evaluation and Intervention, Ministry of EducationBeijing Institute of Technology Beijing 100081 China.

School of Computing, Informatics and Decision Systems EngineeringArizona State University Tempe AZ 85287 USA.

出版信息

IEEE J Transl Eng Health Med. 2024 Dec 2;13:98-110. doi: 10.1109/JTEHM.2024.3510429. eCollection 2025.

DOI:10.1109/JTEHM.2024.3510429
PMID:40657534
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12251066/
Abstract

Based on available magnetic resonance imaging (MRI) studies, hippocampal alteration is one of the hallmarks during cognitive decline. However, the longitudinal hippocampal morphometric changes during the initial cognitive decline are unclear. Exploring a validated biomarker with high clinical relevance is urgent. This work proposed an automated MRI-driven longitudinal hippocampal alteration analysis system (LHAAS), which consists of hippocampal segmentation, reconstruction, registration, multivariate morphometric feature extraction, and longitudinal analysis of hippocampal morphometric and volumetric differences between groups. LHAAS was applied on two groups: cognitive unimpaired (CU) participants who maintained cognitive unimpaired (non-Progressors), and participants who converted to MCI during the following four years (Progressors). LHAAS can detect and visualize subtle deformations in the bilateral hippocampus of CU progressors four years before they show initial cognitive decline. For CU progressors, hippocampal atrophy initially occurs at the CA1 subregion and then along with disease progression, spreading to the CA2-3 and Subiculum subregion, exhibiting a left-greater-than-right trend. The volumetric analyses showed similar results. Besides, hippocampal subregions highly correlated with clinical measurement were identified by correlation analysis. LHAAS can accurately reflect the small hippocampal subregional atrophy at preclinical AD. This proposed system can track the longitudinal hippocampal alterations in the early stages of AD and provide insights for early intervention. Clinical and Translational Impact Statement: LHAAS offers early detection of subtle hippocampal alterations at preclinical AD. This advance enables pathological research and timely interventions to potentially improve patient outcomes in clinical implementation.

摘要

基于现有的磁共振成像(MRI)研究,海马体改变是认知衰退过程中的标志性特征之一。然而,在最初的认知衰退过程中海马体形态学的纵向变化尚不清楚。迫切需要探索一种具有高度临床相关性的有效生物标志物。这项工作提出了一种由MRI驱动的自动化海马体纵向改变分析系统(LHAAS),该系统包括海马体分割、重建、配准、多变量形态学特征提取,以及对两组之间海马体形态学和体积差异的纵向分析。LHAAS应用于两组:认知未受损(CU)且维持认知未受损的参与者(非进展者),以及在接下来四年中转变为轻度认知障碍(MCI)的参与者(进展者)。LHAAS能够在CU进展者出现最初认知衰退的四年之前检测并可视化其双侧海马体中的细微变形。对于CU进展者,海马体萎缩最初发生在CA1亚区,然后随着疾病进展,扩散到CA2 - 3和下托亚区,呈现出左侧大于右侧的趋势。体积分析显示了类似的结果。此外,通过相关性分析确定了与临床测量高度相关的海马体亚区。LHAAS能够准确反映临床前期阿尔茨海默病(AD)中海马体亚区的微小萎缩。该系统能够追踪AD早期阶段海马体的纵向变化,并为早期干预提供见解。临床和转化影响声明:LHAAS能够在临床前期AD中早期检测出海马体的细微改变。这一进展有助于病理研究,并在临床实践中及时进行干预,有可能改善患者的预后。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70a8/12251066/9fe1973cb289/hu7abcd-3510429.jpg
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https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70a8/12251066/9fe1973cb289/hu7abcd-3510429.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70a8/12251066/32465a656bfe/hu1abcdefg-3510429.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70a8/12251066/1a1591e4e54d/hu2-3510429.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70a8/12251066/ebd088e9a9b9/hu3abc-3510429.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70a8/12251066/e8467597418a/hu4-3510429.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70a8/12251066/c95f6a9bd526/hu5-3510429.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70a8/12251066/72f3b345b81e/hu6abcdefgh-3510429.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/70a8/12251066/9fe1973cb289/hu7abcd-3510429.jpg

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Alterations in hippocampus-centered morphological features and function of the progression from normal cognition to mild cognitive impairment.从正常认知到轻度认知障碍的进展过程中,以海马为中心的形态特征和功能的改变。
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