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白质分数各向异性的寿命规范性模型:在早期精神病中的应用。

Lifespan Normative Models of White Matter Fractional Anisotropy: Applications to Early Psychosis.

作者信息

Cirstian Ramona, Forde Natalie J, Zhang Gary, Hellemann Gerhard S, Beckmann Christian F, Kraguljac Nina V, Marquand Andre F

机构信息

Donders Centre for Cognitive Neuroimaging, Donders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands.

Department of Cognitive Neuroscience, Radboud University Medical Centre, Nijmegen, the Netherlands.

出版信息

bioRxiv. 2024 Dec 11:2024.12.11.627897. doi: 10.1101/2024.12.11.627897.

DOI:10.1101/2024.12.11.627897
PMID:39713416
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC11661138/
Abstract

This study presents large-scale normative models of white matter (WM) organization across the lifespan, using diffusion MRI data from over 25,000 healthy individuals aged 0-100 years. These models capture lifespan trajectories and inter-individual variation in fractional anisotropy (FA), a marker of white matter integrity. By addressing non-Gaussian data distributions, race, and site effects, the models offer reference baselines across diverse ages, ethnicities, and scanning conditions. We applied these FA models to the HCP Early Psychosis cohort and performed a multivariate analysis to map symptoms onto deviations from multimodal normative models using multi-view sparse canonical correlation analysis (msCCA). Our results reveal extensive white matter heterogeneity in psychosis, which is not captured by group-level analyses, with key regions identified, including the right uncinate fasciculus and thalami. These normative models offer valuable tools for individualized WM deviation identification, improving precision in psychiatric assessments. All models are publicly available for community use.

摘要

本研究利用来自25000多名0至100岁健康个体的扩散磁共振成像数据,呈现了全生命周期白质(WM)组织的大规模规范模型。这些模型捕捉了分数各向异性(FA)的全生命周期轨迹和个体间差异,FA是白质完整性的一个指标。通过处理非高斯数据分布、种族和部位效应,这些模型提供了跨越不同年龄、种族和扫描条件的参考基线。我们将这些FA模型应用于人类连接组计划(HCP)早期精神病队列,并使用多视图稀疏典型相关分析(msCCA)进行多变量分析,以将症状映射到与多模态规范模型的偏差上。我们的结果揭示了精神病中广泛的白质异质性,这是群体水平分析所无法捕捉到的,并确定了关键区域,包括右侧钩束和丘脑。这些规范模型为个体白质偏差识别提供了有价值的工具,提高了精神病评估的精度。所有模型均可公开供社区使用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ca11/11661138/732b7adc0610/nihpp-2024.12.11.627897v1-f0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ca11/11661138/57a4eb9e24cb/nihpp-2024.12.11.627897v1-f0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ca11/11661138/e53f30aff45c/nihpp-2024.12.11.627897v1-f0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ca11/11661138/0f428e9b7e92/nihpp-2024.12.11.627897v1-f0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ca11/11661138/732b7adc0610/nihpp-2024.12.11.627897v1-f0004.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ca11/11661138/57a4eb9e24cb/nihpp-2024.12.11.627897v1-f0001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ca11/11661138/e53f30aff45c/nihpp-2024.12.11.627897v1-f0002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ca11/11661138/0f428e9b7e92/nihpp-2024.12.11.627897v1-f0003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/ca11/11661138/732b7adc0610/nihpp-2024.12.11.627897v1-f0004.jpg

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本文引用的文献

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Imaging Neurosci (Camb). 2024 Apr 25;2. doi: 10.1162/imag_a_00132. eCollection 2024.
2
Objective QC for diffusion MRI data: Artefact detection using normative modelling.扩散加权磁共振成像数据的客观质量控制:使用规范模型进行伪影检测
Imaging Neurosci (Camb). 2024 Apr 26;2. doi: 10.1162/imag_a_00144. eCollection 2024.
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Multi-site Normative Modeling of Diffusion Tensor Imaging Metrics Using Hierarchical Bayesian Regression.
使用分层贝叶斯回归的扩散张量成像指标的多站点规范建模
Med Image Comput Comput Assist Interv. 2022 Sep;13431:207-217. doi: 10.1007/978-3-031-16431-6_20. Epub 2022 Sep 15.
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An Introduction to the Human Connectome Project for Early Psychosis.早期精神病的人类连接组计划介绍
Schizophr Bull. 2025 May 8;51(3):658-671. doi: 10.1093/schbul/sbae123.
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A neuroimaging measure to capture heterogeneous patterns of atrophy in Parkinson's disease and dementia with Lewy bodies.一种神经影像学测量方法,用于捕捉帕金森病和路易体痴呆中萎缩的异质模式。
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Normative modelling of brain morphometry across the lifespan with CentileBrain: algorithm benchmarking and model optimisation.基于百分位数脑的全生命周期脑形态计量学的规范建模:算法基准测试和模型优化。
Lancet Digit Health. 2024 Mar;6(3):e211-e221. doi: 10.1016/S2589-7500(23)00250-9.
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Predictive Clinical Neuroscience Portal (PCNportal): instant online access to research-grade normative models for clinical neuroscientists.预测性临床神经科学门户网站(PCNportal):为临床神经科学家提供即时在线访问研究级规范模型的途径。
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