Operationalizing postmortem pathology-MRI association studies in Alzheimer's disease and related disorders with MRI-guided histology sampling.

IF 6.2 2区 医学 Q1 NEUROSCIENCES
Chinmayee Athalye, Alejandra Bahena, Pulkit Khandelwal, Sheina Emrani, Winifred Trotman, Lisa M Levorse, Zahra Khodakarami, Daniel T Ohm, Eric Teunissen-Bermeo, Noah Capp, Shokufeh Sadaghiani, Sanaz Arezoumandan, Sydney A Lim, Karthik Prabhakaran, Ranjit Ittyerah, John L Robinson, Theresa Schuck, Edward B Lee, M Dylan Tisdall, Sandhitsu R Das, David A Wolk, David J Irwin, Paul A Yushkevich
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Abstract

Postmortem neuropathological examination, while the gold standard for diagnosing neurodegenerative diseases, often relies on limited regional sampling that may miss critical areas affected by Alzheimer's disease and related disorders. Ultra-high resolution postmortem MRI can help identify regions that fall outside the diagnostic sampling criteria for additional histopathologic evaluation. However, there are no standardized guidelines for integrating histology and MRI in a traditional brain bank. We developed a comprehensive protocol for whole hemisphere postmortem 7T MRI-guided histopathological sampling with whole-slide digital imaging and histopathological analysis, providing a reliable pipeline for high-volume brain banking in heterogeneous brain tissue. Our method uses patient-specific 3D printed molds built from postmortem MRI, allowing standardized tissue processing with a permanent spatial reference frame. To facilitate pathology-MRI association studies, we created a semi-automated MRI to histology registration pipeline and developed a quantitative pathology scoring system using weakly supervised deep learning. We validated this protocol on a cohort of 29 brains with diagnosis on the AD spectrum that revealed correlations between cortical thickness and phosphorylated tau accumulation. This pipeline has broad applicability across neuropathological research and brain banking, facilitating large-scale studies that integrate histology with neuroimaging. The innovations presented here provide a scalable and reproducible approach to studying postmortem brain pathology, with implications for advancing diagnostic and therapeutic strategies for Alzheimer's disease and related disorders.

通过mri引导下的组织学取样对阿尔茨海默病和相关疾病的死后病理- mri相关性研究进行操作。
死后神经病理学检查虽然是诊断神经退行性疾病的金标准,但往往依赖于有限的区域抽样,可能会错过受阿尔茨海默病和相关疾病影响的关键区域。超高分辨率死后MRI可以帮助识别超出诊断抽样标准的区域,以进行额外的组织病理学评估。然而,在传统的脑库中,没有整合组织学和MRI的标准化指南。我们开发了一种全面的方案,用于全半球死后7T mri引导下的组织病理学采样,包括全玻片数字成像和组织病理学分析,为异质脑组织的大容量脑库提供了可靠的管道。我们的方法使用患者特定的3D打印模具,这些模具是由死后MRI构建的,允许标准化的组织处理与永久的空间参考框架。为了促进病理-MRI关联研究,我们创建了一个半自动化的MRI到组织学注册管道,并使用弱监督深度学习开发了定量病理评分系统。我们在29个诊断为AD谱的大脑队列中验证了该方案,揭示了皮质厚度与磷酸化tau积累之间的相关性。该管道在神经病理学研究和脑库研究中具有广泛的适用性,促进了将组织学与神经影像学相结合的大规模研究。本文提出的创新为研究死后脑病理学提供了一种可扩展和可重复的方法,对推进阿尔茨海默病及相关疾病的诊断和治疗策略具有重要意义。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Acta Neuropathologica Communications
Acta Neuropathologica Communications Medicine-Pathology and Forensic Medicine
CiteScore
11.20
自引率
2.80%
发文量
162
审稿时长
8 weeks
期刊介绍: "Acta Neuropathologica Communications (ANC)" is a peer-reviewed journal that specializes in the rapid publication of research articles focused on the mechanisms underlying neurological diseases. The journal emphasizes the use of molecular, cellular, and morphological techniques applied to experimental or human tissues to investigate the pathogenesis of neurological disorders. ANC is committed to a fast-track publication process, aiming to publish accepted manuscripts within two months of submission. This expedited timeline is designed to ensure that the latest findings in neuroscience and pathology are disseminated quickly to the scientific community, fostering rapid advancements in the field of neurology and neuroscience. The journal's focus on cutting-edge research and its swift publication schedule make it a valuable resource for researchers, clinicians, and other professionals interested in the study and treatment of neurological conditions.
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