定量组织病理学测量与阿尔茨海默氏症连续症中死前颞叶内侧皮质厚度的关联。

IF 9.3 1区 医学 Q1 CLINICAL NEUROLOGY Acta Neuropathologica Pub Date : 2024-09-03 DOI:10.1007/s00401-024-02789-9
Amanda E Denning, Ranjit Ittyerah, Lisa M Levorse, Niyousha Sadeghpour, Chinmayee Athalye, Eunice Chung, Sadhana Ravikumar, Mengjin Dong, Michael Tran Duong, Yue Li, Ademola Ilesanmi, Lasya P Sreepada, Philip Sabatini, MaKayla Lowe, Alejandra Bahena, Jamila Zablah, Barbara E Spencer, Ryohei Watanabe, Boram Kim, Maja Højvang Sørensen, Pulkit Khandelwal, Christopher Brown, Stanislau Hrybouski, Sharon X Xie, Robin de Flores, John L Robinson, Theresa Schuck, Daniel T Ohm, Sanaz Arezoumandan, Sílvia Porta, John A Detre, Ricardo Insausti, Laura E M Wisse, Sandhitsu R Das, David J Irwin, Edward B Lee, David A Wolk, Paul A Yushkevich
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引用次数: 0

摘要

内侧颞叶(MTL)是神经病理学的热点区域,对MTL萎缩的测量通常被用作与神经退行性疾病相关的认知能力下降的生物标志物。由于该区域聚集了多种蛋白病,MTL萎缩与不同神经病理学的具体关系还不十分清楚。在这里,我们利用深度学习开发了两种定量算法来测量磷酸化 tau(p-tau)和 TDP-43(pTDP-43)的病理变化,已知这两种病理变化都会在 MTL 中聚集,并与 MTL 神经变性有关。我们重点研究了阿尔茨海默病(AD)和肢端占优势的年龄相关 TDP-43 脑病(LATE)的病理变化,并将深度学习算法应用于不同的组织学切片,在这些切片上对 MTL 亚区进行了数字注释。我们证明,这两种定量病理学测量方法与专家的病理学目测评级具有很高的一致性,并能很好地区分不同的病理学阶段。在 140 个有死前磁共振成像的病例中,我们比较了海马中这些病理变化的半定量和定量死后测量值与 MTL 及其亚区的活体结构测量值之间的关联。我们发现p-tau病变与MTL亚区域结构测量结果存在广泛关联,而pTDP-43病变与海马和内侧皮层的关联则较为有限。与半定量评分相比,p-tau病理的定量测量能更好地建立死前结构测量模型,并显示出与皮质厚度和体积的密切联系。通过提供更精细的病理测量结果,定量p-tau测量结果还显示,在半定量评分显示出天花板效应的严重AD亚组中,p-tau测量结果与结构呈显著负相关。我们的研究结果证明了使用定量神经病理学方法来了解病理学与结构之间关系的优势,尤其是p-tau,这也促使我们在未来的研究中使用定量病理学测量方法。
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Association of quantitative histopathology measurements with antemortem medial temporal lobe cortical thickness in the Alzheimer's disease continuum.

The medial temporal lobe (MTL) is a hotspot for neuropathology, and measurements of MTL atrophy are often used as a biomarker for cognitive decline associated with neurodegenerative disease. Due to the aggregation of multiple proteinopathies in this region, the specific relationship of MTL atrophy to distinct neuropathologies is not well understood. Here, we develop two quantitative algorithms using deep learning to measure phosphorylated tau (p-tau) and TDP-43 (pTDP-43) pathology, which are both known to accumulate in the MTL and are associated with MTL neurodegeneration. We focus on these pathologies in the context of Alzheimer's disease (AD) and limbic predominant age-related TDP-43 encephalopathy (LATE) and apply our deep learning algorithms to distinct histology sections, on which MTL subregions were digitally annotated. We demonstrate that both quantitative pathology measures show high agreement with expert visual ratings of pathology and discriminate well between pathology stages. In 140 cases with antemortem MR imaging, we compare the association of semi-quantitative and quantitative postmortem measures of these pathologies in the hippocampus with in vivo structural measures of the MTL and its subregions. We find widespread associations of p-tau pathology with MTL subregional structural measures, whereas pTDP-43 pathology had more limited associations with the hippocampus and entorhinal cortex. Quantitative measurements of p-tau pathology resulted in a significantly better model of antemortem structural measures than semi-quantitative ratings and showed strong associations with cortical thickness and volume. By providing a more granular measure of pathology, the quantitative p-tau measures also showed a significant negative association with structure in a severe AD subgroup where semi-quantitative ratings displayed a ceiling effect. Our findings demonstrate the advantages of using quantitative neuropathology to understand the relationship of pathology to structure, particularly for p-tau, and motivate the use of quantitative pathology measurements in future studies.

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来源期刊
Acta Neuropathologica
Acta Neuropathologica 医学-病理学
CiteScore
23.70
自引率
3.90%
发文量
118
审稿时长
4-8 weeks
期刊介绍: Acta Neuropathologica publishes top-quality papers on the pathology of neurological diseases and experimental studies on molecular and cellular mechanisms using in vitro and in vivo models, ideally validated by analysis of human tissues. The journal accepts Original Papers, Review Articles, Case Reports, and Scientific Correspondence (Letters). Manuscripts must adhere to ethical standards, including review by appropriate ethics committees for human studies and compliance with principles of laboratory animal care for animal experiments. Failure to comply may result in rejection of the manuscript, and authors are responsible for ensuring accuracy and adherence to these requirements.
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