Justin Torok, Pedro D Maia, Chaitali Anand, Ashish Raj
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引用次数: 0
Abstract
Neurodegenerative diseases such as Alzheimer's disease (AD) exhibit pathological changes in the brain that proceed in a stereotyped and regionally specific fashion, but the cellular and molecular underpinnings of regional vulnerability are currently poorly understood. Recent work has identified certain subpopulations of neurons in a few focal regions of interest, such as the entorhinal cortex, that are selectively vulnerable to tau pathology in AD. However, the cellular underpinnings of regional susceptibility to tau pathology are currently unknown, primarily because whole-brain maps of a comprehensive collection of cell types have been inaccessible. Here, we deployed a recent cell-type mapping pipeline, Matrix Inversion and Subset Selection (MISS), to determine the brain-wide distributions of pan-hippocampal and neocortical neuronal and non-neuronal cells in the mouse using recently available single-cell RNA sequencing (scRNAseq) data. We then performed a robust set of analyses to identify general principles of cell-type-based selective vulnerability using these cell-type distributions, utilizing 5 transgenic mouse studies that quantified regional tau in 12 distinct PS19 mouse models. Using our approach, which constitutes the broadest exploration of whole-brain selective vulnerability to date, we were able to discover cell types and cell-type classes that conferred vulnerability and resilience to tau pathology. Hippocampal glutamatergic neurons as a whole were strongly positively associated with regional tau deposition, suggesting vulnerability, while cortical glutamatergic and GABAergic neurons were negatively associated. Among glia, we identified oligodendrocytes as the single-most strongly negatively associated cell type, whereas microglia were consistently positively correlated. Strikingly, we found that there was no association between the gene expression relationships between cell types and their vulnerability or resilience to tau pathology. When we looked at the explanatory power of cell types versus GWAS-identified AD risk genes, cell type distributions were consistently more predictive of end-timepoint tau pathology than regional gene expression. To understand the functional enrichment patterns of the genes that were markers of the identified vulnerable or resilient cell types, we performed gene ontology analysis. We found that the genes that are directly correlated to tau pathology are functionally distinct from those that constitutively embody the vulnerable cells. In short, we have demonstrated that regional cell-type composition is a compelling explanation for the selective vulnerability observed in tauopathic diseases at a whole-brain level and is distinct from that conferred by risk genes. These findings may have implications in identifying cell-type-based therapeutic targets.
阿尔茨海默病(AD)等神经退行性疾病在大脑中表现出的病理变化具有刻板性和区域特异性,但目前人们对区域易感性的细胞和分子基础知之甚少。最近的研究发现,在一些感兴趣的病灶区域(如内侧皮层),某些亚群神经元选择性地易受AD中tau病理学的影响。然而,目前还不清楚区域易受 tau 病理学影响的细胞基础,主要是因为无法获得全面收集细胞类型的全脑图谱。在这里,我们利用最近获得的单细胞RNA测序(scRNAseq)数据,部署了一个最新的细胞类型映射管道--矩阵反转和子集选择(MISS),以确定小鼠泛海马和新皮质神经元和非神经元细胞的全脑分布。然后,我们利用 5 项转基因小鼠研究,对 12 种不同的 PS19 小鼠模型中的区域性 tau 进行了量化,并利用这些细胞类型分布进行了一系列稳健的分析,以确定基于细胞类型的选择性易损性的一般原则。我们的方法是迄今为止对全脑选择性易损性最广泛的探索,利用这种方法,我们能够发现细胞类型和细胞类型类别,它们赋予了对 tau 病理学的易损性和恢复力。海马谷氨酸能神经元作为一个整体与区域性 tau 沉积呈强正相关,这表明了脆弱性,而皮质谷氨酸能神经元和 GABA 能神经元则呈负相关。在神经胶质细胞中,我们发现少突胶质细胞是负相关最强的细胞类型,而小胶质细胞则一直呈正相关。令人震惊的是,我们发现细胞类型之间的基因表达关系与其对 tau 病理学的脆弱性或复原力之间没有关联。当我们研究细胞类型与 GWAS 确定的 AD 风险基因的解释力时,细胞类型分布对终末时间点 tau 病理学的预测力始终高于区域基因表达。为了了解作为已确定的易感或抗病细胞类型标志基因的功能富集模式,我们进行了基因本体分析。我们发现,与tau病理学直接相关的基因在功能上与构成脆弱细胞的基因不同。简而言之,我们已经证明,区域细胞类型组成是在全脑水平上观察到的牛头病理学疾病选择性易损性的一个令人信服的解释,而且与风险基因赋予的易损性不同。这些发现可能会对确定基于细胞类型的治疗靶点产生影响。
期刊介绍:
Zeitschrift für Kristallographie – Crystalline Materials was founded in 1877 by Paul von Groth and is today one of the world’s oldest scientific journals. It offers a place for researchers to present results of their theoretical experimental crystallographic studies. The journal presents significant results on structures and on properties of organic/inorganic substances with crystalline character, periodically ordered, modulated or quasicrystalline on static and dynamic phenomena applying the various methods of diffraction, spectroscopy and microscopy.