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通过跨数据集转录组分析推断出健康人类衰老过程中皮质细胞类型比例的显著差异。

Robust differences in cortical cell type proportions across healthy human aging inferred through cross-dataset transcriptome analyses.

机构信息

The Krembil Centre for Neuroinformatics, Centre for Addiction and Mental Health, Toronto, Ontario, Canada.

The Krembil Centre for Neuroinformatics, Centre for Addiction and Mental Health, Toronto, Ontario, Canada; Department of Psychiatry, University of Toronto, Toronto, Ontario, Canada; Institute of Medical Science, University of Toronto, Toronto, Ontario, Canada; Dalla Lana School of Public Health, University of Toronto, Toronto, Ontario, Canada.

出版信息

Neurobiol Aging. 2023 May;125:49-61. doi: 10.1016/j.neurobiolaging.2023.01.013. Epub 2023 Jan 31.

Abstract

Age-related declines in cognitive function are driven by cell type-specific changes in the brain. However, it remains challenging to study cellular differences associated with healthy aging as traditional approaches scale poorly to the sample sizes needed to capture aging and cellular heterogeneity. Here, we employed cellular deconvolution to estimate relative cell type proportions using frontal cortex bulk gene expression from individuals without psychiatric conditions or brain pathologies. Our analyses comprised 8 datasets and 6 cohorts (1142 subjects and 1429 samples) with ages of death spanning 15-90 years. We found aging associated with profound differences in cellular proportions, with the largest changes reflecting fewer somatostatin- and vasoactive intestinal peptide-expressing interneurons, more astrocytes and other non-neuronal cells, and a suggestive "U-shaped" quadratic relationship for microglia. Cell type associations with age were markedly robust across bulk-and single nucleus datasets. Altogether, we present a comprehensive account of proportional differences in cortical cell types associated with healthy aging.

摘要

与年龄相关的认知功能下降是由大脑中特定细胞类型的变化驱动的。然而,由于传统方法难以扩展到足以捕获衰老和细胞异质性所需的样本量,因此研究与健康衰老相关的细胞差异仍然具有挑战性。在这里,我们使用细胞去卷积来估计前额叶皮质批量基因表达个体中相对细胞类型比例,这些个体没有精神疾病或脑部病变。我们的分析包括 8 个数据集和 6 个队列(1142 名受试者和 1429 个样本),死亡年龄跨度为 15-90 年。我们发现衰老与细胞比例的显著差异有关,最大的变化反映了更少的生长抑素和血管活性肠肽表达中间神经元,更多的星形胶质细胞和其他非神经元细胞,以及小胶质细胞的“U 形”二次关系。在批量和单核数据集上,细胞类型与年龄的关联都非常稳健。总的来说,我们提供了与健康衰老相关的皮质细胞类型比例差异的综合描述。

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