抑郁症自杀性脑组织scRNA-seq、大块信使核糖核酸-seq和DNA甲基化谱的综合分析。

IF 4.5 2区 医学 Q1 CLINICAL NEUROLOGY
Yalan Zhou, Lan Xiong, Jianhua Chen, Qingzhong Wang
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引用次数: 0

摘要

背景:由于自杀行为给个人、家庭、社区和社会带来的经济和人力成本,自杀行为已成为全球严重的公共卫生问题。然而,自杀行为的潜在病因和生物学机制仍知之甚少。方法:我们从自杀受试者研究的MDD皮层以及氟西汀治疗的大鼠大脑中收集了不同的单组学数据,包括scRNA-seq、大块信使核糖核酸seq、DNA甲基化微阵列。我们匹配了转录组数据集和甲基化数据集之间重叠的受试者ID。通过两组比较分析计算差异表达基因(DEGs)和差异甲基化区(DMRs)。进行交叉组学分析以计算差异甲基化CpG位点和定位转录物的甲基化和转录物水平之间的相关性。此外,我们对大量信使核糖核酸序列和DNA甲基化谱进行了去卷积分析,并将scRNA-seq作为参考谱。结果:最终发现17个关键基因在不同的组学和组织中有共同的变化,7种细胞类型中少突胶质细胞前体细胞(OPCs)的细胞类型比例存在显著差异。同时,我们对抗抑郁药治疗大鼠的单细胞序列的分析发现,药物特异性差异表达基因富集到生物途径中,包括离子通道和谷氨酸能受体。结论:本研究在抑郁症和自杀患者的两个大脑区域发现了一些受DNA甲基化影响的重要失调基因。有趣的是,我们发现OPCs对自杀行为中与差异表达基因和甲基化位点相关的细胞类型比例贡献最大。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Integrative Analyses of scRNA-seq, Bulk mRNA-seq, and DNA Methylation Profiling in Depressed Suicide Brain Tissues.

Background: Suicidal behaviors have become a serious public health concern globally due to the economic and human cost of suicidal behavior to individuals, families, communities, and society. However, the underlying etiology and biological mechanism of suicidal behavior remains poorly understood.

Methods: We collected different single omic data, including single-cell RNA sequencing (scRNA-seq), bulk mRNA-seq, DNA methylation microarrays from the cortex of Major Depressive Disorder (MDD) in suicide subjects' studies, as well as fluoxetine-treated rats brains. We matched subject IDs that overlapped between the transcriptome dataset and the methylation dataset. The differential expression genes and differentially methylated regions were calculated with a 2-group comparison analysis. Cross-omics analysis was performed to calculate the correlation between the methylated and transcript levels of differentially methylated CpG sites and mapped transcripts. Additionally, we performed a deconvolution analysis for bulk mRNA-seq and DNA methylation profiling with scRNA-seq as the reference profiles.

Results: Difference in cell type proportions among 7 cell types. Meanwhile, our analysis of single-cell sequence from the antidepressant-treated rats found that drug-specific differential expression genes were enriched into biological pathways, including ion channels and glutamatergic receptors.

Conclusions: This study identified some important dysregulated genes influenced by DNA methylation in 2 brain regions of depression and suicide patients. Interestingly, we found that oligodendrocyte precursor cells (OPCs) have the most contributors for cell-type proportions related to differential expression genes and methylated sites in suicidal behavior.

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来源期刊
CiteScore
8.40
自引率
2.10%
发文量
230
审稿时长
4-8 weeks
期刊介绍: The central focus of the journal is on research that advances understanding of existing and new neuropsychopharmacological agents including their mode of action and clinical application or provides insights into the biological basis of psychiatric disorders and thereby advances their pharmacological treatment. Such research may derive from the full spectrum of biological and psychological fields of inquiry encompassing classical and novel techniques in neuropsychopharmacology as well as strategies such as neuroimaging, genetics, psychoneuroendocrinology and neuropsychology.
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