Temporal changes of gene expression in health, schizophrenia, bipolar disorder, and major depressive disorder

IF 8.3 2区 材料科学 Q1 MATERIALS SCIENCE, MULTIDISCIPLINARY ACS Applied Materials & Interfaces Pub Date : 2024-02-17 DOI:10.1038/s41537-024-00443-7
Arsen Arakelyan, Susanna Avagyan, Aleksey Kurnosov, Tigran Mkrtchyan, Gohar Mkrtchyan, Roksana Zakharyan, Karine R. Mayilyan, Hans Binder
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Abstract

The molecular events underlying the development, manifestation, and course of schizophrenia, bipolar disorder, and major depressive disorder span from embryonic life to advanced age. However, little is known about the early dynamics of gene expression in these disorders due to their relatively late manifestation. To address this, we conducted a secondary analysis of post-mortem prefrontal cortex datasets using bioinformatics and machine learning techniques to identify differentially expressed gene modules associated with aging and the diseases, determine their time-perturbation points, and assess enrichment with expression quantitative trait loci (eQTL) genes. Our findings revealed early, mid, and late deregulation of expression of functional gene modules involved in neurodevelopment, plasticity, homeostasis, and immune response. This supports the hypothesis that multiple hits throughout life contribute to disease manifestation rather than a single early-life event. Moreover, the time-perturbed functional gene modules were associated with genetic loci affecting gene expression, highlighting the role of genetic factors in gene expression dynamics and the development of disease phenotypes. Our findings emphasize the importance of investigating time-dependent perturbations in gene expression before the age of onset in elucidating the molecular mechanisms of psychiatric disorders.

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健康、精神分裂症、双相情感障碍和重度抑郁障碍中基因表达的时间变化
精神分裂症、双相情感障碍和重度抑郁障碍的发病、表现和病程的分子事件跨越了从胚胎到老年的各个阶段。然而,由于这些疾病的表现相对较晚,人们对其早期的基因表达动态知之甚少。为了解决这个问题,我们利用生物信息学和机器学习技术对死后前额叶皮层数据集进行了二次分析,以确定与衰老和疾病相关的差异表达基因模块,确定它们的时间扰动点,并评估表达定量性状位点(eQTL)基因的富集情况。我们的研究结果表明,涉及神经发育、可塑性、稳态和免疫反应的功能基因模块在早期、中期和晚期都出现了表达失调。这支持了这样一个假设,即生命中的多重打击会导致疾病的表现,而不是单一的生命早期事件。此外,受时间扰动的功能基因模块与影响基因表达的遗传位点相关,突出了遗传因素在基因表达动态和疾病表型发展中的作用。我们的发现强调了研究发病年龄前基因表达随时间变化的扰动对阐明精神疾病分子机制的重要性。
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来源期刊
ACS Applied Materials & Interfaces
ACS Applied Materials & Interfaces 工程技术-材料科学:综合
CiteScore
16.00
自引率
6.30%
发文量
4978
审稿时长
1.8 months
期刊介绍: ACS Applied Materials & Interfaces is a leading interdisciplinary journal that brings together chemists, engineers, physicists, and biologists to explore the development and utilization of newly-discovered materials and interfacial processes for specific applications. Our journal has experienced remarkable growth since its establishment in 2009, both in terms of the number of articles published and the impact of the research showcased. We are proud to foster a truly global community, with the majority of published articles originating from outside the United States, reflecting the rapid growth of applied research worldwide.
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