Integrated analyses of 5 mC, 5hmC methylation and gene expression reveal pathology-associated AKT3 gene and potential biomarkers for Alzheimer's disease

IF 3.7 2区 医学 Q1 PSYCHIATRY Journal of psychiatric research Pub Date : 2024-08-24 DOI:10.1016/j.jpsychires.2024.08.021
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Abstract

Aims

5 mC methylation and hydroxymethylation (5hmC) are associated with Alzheimer's disease (AD). However, previous studies were limited by the absence of a 5hmC calculation. This study aims to find AD associated predictors and potential therapeutic chemicals using bioinformatics approach integrating 5 mC, 5hmC, and expression changes, and an AD mouse model.

Methods

Gene expression microarray and 5 mC and 5hmC sequencing datasets were downloaded from GEO repository. 142 AD and 52 normal entorhinal cortex specimens were enrolled. Data from oxidative bisulfite sequencing (oxBS)-treated samples, which represent only 5 mC, were used to calculate 5hmC level. Functional analyses, random forest supervised classification and methylation validation were applied. Potential chemicals were predicted by CMap. Morris water maze, Y maze and novel object recognition behavior tests were performed using FAD4T AD mice model. Cortex and hippocampus tissues were isolated for immunohistochemical staining.

Results

C1QTNF5, UBD, ZFP106, NEDD1, AKT3, and MBP genes involving 13 promoter CpG sites with 5mc, 5hmC methylation and expression difference were identified. AKT3 and MBP were down-regulated in both patients and mouse model. Three CpG sites in AKT3 and MBP showed significant methylation difference on validation. FAD4T AD mice showed recession in brain functions and lower AKT3 expression in both cortex and hippocampus. Ten chemicals were predicted as potential treatments for AD.

Conclusions

AKT3 and MBP may be associated with AD pathology and could serve as biomarkers. The ten predicted chemicals might offer new therapeutic approaches. Our findings could contribute to identifying novel markers and advancing the understanding of AD mechanisms.

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对 5 mC、5hmC 甲基化和基因表达的综合分析揭示了与病理学相关的 AKT3 基因和阿尔茨海默病的潜在生物标记物
目的5 mC甲基化和羟甲基化(5hmC)与阿尔茨海默病(AD)有关。然而,以往的研究因缺乏 5hmC 计算而受到限制。本研究旨在利用生物信息学方法整合 5 mC、5hmC 和表达变化以及 AD 小鼠模型,找到与 AD 相关的预测因子和潜在的治疗化学物质。共收集了 142 份 AD 和 52 份正常内视网膜皮层标本。经氧化亚硫酸氢盐测序(oxBS)处理的样本数据仅代表5 mC,用于计算5hmC水平。应用了功能分析、随机森林监督分类和甲基化验证。潜在的化学物质由 CMap 预测。利用FAD4T AD小鼠模型进行了莫里斯水迷宫、Y迷宫和新物体识别行为测试。结果鉴定出C1QTNF5、UBD、ZFP106、NEDD1、AKT3和MBP基因的13个启动子CpG位点存在5mc、5hmC甲基化和表达差异。AKT3和MBP在患者和小鼠模型中均出现下调。AKT3和MBP的三个CpG位点在验证时显示出显著的甲基化差异。FAD4T AD小鼠的大脑功能出现衰退,皮层和海马中的AKT3表达量降低。结论AKT3和MBP可能与AD病理学有关,并可作为生物标志物。预测的十种化学物质可能会提供新的治疗方法。我们的研究结果有助于确定新的标记物,并促进对注意力缺失症机制的了解。
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来源期刊
Journal of psychiatric research
Journal of psychiatric research 医学-精神病学
CiteScore
7.30
自引率
2.10%
发文量
622
审稿时长
130 days
期刊介绍: Founded in 1961 to report on the latest work in psychiatry and cognate disciplines, the Journal of Psychiatric Research is dedicated to innovative and timely studies of four important areas of research: (1) clinical studies of all disciplines relating to psychiatric illness, as well as normal human behaviour, including biochemical, physiological, genetic, environmental, social, psychological and epidemiological factors; (2) basic studies pertaining to psychiatry in such fields as neuropsychopharmacology, neuroendocrinology, electrophysiology, genetics, experimental psychology and epidemiology; (3) the growing application of clinical laboratory techniques in psychiatry, including imagery and spectroscopy of the brain, molecular biology and computer sciences;
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