Unravelling the complex interplay of cuproptosis, lncRNAs, and immune infiltration in Alzheimer's disease: a step towards novel therapeutic targets.

IF 1.2 4区 医学 Q2 ANTHROPOLOGY Annals of Human Biology Pub Date : 2024-02-01 Epub Date: 2024-05-21 DOI:10.1080/03014460.2024.2342531
Yi Zeng, Siqi Qian, Yuan Cao, Wenbiao Xiao
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Abstract

Background: Cuproptosis, a type of cell death involving copper ion accumulation and oxidative stress, has been implicated in the development of Alzheimer's disease (AD).

Aim: This study aimed to explore the potential mechanisms and roles of cuproptosis-related genes (CRGs), long non-coding RNAs (lncRNAs), and immune cells in the development of cuproptosis in AD.

Subjects and methods: Gene expression profiles of AD were acquired from the Gene Expression Omnibus (GEO) database, and differential analysis was conducted to identify CRGs. Random Forest (RF) modelling was employed to select the most crucial CRGs, which were subsequently validated in the test set. A nomogram model was created to predict AD risk and categorise AD subtypes based on the identified CRGs. A lncRNA-related ceRNA network was built, and immune cell infiltration analysis was conducted.

Results: Twelve differentially expressed CRGs were identified in the AD dataset. The RF model pinpointed the five most critical CRGs, which were validated in the test set with an AUC of 0.90. A lncRNA-related ceRNA network was developed, and immune cell infiltration analysis revealed high levels of M1 macrophages and mast cells, along with low levels of memory B cells in AD samples. Correlation analysis unveiled associations between CRGs, lncRNAs, and differentially infiltrating immune cells.

Conclusion: This research offers insights into the potential mechanisms and roles of CRGs, lncRNAs, and immune cells in the development of cuproptosis in AD. The identified CRGs and lncRNAs may serve as potential therapeutic targets for AD, and the nomogram model may assist in early AD diagnosis and subtyping.

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揭示阿尔茨海默病中杯突症、lncRNAs 和免疫浸润的复杂相互作用:向新的治疗靶点迈进。
背景:目的:本研究旨在探讨杯突相关基因(CRGs)、长非编码RNAs(lncRNAs)和免疫细胞在AD杯突发生中的潜在机制和作用:从基因表达总库(GEO)数据库中获取AD的基因表达谱,并进行差异分析以确定CRGs。采用随机森林(RF)建模法选出最关键的CRGs,随后在测试集中进行验证。创建了一个提名图模型,以预测AD风险,并根据确定的CRGs对AD亚型进行分类。建立了与lncRNA相关的ceRNA网络,并进行了免疫细胞浸润分析:结果:在AD数据集中发现了12个差异表达的CRGs。RF模型确定了五个最关键的CRGs,并在测试集中进行了验证,其AUC为0.90。建立了一个与lncRNA相关的ceRNA网络,免疫细胞浸润分析表明,在AD样本中,M1巨噬细胞和肥大细胞的水平较高,而记忆B细胞的水平较低。相关性分析揭示了CRGs、lncRNAs和不同浸润免疫细胞之间的关联:这项研究深入揭示了CRGs、lncRNAs和免疫细胞在AD杯突症发展过程中的潜在机制和作用。所发现的CRGs和lncRNAs可作为AD的潜在治疗靶点,而提名图模型可帮助早期AD诊断和亚型鉴定。
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来源期刊
Annals of Human Biology
Annals of Human Biology 生物-公共卫生、环境卫生与职业卫生
CiteScore
3.40
自引率
5.90%
发文量
46
审稿时长
1 months
期刊介绍: Annals of Human Biology is an international, peer-reviewed journal published six times a year in electronic format. The journal reports investigations on the nature, development and causes of human variation, embracing the disciplines of human growth and development, human genetics, physical and biological anthropology, demography, environmental physiology, ecology, epidemiology and global health and ageing research.
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