自闭症谱系障碍中脂多糖诱导的维生素运输抑制和代谢重编程的系统假说:对验证和治疗翻译的公开呼吁。

IF 3.4 3区 生物学 Q2 BIOCHEMISTRY & MOLECULAR BIOLOGY
Metabolites Pub Date : 2025-06-13 DOI:10.3390/metabo15060399
Albion Dervishi
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引用次数: 0

摘要

背景:自闭症谱系障碍(ASD)越来越多地与全身性代谢功能障碍联系在一起,可能受到肠-脑轴失调的影响,但其潜在机制尚不清楚。方法:我们开发了个性化代谢边缘图谱(PM3),这是一个计算系统生物学框架,用于分析来自12个ASD和12个对照组死后脑样本的RNA-seq数据。该模型聚焦于158个精心挑选的代谢基因,这些基因在氧化还原平衡、线粒体功能、神经发育和肠脑相互作用中发挥作用。结果:使用无监督机器学习(隔离森林)检测异常值表达模式、欧几里得距离和表达差异百分比指标,PM3显示糖酵解(例如PFKM -5.4%)和线粒体酶(例如sucl2 -12%)的一致下调。通过结合辅助因子依赖性和亚细胞定位,PM3确定了多种维生素转运蛋白的协同抑制(例如,SLC5A6中-4.5%,SLC19A2中-3.5%),潜在地限制了ASD大脑中辅助因子的可用性和复合能量缺陷。结论:这些发现提示ASD存在趋同性代谢失调特征;其中辅因子依赖通路的微妙抑制可能损害能量代谢和神经发育。我们提出慢性微生物脂多糖(LPS)暴露在ASD中抑制维生素转运蛋白功能,启动线粒体功能障碍和转录组重编程。使用综合转录组-代谢组学分析在lps暴露系统中进行验证是必要的。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A Systems Hypothesis of Lipopolysaccharide-Induced Vitamin Transport Suppression and Metabolic Reprogramming in Autism Spectrum Disorders: An Open Call for Validation and Therapeutic Translation.

Background: Autism spectrum disorder (ASD) is increasingly linked to systemic metabolic dysfunction, potentially influenced by gut-brain axis dysregulation, but the underlying mechanisms remain unclear. Methods: We developed Personalized Metabolic Margin Mapping (PM3), a computational systems biology framework, to analyze RNA-seq data from 12 ASD and 12 control postmortem brain samples. The model focused on 158 curated metabolic genes selected for their roles in redox balance, mitochondrial function, neurodevelopment, and gut-brain interactions. Results: Using unsupervised machine learning (Isolation Forest) to detect outlier expression patterns, Euclidean distance, and percent expression difference metrics, PM3 revealed a consistent downregulation of glycolysis (e.g., -5.4% in PFKM) and mitochondrial enzymes (e.g., -12% in SUCLA2). By incorporating cofactor dependency and subcellular localization, PM3 identified a coordinated suppression of multivitamin transporters (e.g., -4.5% in SLC5A6, -3.5% in SLC19A2), potentially limiting cofactor availability and compounding energy deficits in ASD brains. Conclusions: These findings suggest a convergent metabolic dysregulation signature in ASD; wherein the subtle suppression of cofactor-dependent pathways may impair energy metabolism and neurodevelopment. We propose that chronic microbial lipopolysaccharide (LPS) exposure in ASD suppresses vitamin transporter function, initiating mitochondrial dysfunction and transcriptomic reprogramming. Validation in LPS-exposed systems using integrated transcriptomic-metabolomic analysis is warranted.

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来源期刊
Metabolites
Metabolites Biochemistry, Genetics and Molecular Biology-Molecular Biology
CiteScore
5.70
自引率
7.30%
发文量
1070
审稿时长
17.17 days
期刊介绍: Metabolites (ISSN 2218-1989) is an international, peer-reviewed open access journal of metabolism and metabolomics. Metabolites publishes original research articles and review articles in all molecular aspects of metabolism relevant to the fields of metabolomics, metabolic biochemistry, computational and systems biology, biotechnology and medicine, with a particular focus on the biological roles of metabolites and small molecule biomarkers. Metabolites encourages scientists to publish their experimental and theoretical results in as much detail as possible. Therefore, there is no restriction on article length. Sufficient experimental details must be provided to enable the results to be accurately reproduced. Electronic material representing additional figures, materials and methods explanation, or supporting results and evidence can be submitted with the main manuscript as supplementary material.
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