{"title":"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。","authors":"Albion Dervishi","doi":"10.3390/metabo15060399","DOIUrl":null,"url":null,"abstract":"<p><p><b>Background:</b> Autism spectrum disorder (ASD) is increasingly linked to systemic metabolic dysfunction, potentially influenced by gut-brain axis dysregulation, but the underlying mechanisms remain unclear. <b>Methods:</b> We developed Personalized Metabolic Margin Mapping (PM<sup>3</sup>), 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. <b>Results:</b> Using unsupervised machine learning (Isolation Forest) to detect outlier expression patterns, Euclidean distance, and percent expression difference metrics, PM<sup>3</sup> 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, PM<sup>3</sup> 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. <b>Conclusions:</b> 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.</p>","PeriodicalId":18496,"journal":{"name":"Metabolites","volume":"15 6","pages":""},"PeriodicalIF":3.4000,"publicationDate":"2025-06-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12195403/pdf/","citationCount":"0","resultStr":"{\"title\":\"A Systems Hypothesis of Lipopolysaccharide-Induced Vitamin Transport Suppression and Metabolic Reprogramming in Autism Spectrum Disorders: An Open Call for Validation and Therapeutic Translation.\",\"authors\":\"Albion Dervishi\",\"doi\":\"10.3390/metabo15060399\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p><b>Background:</b> Autism spectrum disorder (ASD) is increasingly linked to systemic metabolic dysfunction, potentially influenced by gut-brain axis dysregulation, but the underlying mechanisms remain unclear. <b>Methods:</b> We developed Personalized Metabolic Margin Mapping (PM<sup>3</sup>), 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. <b>Results:</b> Using unsupervised machine learning (Isolation Forest) to detect outlier expression patterns, Euclidean distance, and percent expression difference metrics, PM<sup>3</sup> 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, PM<sup>3</sup> 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. <b>Conclusions:</b> 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.</p>\",\"PeriodicalId\":18496,\"journal\":{\"name\":\"Metabolites\",\"volume\":\"15 6\",\"pages\":\"\"},\"PeriodicalIF\":3.4000,\"publicationDate\":\"2025-06-13\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC12195403/pdf/\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Metabolites\",\"FirstCategoryId\":\"99\",\"ListUrlMain\":\"https://doi.org/10.3390/metabo15060399\",\"RegionNum\":3,\"RegionCategory\":\"生物学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"BIOCHEMISTRY & MOLECULAR BIOLOGY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Metabolites","FirstCategoryId":"99","ListUrlMain":"https://doi.org/10.3390/metabo15060399","RegionNum":3,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"BIOCHEMISTRY & MOLECULAR BIOLOGY","Score":null,"Total":0}
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.
MetabolitesBiochemistry, 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.