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Integrative metabolomics‐genomics approach reveals key metabolic pathways and regulators of Alzheimer's disease
Metabolites, the biochemical products of the cellular process, can be used to measure alterations in biochemical pathways related to the pathogenesis of Alzheimer's disease (AD). However, the relationships between systemic abnormalities in metabolism and the pathogenesis of AD are poorly unders...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9085975/ https://www.ncbi.nlm.nih.gov/pubmed/34757660 http://dx.doi.org/10.1002/alz.12468 |
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author | Horgusluoglu, Emrin Neff, Ryan Song, Won‐Min Wang, Minghui Wang, Qian Arnold, Matthias Krumsiek, Jan Galindo‐Prieto, Beatriz Ming, Chen Nho, Kwangsik Kastenmüller, Gabi Han, Xianlin Baillie, Rebecca Zeng, Qi Andrews, Shea Cheng, Haoxiang Hao, Ke Goate, Alison Bennett, David A. Saykin, Andrew J. Kaddurah‐Daouk, Rima Zhang, Bin |
author_facet | Horgusluoglu, Emrin Neff, Ryan Song, Won‐Min Wang, Minghui Wang, Qian Arnold, Matthias Krumsiek, Jan Galindo‐Prieto, Beatriz Ming, Chen Nho, Kwangsik Kastenmüller, Gabi Han, Xianlin Baillie, Rebecca Zeng, Qi Andrews, Shea Cheng, Haoxiang Hao, Ke Goate, Alison Bennett, David A. Saykin, Andrew J. Kaddurah‐Daouk, Rima Zhang, Bin |
author_sort | Horgusluoglu, Emrin |
collection | PubMed |
description | Metabolites, the biochemical products of the cellular process, can be used to measure alterations in biochemical pathways related to the pathogenesis of Alzheimer's disease (AD). However, the relationships between systemic abnormalities in metabolism and the pathogenesis of AD are poorly understood. In this study, we aim to identify AD‐specific metabolomic changes and their potential upstream genetic and transcriptional regulators through an integrative systems biology framework for analyzing genetic, transcriptomic, metabolomic, and proteomic data in AD. Metabolite co‐expression network analysis of the blood metabolomic data in the Alzheimer's Disease Neuroimaging Initiative (ADNI) shows short‐chain acylcarnitines/amino acids and medium/long‐chain acylcarnitines are most associated with AD clinical outcomes, including episodic memory scores and disease severity. Integration of the gene expression data in both the blood from the ADNI and the brain from the Accelerating Medicines Partnership Alzheimer's Disease (AMP‐AD) program reveals ABCA1 and CPT1A are involved in the regulation of acylcarnitines and amino acids in AD. Gene co‐expression network analysis of the AMP‐AD brain RNA‐seq data suggests the CPT1A‐ and ABCA1‐centered subnetworks are associated with neuronal system and immune response, respectively. Increased ABCA1 gene expression and adiponectin protein, a regulator of ABCA1, correspond to decreased short‐chain acylcarnitines and amines in AD in the ADNI. In summary, our integrated analysis of large‐scale multiomics data in AD systematically identifies novel metabolites and their potential regulators in AD and the findings pave a way for not only developing sensitive and specific diagnostic biomarkers for AD but also identifying novel molecular mechanisms of AD pathogenesis. |
format | Online Article Text |
id | pubmed-9085975 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-90859752022-10-14 Integrative metabolomics‐genomics approach reveals key metabolic pathways and regulators of Alzheimer's disease Horgusluoglu, Emrin Neff, Ryan Song, Won‐Min Wang, Minghui Wang, Qian Arnold, Matthias Krumsiek, Jan Galindo‐Prieto, Beatriz Ming, Chen Nho, Kwangsik Kastenmüller, Gabi Han, Xianlin Baillie, Rebecca Zeng, Qi Andrews, Shea Cheng, Haoxiang Hao, Ke Goate, Alison Bennett, David A. Saykin, Andrew J. Kaddurah‐Daouk, Rima Zhang, Bin Alzheimers Dement Theoretical Article Metabolites, the biochemical products of the cellular process, can be used to measure alterations in biochemical pathways related to the pathogenesis of Alzheimer's disease (AD). However, the relationships between systemic abnormalities in metabolism and the pathogenesis of AD are poorly understood. In this study, we aim to identify AD‐specific metabolomic changes and their potential upstream genetic and transcriptional regulators through an integrative systems biology framework for analyzing genetic, transcriptomic, metabolomic, and proteomic data in AD. Metabolite co‐expression network analysis of the blood metabolomic data in the Alzheimer's Disease Neuroimaging Initiative (ADNI) shows short‐chain acylcarnitines/amino acids and medium/long‐chain acylcarnitines are most associated with AD clinical outcomes, including episodic memory scores and disease severity. Integration of the gene expression data in both the blood from the ADNI and the brain from the Accelerating Medicines Partnership Alzheimer's Disease (AMP‐AD) program reveals ABCA1 and CPT1A are involved in the regulation of acylcarnitines and amino acids in AD. Gene co‐expression network analysis of the AMP‐AD brain RNA‐seq data suggests the CPT1A‐ and ABCA1‐centered subnetworks are associated with neuronal system and immune response, respectively. Increased ABCA1 gene expression and adiponectin protein, a regulator of ABCA1, correspond to decreased short‐chain acylcarnitines and amines in AD in the ADNI. In summary, our integrated analysis of large‐scale multiomics data in AD systematically identifies novel metabolites and their potential regulators in AD and the findings pave a way for not only developing sensitive and specific diagnostic biomarkers for AD but also identifying novel molecular mechanisms of AD pathogenesis. John Wiley and Sons Inc. 2021-11-10 2022-06 /pmc/articles/PMC9085975/ /pubmed/34757660 http://dx.doi.org/10.1002/alz.12468 Text en © 2021 The Authors. Alzheimer's & Dementia published by Wiley Periodicals LLC on behalf of Alzheimer's Association. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made. |
spellingShingle | Theoretical Article Horgusluoglu, Emrin Neff, Ryan Song, Won‐Min Wang, Minghui Wang, Qian Arnold, Matthias Krumsiek, Jan Galindo‐Prieto, Beatriz Ming, Chen Nho, Kwangsik Kastenmüller, Gabi Han, Xianlin Baillie, Rebecca Zeng, Qi Andrews, Shea Cheng, Haoxiang Hao, Ke Goate, Alison Bennett, David A. Saykin, Andrew J. Kaddurah‐Daouk, Rima Zhang, Bin Integrative metabolomics‐genomics approach reveals key metabolic pathways and regulators of Alzheimer's disease |
title | Integrative metabolomics‐genomics approach reveals key metabolic pathways and regulators of Alzheimer's disease |
title_full | Integrative metabolomics‐genomics approach reveals key metabolic pathways and regulators of Alzheimer's disease |
title_fullStr | Integrative metabolomics‐genomics approach reveals key metabolic pathways and regulators of Alzheimer's disease |
title_full_unstemmed | Integrative metabolomics‐genomics approach reveals key metabolic pathways and regulators of Alzheimer's disease |
title_short | Integrative metabolomics‐genomics approach reveals key metabolic pathways and regulators of Alzheimer's disease |
title_sort | integrative metabolomics‐genomics approach reveals key metabolic pathways and regulators of alzheimer's disease |
topic | Theoretical Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9085975/ https://www.ncbi.nlm.nih.gov/pubmed/34757660 http://dx.doi.org/10.1002/alz.12468 |
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