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Metabolomic Evidence for Peroxisomal Dysfunction in Myalgic Encephalomyelitis/Chronic Fatigue Syndrome
Myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) is a chronic and debilitating disease characterized by unexplained physical fatigue, cognitive and sensory dysfunction, sleeping disturbances, orthostatic intolerance, and gastrointestinal problems. People with ME/CFS often report a prodrom...
Autores principales: | , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9320121/ https://www.ncbi.nlm.nih.gov/pubmed/35887252 http://dx.doi.org/10.3390/ijms23147906 |
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author | Che, Xiaoyu Brydges, Christopher R. Yu, Yuanzhi Price, Adam Joshi, Shreyas Roy, Ayan Lee, Bohyun Barupal, Dinesh K. Cheng, Aaron Palmer, Dana March Levine, Susan Peterson, Daniel L. Vernon, Suzanne D. Bateman, Lucinda Hornig, Mady Montoya, Jose G. Komaroff, Anthony L. Fiehn, Oliver Lipkin, W. Ian |
author_facet | Che, Xiaoyu Brydges, Christopher R. Yu, Yuanzhi Price, Adam Joshi, Shreyas Roy, Ayan Lee, Bohyun Barupal, Dinesh K. Cheng, Aaron Palmer, Dana March Levine, Susan Peterson, Daniel L. Vernon, Suzanne D. Bateman, Lucinda Hornig, Mady Montoya, Jose G. Komaroff, Anthony L. Fiehn, Oliver Lipkin, W. Ian |
author_sort | Che, Xiaoyu |
collection | PubMed |
description | Myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) is a chronic and debilitating disease characterized by unexplained physical fatigue, cognitive and sensory dysfunction, sleeping disturbances, orthostatic intolerance, and gastrointestinal problems. People with ME/CFS often report a prodrome consistent with infections. Using regression, Bayesian and enrichment analyses, we conducted targeted and untargeted metabolomic analysis of plasma from 106 ME/CFS cases and 91 frequency-matched healthy controls. Subjects in the ME/CFS group had significantly decreased levels of plasmalogens and phospholipid ethers (p < 0.001), phosphatidylcholines (p < 0.001) and sphingomyelins (p < 0.001), and elevated levels of dicarboxylic acids (p = 0.013). Using machine learning algorithms, we were able to differentiate ME/CFS or subgroups of ME/CFS from controls with area under the receiver operating characteristic curve (AUC) values up to 0.873. Our findings provide the first metabolomic evidence of peroxisomal dysfunction, and are consistent with dysregulation of lipid remodeling and the tricarboxylic acid cycle. These findings, if validated in other cohorts, could provide new insights into the pathogenesis of ME/CFS and highlight the potential use of the plasma metabolome as a source of biomarkers for the disease. |
format | Online Article Text |
id | pubmed-9320121 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-93201212022-07-27 Metabolomic Evidence for Peroxisomal Dysfunction in Myalgic Encephalomyelitis/Chronic Fatigue Syndrome Che, Xiaoyu Brydges, Christopher R. Yu, Yuanzhi Price, Adam Joshi, Shreyas Roy, Ayan Lee, Bohyun Barupal, Dinesh K. Cheng, Aaron Palmer, Dana March Levine, Susan Peterson, Daniel L. Vernon, Suzanne D. Bateman, Lucinda Hornig, Mady Montoya, Jose G. Komaroff, Anthony L. Fiehn, Oliver Lipkin, W. Ian Int J Mol Sci Article Myalgic encephalomyelitis/chronic fatigue syndrome (ME/CFS) is a chronic and debilitating disease characterized by unexplained physical fatigue, cognitive and sensory dysfunction, sleeping disturbances, orthostatic intolerance, and gastrointestinal problems. People with ME/CFS often report a prodrome consistent with infections. Using regression, Bayesian and enrichment analyses, we conducted targeted and untargeted metabolomic analysis of plasma from 106 ME/CFS cases and 91 frequency-matched healthy controls. Subjects in the ME/CFS group had significantly decreased levels of plasmalogens and phospholipid ethers (p < 0.001), phosphatidylcholines (p < 0.001) and sphingomyelins (p < 0.001), and elevated levels of dicarboxylic acids (p = 0.013). Using machine learning algorithms, we were able to differentiate ME/CFS or subgroups of ME/CFS from controls with area under the receiver operating characteristic curve (AUC) values up to 0.873. Our findings provide the first metabolomic evidence of peroxisomal dysfunction, and are consistent with dysregulation of lipid remodeling and the tricarboxylic acid cycle. These findings, if validated in other cohorts, could provide new insights into the pathogenesis of ME/CFS and highlight the potential use of the plasma metabolome as a source of biomarkers for the disease. MDPI 2022-07-18 /pmc/articles/PMC9320121/ /pubmed/35887252 http://dx.doi.org/10.3390/ijms23147906 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Che, Xiaoyu Brydges, Christopher R. Yu, Yuanzhi Price, Adam Joshi, Shreyas Roy, Ayan Lee, Bohyun Barupal, Dinesh K. Cheng, Aaron Palmer, Dana March Levine, Susan Peterson, Daniel L. Vernon, Suzanne D. Bateman, Lucinda Hornig, Mady Montoya, Jose G. Komaroff, Anthony L. Fiehn, Oliver Lipkin, W. Ian Metabolomic Evidence for Peroxisomal Dysfunction in Myalgic Encephalomyelitis/Chronic Fatigue Syndrome |
title | Metabolomic Evidence for Peroxisomal Dysfunction in Myalgic Encephalomyelitis/Chronic Fatigue Syndrome |
title_full | Metabolomic Evidence for Peroxisomal Dysfunction in Myalgic Encephalomyelitis/Chronic Fatigue Syndrome |
title_fullStr | Metabolomic Evidence for Peroxisomal Dysfunction in Myalgic Encephalomyelitis/Chronic Fatigue Syndrome |
title_full_unstemmed | Metabolomic Evidence for Peroxisomal Dysfunction in Myalgic Encephalomyelitis/Chronic Fatigue Syndrome |
title_short | Metabolomic Evidence for Peroxisomal Dysfunction in Myalgic Encephalomyelitis/Chronic Fatigue Syndrome |
title_sort | metabolomic evidence for peroxisomal dysfunction in myalgic encephalomyelitis/chronic fatigue syndrome |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9320121/ https://www.ncbi.nlm.nih.gov/pubmed/35887252 http://dx.doi.org/10.3390/ijms23147906 |
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