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Metabolic drift in the aging nervous system is reflected in human cerebrospinal fluid
Chronic diseases affecting the central nervous system (CNS) like Alzheimer’s or Parkinson’s disease typically develop with advanced chronological age. Yet, aging at the metabolic level has been explored only sporadically in humans using biofluids in close proximity to the CNS such as the cerebrospin...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8458502/ https://www.ncbi.nlm.nih.gov/pubmed/34552125 http://dx.doi.org/10.1038/s41598-021-97491-1 |
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author | Peters, Kristian Herman, Stephanie Khoonsari, Payam Emami Burman, Joachim Neumann, Steffen Kultima, Kim |
author_facet | Peters, Kristian Herman, Stephanie Khoonsari, Payam Emami Burman, Joachim Neumann, Steffen Kultima, Kim |
author_sort | Peters, Kristian |
collection | PubMed |
description | Chronic diseases affecting the central nervous system (CNS) like Alzheimer’s or Parkinson’s disease typically develop with advanced chronological age. Yet, aging at the metabolic level has been explored only sporadically in humans using biofluids in close proximity to the CNS such as the cerebrospinal fluid (CSF). We have used an untargeted liquid chromatography high-resolution mass spectrometry (LC-HRMS) based metabolomics approach to measure the levels of metabolites in the CSF of non-neurological control subjects in the age of 20 up to 74. Using a random forest-based feature selection strategy, we extracted 69 features that were strongly related to age (p(age) < 0.001, r(age) = 0.762, R(2)(Boruta age) = 0.764). Combining an in-house library of known substances with in silico chemical classification and functional semantic annotation we successfully assigned putative annotations to 59 out of the 69 CSF metabolites. We found alterations in metabolites related to the Cytochrome P450 system, perturbations in the tryptophan and kynurenine pathways, metabolites associated with cellular energy (NAD+, ADP), mitochondrial and ribosomal metabolisms, neurological dysfunction, and an increase of adverse microbial metabolites. Taken together our results point at a key role for metabolites found in CSF related to the Cytochrome P450 system as most often associated with metabolic aging. |
format | Online Article Text |
id | pubmed-8458502 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-84585022021-09-24 Metabolic drift in the aging nervous system is reflected in human cerebrospinal fluid Peters, Kristian Herman, Stephanie Khoonsari, Payam Emami Burman, Joachim Neumann, Steffen Kultima, Kim Sci Rep Article Chronic diseases affecting the central nervous system (CNS) like Alzheimer’s or Parkinson’s disease typically develop with advanced chronological age. Yet, aging at the metabolic level has been explored only sporadically in humans using biofluids in close proximity to the CNS such as the cerebrospinal fluid (CSF). We have used an untargeted liquid chromatography high-resolution mass spectrometry (LC-HRMS) based metabolomics approach to measure the levels of metabolites in the CSF of non-neurological control subjects in the age of 20 up to 74. Using a random forest-based feature selection strategy, we extracted 69 features that were strongly related to age (p(age) < 0.001, r(age) = 0.762, R(2)(Boruta age) = 0.764). Combining an in-house library of known substances with in silico chemical classification and functional semantic annotation we successfully assigned putative annotations to 59 out of the 69 CSF metabolites. We found alterations in metabolites related to the Cytochrome P450 system, perturbations in the tryptophan and kynurenine pathways, metabolites associated with cellular energy (NAD+, ADP), mitochondrial and ribosomal metabolisms, neurological dysfunction, and an increase of adverse microbial metabolites. Taken together our results point at a key role for metabolites found in CSF related to the Cytochrome P450 system as most often associated with metabolic aging. Nature Publishing Group UK 2021-09-22 /pmc/articles/PMC8458502/ /pubmed/34552125 http://dx.doi.org/10.1038/s41598-021-97491-1 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Peters, Kristian Herman, Stephanie Khoonsari, Payam Emami Burman, Joachim Neumann, Steffen Kultima, Kim Metabolic drift in the aging nervous system is reflected in human cerebrospinal fluid |
title | Metabolic drift in the aging nervous system is reflected in human cerebrospinal fluid |
title_full | Metabolic drift in the aging nervous system is reflected in human cerebrospinal fluid |
title_fullStr | Metabolic drift in the aging nervous system is reflected in human cerebrospinal fluid |
title_full_unstemmed | Metabolic drift in the aging nervous system is reflected in human cerebrospinal fluid |
title_short | Metabolic drift in the aging nervous system is reflected in human cerebrospinal fluid |
title_sort | metabolic drift in the aging nervous system is reflected in human cerebrospinal fluid |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8458502/ https://www.ncbi.nlm.nih.gov/pubmed/34552125 http://dx.doi.org/10.1038/s41598-021-97491-1 |
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