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Dysregulated biodynamics in metabolic attractor systems precede the emergence of amyotrophic lateral sclerosis
Evolutionarily conserved mechanisms maintain homeostasis of essential elements, and are believed to be highly time-variant. However, current approaches measure elemental biomarkers at a few discrete time-points, ignoring complex higher-order dynamical features. To study dynamical properties of eleme...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7159190/ https://www.ncbi.nlm.nih.gov/pubmed/32294079 http://dx.doi.org/10.1371/journal.pcbi.1007773 |
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author | Curtin, Paul Austin, Christine Curtin, Austen Gennings, Chris Figueroa-Romero, Claudia Mikhail, Kristen A. Botero, Tatiana M. Goutman, Stephen A. Feldman, Eva L. Arora, Manish |
author_facet | Curtin, Paul Austin, Christine Curtin, Austen Gennings, Chris Figueroa-Romero, Claudia Mikhail, Kristen A. Botero, Tatiana M. Goutman, Stephen A. Feldman, Eva L. Arora, Manish |
author_sort | Curtin, Paul |
collection | PubMed |
description | Evolutionarily conserved mechanisms maintain homeostasis of essential elements, and are believed to be highly time-variant. However, current approaches measure elemental biomarkers at a few discrete time-points, ignoring complex higher-order dynamical features. To study dynamical properties of elemental homeostasis, we apply laser ablation inductively-coupled plasma mass spectrometry (LA-ICP-MS) to tooth samples to generate 500 temporally sequential measurements of elemental concentrations from birth to 10 years. We applied dynamical system and Information Theory-based analyses to reveal the longest-known attractor system in mammalian biology underlying the metabolism of nutrient elements, and identify distinct and consistent transitions between stable and unstable states throughout development. Extending these dynamical features to disease prediction, we find that attractor topography of nutrient metabolism is altered in amyotrophic lateral sclerosis (ALS), as early as childhood, suggesting these pathways are involved in disease risk. Mechanistic analysis was undertaken in a transgenic mouse model of ALS, where we find similar marked disruptions in elemental attractor systems as in humans. Our results demonstrate the application of a phenomological analysis of dynamical systems underlying elemental metabolism, and emphasize the utility of these measures in characterizing risk of disease. |
format | Online Article Text |
id | pubmed-7159190 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-71591902020-04-22 Dysregulated biodynamics in metabolic attractor systems precede the emergence of amyotrophic lateral sclerosis Curtin, Paul Austin, Christine Curtin, Austen Gennings, Chris Figueroa-Romero, Claudia Mikhail, Kristen A. Botero, Tatiana M. Goutman, Stephen A. Feldman, Eva L. Arora, Manish PLoS Comput Biol Research Article Evolutionarily conserved mechanisms maintain homeostasis of essential elements, and are believed to be highly time-variant. However, current approaches measure elemental biomarkers at a few discrete time-points, ignoring complex higher-order dynamical features. To study dynamical properties of elemental homeostasis, we apply laser ablation inductively-coupled plasma mass spectrometry (LA-ICP-MS) to tooth samples to generate 500 temporally sequential measurements of elemental concentrations from birth to 10 years. We applied dynamical system and Information Theory-based analyses to reveal the longest-known attractor system in mammalian biology underlying the metabolism of nutrient elements, and identify distinct and consistent transitions between stable and unstable states throughout development. Extending these dynamical features to disease prediction, we find that attractor topography of nutrient metabolism is altered in amyotrophic lateral sclerosis (ALS), as early as childhood, suggesting these pathways are involved in disease risk. Mechanistic analysis was undertaken in a transgenic mouse model of ALS, where we find similar marked disruptions in elemental attractor systems as in humans. Our results demonstrate the application of a phenomological analysis of dynamical systems underlying elemental metabolism, and emphasize the utility of these measures in characterizing risk of disease. Public Library of Science 2020-04-15 /pmc/articles/PMC7159190/ /pubmed/32294079 http://dx.doi.org/10.1371/journal.pcbi.1007773 Text en © 2020 Curtin et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Curtin, Paul Austin, Christine Curtin, Austen Gennings, Chris Figueroa-Romero, Claudia Mikhail, Kristen A. Botero, Tatiana M. Goutman, Stephen A. Feldman, Eva L. Arora, Manish Dysregulated biodynamics in metabolic attractor systems precede the emergence of amyotrophic lateral sclerosis |
title | Dysregulated biodynamics in metabolic attractor systems precede the emergence of amyotrophic lateral sclerosis |
title_full | Dysregulated biodynamics in metabolic attractor systems precede the emergence of amyotrophic lateral sclerosis |
title_fullStr | Dysregulated biodynamics in metabolic attractor systems precede the emergence of amyotrophic lateral sclerosis |
title_full_unstemmed | Dysregulated biodynamics in metabolic attractor systems precede the emergence of amyotrophic lateral sclerosis |
title_short | Dysregulated biodynamics in metabolic attractor systems precede the emergence of amyotrophic lateral sclerosis |
title_sort | dysregulated biodynamics in metabolic attractor systems precede the emergence of amyotrophic lateral sclerosis |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7159190/ https://www.ncbi.nlm.nih.gov/pubmed/32294079 http://dx.doi.org/10.1371/journal.pcbi.1007773 |
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