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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2020
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.
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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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