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A rat epigenetic clock recapitulates phenotypic aging and co-localizes with heterochromatin

Robust biomarkers of aging have been developed from DNA methylation in humans and more recently, in mice. This study aimed to generate a novel epigenetic clock in rats—a model with unique physical, physiological, and biochemical advantages—by incorporating behavioral data, unsupervised machine learn...

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Autores principales: Levine, Morgan, McDevitt, Ross A, Meer, Margarita, Perdue, Kathy, Di Francesco, Andrea, Meade, Theresa, Farrell, Colin, Thrush, Kyra, Wang, Meng, Dunn, Christopher, Pellegrini, Matteo, de Cabo, Rafael, Ferrucci, Luigi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: eLife Sciences Publications, Ltd 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7661040/
https://www.ncbi.nlm.nih.gov/pubmed/33179594
http://dx.doi.org/10.7554/eLife.59201
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author Levine, Morgan
McDevitt, Ross A
Meer, Margarita
Perdue, Kathy
Di Francesco, Andrea
Meade, Theresa
Farrell, Colin
Thrush, Kyra
Wang, Meng
Dunn, Christopher
Pellegrini, Matteo
de Cabo, Rafael
Ferrucci, Luigi
author_facet Levine, Morgan
McDevitt, Ross A
Meer, Margarita
Perdue, Kathy
Di Francesco, Andrea
Meade, Theresa
Farrell, Colin
Thrush, Kyra
Wang, Meng
Dunn, Christopher
Pellegrini, Matteo
de Cabo, Rafael
Ferrucci, Luigi
author_sort Levine, Morgan
collection PubMed
description Robust biomarkers of aging have been developed from DNA methylation in humans and more recently, in mice. This study aimed to generate a novel epigenetic clock in rats—a model with unique physical, physiological, and biochemical advantages—by incorporating behavioral data, unsupervised machine learning, and network analysis to identify epigenetic signals that not only track with age, but also relates to phenotypic aging. Reduced representation bisulfite sequencing (RRBS) data was used to train an epigenetic age (DNAmAge) measure in Fischer 344 CDF (F344) rats. This measure correlated with age at (r = 0.93) in an independent sample, and related to physical functioning (p=5.9e-3), after adjusting for age and cell counts. DNAmAge was also found to correlate with age in male C57BL/6 mice (r = 0.79), and was decreased in response to caloric restriction. Our signatures driven by CpGs in intergenic regions that showed substantial overlap with H3K9me3, H3K27me3, and E2F1 transcriptional factor binding.
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spelling pubmed-76610402020-11-16 A rat epigenetic clock recapitulates phenotypic aging and co-localizes with heterochromatin Levine, Morgan McDevitt, Ross A Meer, Margarita Perdue, Kathy Di Francesco, Andrea Meade, Theresa Farrell, Colin Thrush, Kyra Wang, Meng Dunn, Christopher Pellegrini, Matteo de Cabo, Rafael Ferrucci, Luigi eLife Computational and Systems Biology Robust biomarkers of aging have been developed from DNA methylation in humans and more recently, in mice. This study aimed to generate a novel epigenetic clock in rats—a model with unique physical, physiological, and biochemical advantages—by incorporating behavioral data, unsupervised machine learning, and network analysis to identify epigenetic signals that not only track with age, but also relates to phenotypic aging. Reduced representation bisulfite sequencing (RRBS) data was used to train an epigenetic age (DNAmAge) measure in Fischer 344 CDF (F344) rats. This measure correlated with age at (r = 0.93) in an independent sample, and related to physical functioning (p=5.9e-3), after adjusting for age and cell counts. DNAmAge was also found to correlate with age in male C57BL/6 mice (r = 0.79), and was decreased in response to caloric restriction. Our signatures driven by CpGs in intergenic regions that showed substantial overlap with H3K9me3, H3K27me3, and E2F1 transcriptional factor binding. eLife Sciences Publications, Ltd 2020-11-12 /pmc/articles/PMC7661040/ /pubmed/33179594 http://dx.doi.org/10.7554/eLife.59201 Text en http://creativecommons.org/publicdomain/zero/1.0/ http://creativecommons.org/publicdomain/zero/1.0/This is an open-access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose. The work is made available under the Creative Commons CC0 public domain dedication (http://creativecommons.org/publicdomain/zero/1.0/) .
spellingShingle Computational and Systems Biology
Levine, Morgan
McDevitt, Ross A
Meer, Margarita
Perdue, Kathy
Di Francesco, Andrea
Meade, Theresa
Farrell, Colin
Thrush, Kyra
Wang, Meng
Dunn, Christopher
Pellegrini, Matteo
de Cabo, Rafael
Ferrucci, Luigi
A rat epigenetic clock recapitulates phenotypic aging and co-localizes with heterochromatin
title A rat epigenetic clock recapitulates phenotypic aging and co-localizes with heterochromatin
title_full A rat epigenetic clock recapitulates phenotypic aging and co-localizes with heterochromatin
title_fullStr A rat epigenetic clock recapitulates phenotypic aging and co-localizes with heterochromatin
title_full_unstemmed A rat epigenetic clock recapitulates phenotypic aging and co-localizes with heterochromatin
title_short A rat epigenetic clock recapitulates phenotypic aging and co-localizes with heterochromatin
title_sort rat epigenetic clock recapitulates phenotypic aging and co-localizes with heterochromatin
topic Computational and Systems Biology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7661040/
https://www.ncbi.nlm.nih.gov/pubmed/33179594
http://dx.doi.org/10.7554/eLife.59201
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