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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...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
eLife Sciences Publications, Ltd
2020
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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. |
format | Online Article Text |
id | pubmed-7661040 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | eLife Sciences Publications, Ltd |
record_format | MEDLINE/PubMed |
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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