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Aging effects on DNA methylation modules in human brain and blood tissue

BACKGROUND: Several recent studies reported aging effects on DNA methylation levels of individual CpG dinucleotides. But it is not yet known whether aging-related consensus modules, in the form of clusters of correlated CpG markers, can be found that are present in multiple human tissues. Such a mod...

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Autores principales: Horvath, Steve, Zhang, Yafeng, Langfelder, Peter, Kahn, René S, Boks, Marco PM, van Eijk, Kristel, van den Berg, Leonard H, Ophoff, Roel A
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4053733/
https://www.ncbi.nlm.nih.gov/pubmed/23034122
http://dx.doi.org/10.1186/gb-2012-13-10-r97
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author Horvath, Steve
Zhang, Yafeng
Langfelder, Peter
Kahn, René S
Boks, Marco PM
van Eijk, Kristel
van den Berg, Leonard H
Ophoff, Roel A
author_facet Horvath, Steve
Zhang, Yafeng
Langfelder, Peter
Kahn, René S
Boks, Marco PM
van Eijk, Kristel
van den Berg, Leonard H
Ophoff, Roel A
author_sort Horvath, Steve
collection PubMed
description BACKGROUND: Several recent studies reported aging effects on DNA methylation levels of individual CpG dinucleotides. But it is not yet known whether aging-related consensus modules, in the form of clusters of correlated CpG markers, can be found that are present in multiple human tissues. Such a module could facilitate the understanding of aging effects on multiple tissues. RESULTS: We therefore employed weighted correlation network analysis of 2,442 Illumina DNA methylation arrays from brain and blood tissues, which enabled the identification of an age-related co-methylation module. Module preservation analysis confirmed that this module can also be found in diverse independent data sets. Biological evaluation showed that module membership is associated with Polycomb group target occupancy counts, CpG island status and autosomal chromosome location. Functional enrichment analysis revealed that the aging-related consensus module comprises genes that are involved in nervous system development, neuron differentiation and neurogenesis, and that it contains promoter CpGs of genes known to be down-regulated in early Alzheimer's disease. A comparison with a standard, non-module based meta-analysis revealed that selecting CpGs based on module membership leads to significantly increased gene ontology enrichment, thus demonstrating that studying aging effects via consensus network analysis enhances the biological insights gained. CONCLUSIONS: Overall, our analysis revealed a robustly defined age-related co-methylation module that is present in multiple human tissues, including blood and brain. We conclude that blood is a promising surrogate for brain tissue when studying the effects of age on DNA methylation profiles.
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spelling pubmed-40537332014-06-13 Aging effects on DNA methylation modules in human brain and blood tissue Horvath, Steve Zhang, Yafeng Langfelder, Peter Kahn, René S Boks, Marco PM van Eijk, Kristel van den Berg, Leonard H Ophoff, Roel A Genome Biol Research BACKGROUND: Several recent studies reported aging effects on DNA methylation levels of individual CpG dinucleotides. But it is not yet known whether aging-related consensus modules, in the form of clusters of correlated CpG markers, can be found that are present in multiple human tissues. Such a module could facilitate the understanding of aging effects on multiple tissues. RESULTS: We therefore employed weighted correlation network analysis of 2,442 Illumina DNA methylation arrays from brain and blood tissues, which enabled the identification of an age-related co-methylation module. Module preservation analysis confirmed that this module can also be found in diverse independent data sets. Biological evaluation showed that module membership is associated with Polycomb group target occupancy counts, CpG island status and autosomal chromosome location. Functional enrichment analysis revealed that the aging-related consensus module comprises genes that are involved in nervous system development, neuron differentiation and neurogenesis, and that it contains promoter CpGs of genes known to be down-regulated in early Alzheimer's disease. A comparison with a standard, non-module based meta-analysis revealed that selecting CpGs based on module membership leads to significantly increased gene ontology enrichment, thus demonstrating that studying aging effects via consensus network analysis enhances the biological insights gained. CONCLUSIONS: Overall, our analysis revealed a robustly defined age-related co-methylation module that is present in multiple human tissues, including blood and brain. We conclude that blood is a promising surrogate for brain tissue when studying the effects of age on DNA methylation profiles. BioMed Central 2012 2012-10-03 /pmc/articles/PMC4053733/ /pubmed/23034122 http://dx.doi.org/10.1186/gb-2012-13-10-r97 Text en Copyright © 2012 Horvath et al.; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research
Horvath, Steve
Zhang, Yafeng
Langfelder, Peter
Kahn, René S
Boks, Marco PM
van Eijk, Kristel
van den Berg, Leonard H
Ophoff, Roel A
Aging effects on DNA methylation modules in human brain and blood tissue
title Aging effects on DNA methylation modules in human brain and blood tissue
title_full Aging effects on DNA methylation modules in human brain and blood tissue
title_fullStr Aging effects on DNA methylation modules in human brain and blood tissue
title_full_unstemmed Aging effects on DNA methylation modules in human brain and blood tissue
title_short Aging effects on DNA methylation modules in human brain and blood tissue
title_sort aging effects on dna methylation modules in human brain and blood tissue
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4053733/
https://www.ncbi.nlm.nih.gov/pubmed/23034122
http://dx.doi.org/10.1186/gb-2012-13-10-r97
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