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The widespread increase in inter-individual variability of gene expression in the human brain with age
Aging is broadly defined as a time-dependent progressive decline in the functional and physiological integrity of organisms. Previous studies and evolutionary theories of aging suggest that aging is not a programmed process but reflects dynamic stochastic events. In this study, we test whether trans...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Impact Journals
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6520006/ https://www.ncbi.nlm.nih.gov/pubmed/31003228 http://dx.doi.org/10.18632/aging.101912 |
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author | Kedlian, Veronika R. Donertas, Handan Melike Thornton, Janet M. |
author_facet | Kedlian, Veronika R. Donertas, Handan Melike Thornton, Janet M. |
author_sort | Kedlian, Veronika R. |
collection | PubMed |
description | Aging is broadly defined as a time-dependent progressive decline in the functional and physiological integrity of organisms. Previous studies and evolutionary theories of aging suggest that aging is not a programmed process but reflects dynamic stochastic events. In this study, we test whether transcriptional noise shows an increase with age, which would be expected from stochastic theories. Using human brain transcriptome dataset, we analyzed the heterogeneity in the transcriptome for individual genes and functional pathways, employing different analysis methods and pre-processing steps. We show that unlike expression level changes, changes in heterogeneity are highly dependent on the methodology and the underlying assumptions. Although the particular set of genes that can be characterized as differentially variable is highly dependent on the methods, we observe a consistent increase in heterogeneity at every level, independent of the method. In particular, we demonstrate a weak but reproducible transcriptome‐wide shift towards an increase in heterogeneity, with twice as many genes significantly increasing as opposed to decreasing their heterogeneity. Furthermore, this pattern of increasing heterogeneity is not specific but is associated with a wide range of pathways. |
format | Online Article Text |
id | pubmed-6520006 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Impact Journals |
record_format | MEDLINE/PubMed |
spelling | pubmed-65200062019-05-29 The widespread increase in inter-individual variability of gene expression in the human brain with age Kedlian, Veronika R. Donertas, Handan Melike Thornton, Janet M. Aging (Albany NY) Research Paper Aging is broadly defined as a time-dependent progressive decline in the functional and physiological integrity of organisms. Previous studies and evolutionary theories of aging suggest that aging is not a programmed process but reflects dynamic stochastic events. In this study, we test whether transcriptional noise shows an increase with age, which would be expected from stochastic theories. Using human brain transcriptome dataset, we analyzed the heterogeneity in the transcriptome for individual genes and functional pathways, employing different analysis methods and pre-processing steps. We show that unlike expression level changes, changes in heterogeneity are highly dependent on the methodology and the underlying assumptions. Although the particular set of genes that can be characterized as differentially variable is highly dependent on the methods, we observe a consistent increase in heterogeneity at every level, independent of the method. In particular, we demonstrate a weak but reproducible transcriptome‐wide shift towards an increase in heterogeneity, with twice as many genes significantly increasing as opposed to decreasing their heterogeneity. Furthermore, this pattern of increasing heterogeneity is not specific but is associated with a wide range of pathways. Impact Journals 2019-04-19 /pmc/articles/PMC6520006/ /pubmed/31003228 http://dx.doi.org/10.18632/aging.101912 Text en Copyright © 2019 Kedlian et al. http://creativecommons.org/licenses/by/3.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution (CC BY) 3.0 License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Research Paper Kedlian, Veronika R. Donertas, Handan Melike Thornton, Janet M. The widespread increase in inter-individual variability of gene expression in the human brain with age |
title | The widespread increase in inter-individual variability of gene expression in the human brain with age |
title_full | The widespread increase in inter-individual variability of gene expression in the human brain with age |
title_fullStr | The widespread increase in inter-individual variability of gene expression in the human brain with age |
title_full_unstemmed | The widespread increase in inter-individual variability of gene expression in the human brain with age |
title_short | The widespread increase in inter-individual variability of gene expression in the human brain with age |
title_sort | widespread increase in inter-individual variability of gene expression in the human brain with age |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6520006/ https://www.ncbi.nlm.nih.gov/pubmed/31003228 http://dx.doi.org/10.18632/aging.101912 |
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