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Modular genome-wide gene expression architecture shared by early traits of osteoporosis and atherosclerosis in the Young Finns Study
We analysed whole blood genome-wide expression data to identify gene co-expression modules shared by early traits of osteoporosis and atherosclerosis. Gene expression was profiled for the Young Finns Study participants. Bone mineral density and content were measured as early traits of osteoporosis....
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8007808/ https://www.ncbi.nlm.nih.gov/pubmed/33782480 http://dx.doi.org/10.1038/s41598-021-86536-0 |
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author | Mishra, Binisha H. Mishra, Pashupati P. Raitoharju, Emma Marttila, Saara Mononen, Nina Sievänen, Harri Viikari, Jorma Juonala, Markus Laaksonen, Marika Hutri-Kähönen, Nina Kähönen, Mika Raitakari, Olli T. Lehtimäki, Terho |
author_facet | Mishra, Binisha H. Mishra, Pashupati P. Raitoharju, Emma Marttila, Saara Mononen, Nina Sievänen, Harri Viikari, Jorma Juonala, Markus Laaksonen, Marika Hutri-Kähönen, Nina Kähönen, Mika Raitakari, Olli T. Lehtimäki, Terho |
author_sort | Mishra, Binisha H. |
collection | PubMed |
description | We analysed whole blood genome-wide expression data to identify gene co-expression modules shared by early traits of osteoporosis and atherosclerosis. Gene expression was profiled for the Young Finns Study participants. Bone mineral density and content were measured as early traits of osteoporosis. Carotid and bulbus intima media thickness were measured as early traits of atherosclerosis. Joint association of the modules, identified with weighted co-expression analysis, with early traits of the diseases was tested with multivariate analysis. Among the six modules significantly correlated with early traits of both the diseases, two had significant (adjusted p-values (p.adj) < 0.05) and another two had suggestively significant (p.adj < 0.25) joint association with the two diseases after adjusting for age, sex, body mass index, smoking habit, alcohol consumption, and physical activity. The three most significant member genes from the significant modules were NOSIP, GXYLT2, and TRIM63 (p.adj ≤ 0.18). Genes in the modules were enriched with biological processes that have separately been found to be involved in either bone metabolism or atherosclerosis. The gene modules and their most significant member genes identified in this study support the osteoporosis-atherosclerosis comorbidity hypothesis and can provide new joint biomarkers for both diseases and their dual prevention. |
format | Online Article Text |
id | pubmed-8007808 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-80078082021-03-30 Modular genome-wide gene expression architecture shared by early traits of osteoporosis and atherosclerosis in the Young Finns Study Mishra, Binisha H. Mishra, Pashupati P. Raitoharju, Emma Marttila, Saara Mononen, Nina Sievänen, Harri Viikari, Jorma Juonala, Markus Laaksonen, Marika Hutri-Kähönen, Nina Kähönen, Mika Raitakari, Olli T. Lehtimäki, Terho Sci Rep Article We analysed whole blood genome-wide expression data to identify gene co-expression modules shared by early traits of osteoporosis and atherosclerosis. Gene expression was profiled for the Young Finns Study participants. Bone mineral density and content were measured as early traits of osteoporosis. Carotid and bulbus intima media thickness were measured as early traits of atherosclerosis. Joint association of the modules, identified with weighted co-expression analysis, with early traits of the diseases was tested with multivariate analysis. Among the six modules significantly correlated with early traits of both the diseases, two had significant (adjusted p-values (p.adj) < 0.05) and another two had suggestively significant (p.adj < 0.25) joint association with the two diseases after adjusting for age, sex, body mass index, smoking habit, alcohol consumption, and physical activity. The three most significant member genes from the significant modules were NOSIP, GXYLT2, and TRIM63 (p.adj ≤ 0.18). Genes in the modules were enriched with biological processes that have separately been found to be involved in either bone metabolism or atherosclerosis. The gene modules and their most significant member genes identified in this study support the osteoporosis-atherosclerosis comorbidity hypothesis and can provide new joint biomarkers for both diseases and their dual prevention. Nature Publishing Group UK 2021-03-29 /pmc/articles/PMC8007808/ /pubmed/33782480 http://dx.doi.org/10.1038/s41598-021-86536-0 Text en © The Author(s) 2021 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. |
spellingShingle | Article Mishra, Binisha H. Mishra, Pashupati P. Raitoharju, Emma Marttila, Saara Mononen, Nina Sievänen, Harri Viikari, Jorma Juonala, Markus Laaksonen, Marika Hutri-Kähönen, Nina Kähönen, Mika Raitakari, Olli T. Lehtimäki, Terho Modular genome-wide gene expression architecture shared by early traits of osteoporosis and atherosclerosis in the Young Finns Study |
title | Modular genome-wide gene expression architecture shared by early traits of osteoporosis and atherosclerosis in the Young Finns Study |
title_full | Modular genome-wide gene expression architecture shared by early traits of osteoporosis and atherosclerosis in the Young Finns Study |
title_fullStr | Modular genome-wide gene expression architecture shared by early traits of osteoporosis and atherosclerosis in the Young Finns Study |
title_full_unstemmed | Modular genome-wide gene expression architecture shared by early traits of osteoporosis and atherosclerosis in the Young Finns Study |
title_short | Modular genome-wide gene expression architecture shared by early traits of osteoporosis and atherosclerosis in the Young Finns Study |
title_sort | modular genome-wide gene expression architecture shared by early traits of osteoporosis and atherosclerosis in the young finns study |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8007808/ https://www.ncbi.nlm.nih.gov/pubmed/33782480 http://dx.doi.org/10.1038/s41598-021-86536-0 |
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