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The Methylation Pattern for Knee and Hip Osteoarthritis
Osteoarthritis is one of the most prevalent chronic joint diseases for middle-aged and elderly people. But in recent years, the number of young people suffering from the disease increases quickly. It is known that osteoarthritis is a common degenerative disease caused by the combination and interact...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7677303/ https://www.ncbi.nlm.nih.gov/pubmed/33240895 http://dx.doi.org/10.3389/fcell.2020.602024 |
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author | Wu, Zhen Shou, Lu Wang, Jian Huang, Tao Xu, Xinwei |
author_facet | Wu, Zhen Shou, Lu Wang, Jian Huang, Tao Xu, Xinwei |
author_sort | Wu, Zhen |
collection | PubMed |
description | Osteoarthritis is one of the most prevalent chronic joint diseases for middle-aged and elderly people. But in recent years, the number of young people suffering from the disease increases quickly. It is known that osteoarthritis is a common degenerative disease caused by the combination and interaction of many factors such as natural and environmental factors. DNA methylations reflect the effects of environmental factors. Several researches on DNA methylation at specific genes in OA cartilage indicated the great potential roles of DNA methylation in OA. To systematically investigate the methylation pattern in knee and hip osteoarthritis, we analyzed the methylation profiles in cartilage of 16 OA hip samples, 19 control hip samples and 62 OA knee samples. 12 discriminative methylation sites were identified using advanced minimal Redundancy Maximal Relevance (mRMR) and Incremental Feature Selection (IFS) methods. The SVM classifier of these 12 methylation sites from genes like MEIS1, GABRG3, RXRA, and EN1, can perfectly classify the OA hip samples, control hip samples and OA knee samples evaluated with LOOCV (Leave-One Out-Cross Validation). These 12 methylation sites can not only serve as biomarker, but also provide underlying mechanism of OA. |
format | Online Article Text |
id | pubmed-7677303 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-76773032020-11-24 The Methylation Pattern for Knee and Hip Osteoarthritis Wu, Zhen Shou, Lu Wang, Jian Huang, Tao Xu, Xinwei Front Cell Dev Biol Cell and Developmental Biology Osteoarthritis is one of the most prevalent chronic joint diseases for middle-aged and elderly people. But in recent years, the number of young people suffering from the disease increases quickly. It is known that osteoarthritis is a common degenerative disease caused by the combination and interaction of many factors such as natural and environmental factors. DNA methylations reflect the effects of environmental factors. Several researches on DNA methylation at specific genes in OA cartilage indicated the great potential roles of DNA methylation in OA. To systematically investigate the methylation pattern in knee and hip osteoarthritis, we analyzed the methylation profiles in cartilage of 16 OA hip samples, 19 control hip samples and 62 OA knee samples. 12 discriminative methylation sites were identified using advanced minimal Redundancy Maximal Relevance (mRMR) and Incremental Feature Selection (IFS) methods. The SVM classifier of these 12 methylation sites from genes like MEIS1, GABRG3, RXRA, and EN1, can perfectly classify the OA hip samples, control hip samples and OA knee samples evaluated with LOOCV (Leave-One Out-Cross Validation). These 12 methylation sites can not only serve as biomarker, but also provide underlying mechanism of OA. Frontiers Media S.A. 2020-11-06 /pmc/articles/PMC7677303/ /pubmed/33240895 http://dx.doi.org/10.3389/fcell.2020.602024 Text en Copyright © 2020 Wu, Shou, Wang, Huang and Xu. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Cell and Developmental Biology Wu, Zhen Shou, Lu Wang, Jian Huang, Tao Xu, Xinwei The Methylation Pattern for Knee and Hip Osteoarthritis |
title | The Methylation Pattern for Knee and Hip Osteoarthritis |
title_full | The Methylation Pattern for Knee and Hip Osteoarthritis |
title_fullStr | The Methylation Pattern for Knee and Hip Osteoarthritis |
title_full_unstemmed | The Methylation Pattern for Knee and Hip Osteoarthritis |
title_short | The Methylation Pattern for Knee and Hip Osteoarthritis |
title_sort | methylation pattern for knee and hip osteoarthritis |
topic | Cell and Developmental Biology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7677303/ https://www.ncbi.nlm.nih.gov/pubmed/33240895 http://dx.doi.org/10.3389/fcell.2020.602024 |
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