Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Wu, Zhen, Shou, Lu, Wang, Jian, Huang, Tao, Xu, Xinwei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2020
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
_version_ 1783611942391250944
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
work_keys_str_mv AT wuzhen themethylationpatternforkneeandhiposteoarthritis
AT shoulu themethylationpatternforkneeandhiposteoarthritis
AT wangjian themethylationpatternforkneeandhiposteoarthritis
AT huangtao themethylationpatternforkneeandhiposteoarthritis
AT xuxinwei themethylationpatternforkneeandhiposteoarthritis
AT wuzhen methylationpatternforkneeandhiposteoarthritis
AT shoulu methylationpatternforkneeandhiposteoarthritis
AT wangjian methylationpatternforkneeandhiposteoarthritis
AT huangtao methylationpatternforkneeandhiposteoarthritis
AT xuxinwei methylationpatternforkneeandhiposteoarthritis