The Methylation Pattern for Knee and Hip Osteoarthritis

被引:13
作者
Wu, Zhen [1 ]
Shou, Lu [2 ]
Wang, Jian [1 ]
Huang, Tao [3 ]
Xu, Xinwei [1 ]
机构
[1] Tongde Hosp Zhejiang Prov, Dept Orthopaed, Hangzhou, Peoples R China
[2] Tongde Hosp Zhejiang Prov, Dept Pneumol, Hangzhou, Peoples R China
[3] Chinese Acad Sci, Shanghai Inst Nutr & Hlth, Shanghai, Peoples R China
来源
FRONTIERS IN CELL AND DEVELOPMENTAL BIOLOGY | 2020年 / 8卷
基金
国家重点研发计划; 中国国家自然科学基金;
关键词
osteoarthritis; methylation; Support Vector Machine; minimal Redundancy Maximal Relevance; Incremental Feature Selection; FEATURE-SELECTION; DNA METHYLATION; BONE-DENSITY; PREDICTION; GENES; ASSOCIATION; EXPRESSION; CLASSIFICATION; PATHOGENESIS; EPIGENETICS;
D O I
10.3389/fcell.2020.602024
中图分类号
Q2 [细胞生物学];
学科分类号
071009 ; 090102 ;
摘要
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.
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页数:9
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