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Microbial community pattern detection in human body habitats via ensemble clustering framework
Yang, Peng1; Su, Xiaoquan2,3; Ou-Yang, Le4,5; Chua, Hon-Nian1; Li, Xiao-Li1; Ning, Kang2,3
2014-12-08
发表期刊BMC SYSTEMS BIOLOGY
卷号8期号:1页码:1
摘要

Background: The human habitat is a host where microbial species evolve, function, and continue to evolve. Elucidating how microbial communities respond to human habitats is a fundamental and critical task, as establishing baselines of human microbiome is essential in understanding its role in human disease and health. Recent studies on healthy human microbiome focus on particular body habitats, assuming that microbiome develop similar structural patterns to perform similar ecosystem function under same environmental conditions. However, current studies usually overlook a complex and interconnected landscape of human microbiome and limit the ability in particular body habitats with learning models of specific criterion. Therefore, these methods could not capture the real-world underlying microbial patterns effectively.

文章类型Article
WOS标题词Science & Technology ; Life Sciences & Biomedicine
DOI10.1186/1752-0509-8-S4-S7
关键词[WOS]NONNEGATIVE MATRIX FACTORIZATION ; ORAL-CAVITY ; DIVERSITY ; DISEASE ; PROJECT ; FLORA
收录类别SCI ; ISTP
语种英语
WOS研究方向Mathematical & Computational Biology
WOS类目Mathematical & Computational Biology
WOS记录号WOS:000346188100008
引用统计
被引频次:4[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.qibebt.ac.cn/handle/337004/6115
专题单细胞中心
作者单位1.ASTAR, Inst Infocomm Res, Singapore 138632, Singapore
2.Chinese Acad Sci, Qingdao Inst Bioenergy & Bioproc Technol, Computat Biol Grp, Single Cell Ctr,Shandong Key Lab Energy Genet, Qingdao 266101, Peoples R China
3.Chinese Acad Sci, Qingdao Inst Bioenergy & Bioproc Technol, CAS Key Lab Biofuels, Qingdao 266101, Peoples R China
4.Sun Yat Sen Univ, Ctr Comp Vis, Guangzhou 510275, Guangdong, Peoples R China
5.Sun Yat Sen Univ, Dept Math, Guangzhou 510275, Guangdong, Peoples R China
推荐引用方式
GB/T 7714
Yang, Peng,Su, Xiaoquan,Ou-Yang, Le,et al. Microbial community pattern detection in human body habitats via ensemble clustering framework[J]. BMC SYSTEMS BIOLOGY,2014,8(1):1.
APA Yang, Peng,Su, Xiaoquan,Ou-Yang, Le,Chua, Hon-Nian,Li, Xiao-Li,&Ning, Kang.(2014).Microbial community pattern detection in human body habitats via ensemble clustering framework.BMC SYSTEMS BIOLOGY,8(1),1.
MLA Yang, Peng,et al."Microbial community pattern detection in human body habitats via ensemble clustering framework".BMC SYSTEMS BIOLOGY 8.1(2014):1.
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