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A Novel Protein Complex Identification Algorithm Based on Gene Co-expression (PCIA-GeCo)

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成果类型:
期刊论文、会议论文
作者:
Zhao, Junmin*;Hu, Xiaohua;He, Tingting(何婷婷);Li, Peng;Zhang, Ming;...
通讯作者:
Zhao, Junmin
作者机构:
[Zhao, Junmin] Cent China Normal Univ, Natl Engn Res Ctr E Learning, Wuhan, Peoples R China.
[He, Tingting; Hu, Xiaohua; Li, Peng; XianjunShen; Zhang, Ming] Cent China Normal Univ, Sch Comp, Wuhan, Peoples R China.
[Hu, Xiaohua] Drexel Univ, Coll Informat Sci & Engn, Philadelphia, PA USA.
[Zhao, Junmin] Henan Univ Urban Construct, Inst Comp Sci & Engn, Pingdingshan, Peoples R China.
通讯机构:
[Zhao, Junmin] C
Cent China Normal Univ, Natl Engn Res Ctr E Learning, Wuhan, Peoples R China.
语种:
英文
关键词:
Protein Complex;Gene co-express;Biological network;Weighted PPI network
期刊:
2013 IEEE INTERNATIONAL CONFERENCE ON BIOINFORMATICS AND BIOMEDICINE (BIBM)
ISSN:
2156-1125
年:
2013
页码:
386-391
会议名称:
IEEE International Conference on Bioinformatics and Biomedicine (IEEE BIBM)
会议论文集名称:
IEEE International Conference on Bioinformatics and Biomedicine-BIBM
会议时间:
DEC 18-21, 2013
会议地点:
Shanghai, PEOPLES R CHINA
会议主办单位:
[Zhao, Junmin] Cent China Normal Univ, Natl Engn Res Ctr E Learning, Wuhan, Peoples R China.^[Hu, Xiaohua;He, Tingting;Li, Peng;Zhang, Ming;XianjunShen] Cent China Normal Univ, Sch Comp, Wuhan, Peoples R China.^[Hu, Xiaohua] Drexel Univ, Coll Informat Sci & Engn, Philadelphia, PA USA.^[Zhao, Junmin] Henan Univ Urban Construct, Inst Comp Sci & Engn, Pingdingshan, Peoples R China.
会议赞助商:
IEEE, IEEE Comp Soc, Tongji Univ, IEEE Comp Soc Tech Comm Life Sci, China Acad Chinese Med Sci, Shanghai Assoc Syst Simulat
主编:
Li, GZ Kim, S Hughes, M McLachlan, G Sun, H Hu, X Ressom, H Liu, B Liebman, M
出版地:
10662 LOS VAQUEROS CIRCLE, PO BOX 3014, LOS ALAMITOS, CA 90720-1264 USA
出版者:
IEEE COMPUTER SOC
ISBN:
978-1-4799-1309-1; 978-1-4799-1310-7
基金类别:
Natural Science Foundation of Hubei ProvinceNatural Science Foundation of Hubei Province [2011CDA034]; Program of Introducing Talents of Discipline to Universities [B07042]; Program of Introducing Talents of Discipline to University [B07042]; Project in the National Science & Technology Pillar Program in the Twelfth Five-year Plan Period [2012BAK24B01]; Major Project of State Language Commission in the Twelfth five-Year Plan Period [ZDI125-1]
机构署名:
本校为第一且通讯机构
院系归属:
计算机学院
国家数字化学习工程技术研究中心
摘要:
Recent studies have shown that protein complex is composed of core and attachment proteins, and proteins inside the core are highly co-expressed. Based on this new concept, we reconstruct weighted PPI network by using gene expression data, and develop a novel protein complex identification algorithm from the angle of edge(PCIA-GeCo). First, we select the edge with high co-expressed coefficient as seed to form the preliminary cores. Then, the preliminary cores are filtered according to the weighted density of complex core to obtain the unique core. Finally, the protein complexes are generated b...

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