Motivation: The analysis of protein-protein interactions allows for detailed exploration of the cellular machinery. The biochemical purification of protein complexes followed by identification of components by mass spectrometry is currently the method, which delivers the most reliable information-albeit that the data sets are still difficult to interpret. Consolidating individual experiments into protein complexes, especially for high-throughput screens, is complicated by many contaminants, the occurrence of proteins in otherwise dissimilar purifications due to functional re-use and technical limitations in the detection. A non-redundant collection of protein complexes from experimental data would be useful for biological interpretation, but manual assembly is tedious and often inconsistent. Results: Here, we introduce a measure to define similarity within collections of purifications and generate a set of minimally redundant, comprehensive complexes using unsupervised clustering.
机构:
Sun Yat Sen Univ, Intelligent Data Ctr, Guangzhou 510275, Guangdong, Peoples R China
Sun Yat Sen Univ, Dept Math, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Intelligent Data Ctr, Guangzhou 510275, Guangdong, Peoples R China
Ou-Yang, Le
Dai, Dao-Qing
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Sun Yat Sen Univ, Intelligent Data Ctr, Guangzhou 510275, Guangdong, Peoples R China
Sun Yat Sen Univ, Dept Math, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Intelligent Data Ctr, Guangzhou 510275, Guangdong, Peoples R China
Dai, Dao-Qing
Li, Xiao-Li
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ASTAR, Inst Infocomm Res I2R, Singapore 138632, SingaporeSun Yat Sen Univ, Intelligent Data Ctr, Guangzhou 510275, Guangdong, Peoples R China
Li, Xiao-Li
Wu, Min
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ASTAR, Inst Infocomm Res I2R, Singapore 138632, SingaporeSun Yat Sen Univ, Intelligent Data Ctr, Guangzhou 510275, Guangdong, Peoples R China
Wu, Min
Zhang, Xiao-Fei
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机构:
Cent China Normal Univ, Sch Math & Stat, Wuhan 430079, Peoples R ChinaSun Yat Sen Univ, Intelligent Data Ctr, Guangzhou 510275, Guangdong, Peoples R China
Zhang, Xiao-Fei
Yang, Peng
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ASTAR, Inst Infocomm Res I2R, Singapore 138632, SingaporeSun Yat Sen Univ, Intelligent Data Ctr, Guangzhou 510275, Guangdong, Peoples R China
机构:Beijing Normal Univ, State Key Lab Earth Surface Proc & Resource Ecol, Beijing 100875, Peoples R China
Pang, Erli
Tan, Tao
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机构:Beijing Normal Univ, State Key Lab Earth Surface Proc & Resource Ecol, Beijing 100875, Peoples R China
Tan, Tao
Lin, Kui
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机构:
Beijing Normal Univ, State Key Lab Earth Surface Proc & Resource Ecol, Beijing 100875, Peoples R ChinaBeijing Normal Univ, State Key Lab Earth Surface Proc & Resource Ecol, Beijing 100875, Peoples R China
机构:
McGill Univ, Fac Engn, Dept Bioengn, Montreal, PQ, CanadaMcGill Univ, Fac Engn, Dept Bioengn, Montreal, PQ, Canada
Pollet, Leah
Lambourne, Luke
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机构:
Dana Farber Canc Inst, Ctr Canc Syst Biol CCSB, Boston, MA USA
Harvard Med Sch, Blavatnik Inst, Dept Genet, Boston, MA USA
Dana Farber Canc Inst, Dept Canc Biol, Boston, MA USA
Dana Farber Canc Inst, Ctr Canc Syst Biol CCSB, Boston, MA 02215 USAMcGill Univ, Fac Engn, Dept Bioengn, Montreal, PQ, Canada
Lambourne, Luke
Xia, Yu
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机构:
McGill Univ, Fac Engn, Dept Bioengn, Montreal, PQ, Canada
Dana Farber Canc Inst, Ctr Canc Syst Biol CCSB, Boston, MA 02215 USAMcGill Univ, Fac Engn, Dept Bioengn, Montreal, PQ, Canada