Extracting multi-function features for cancer genes

The causation of cancer often involves the joint deregulation of multiple biological processes. Thus, it is interesting to extract multi-function features of cancer genes and study their functional coordination involved in tumorigenesis. Here, based on Gene Ontology, we proposed a heuristics strateg...

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Published in2010 Seventh International Conference on Fuzzy Systems and Knowledge Discovery Vol. 5; pp. 2195 - 2198
Main Authors Wencai Ma, Xinwu Guo, Chenguang Wang, Yunyan Gu, Yuannv Zhang, Jiguang Xia, Zheng Guo
Format Conference Proceeding
LanguageEnglish
Published IEEE 01.08.2010
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Abstract The causation of cancer often involves the joint deregulation of multiple biological processes. Thus, it is interesting to extract multi-function features of cancer genes and study their functional coordination involved in tumorigenesis. Here, based on Gene Ontology, we proposed a heuristics strategy to extract multi-function features which are significantly overrepresented with cancer genes. We showed that the extracted feature combinations can provide hints for studying the functional interplay roles of multi-function genes involved in tumorigenesis. Using protein-protein interaction data, we found that the pivot genes of the obtained functional feature combinations are likely to be cancer genes, and that their alternations may play important roles in simultaneously deregulating multiple functions and thus inducing cancer.
AbstractList The causation of cancer often involves the joint deregulation of multiple biological processes. Thus, it is interesting to extract multi-function features of cancer genes and study their functional coordination involved in tumorigenesis. Here, based on Gene Ontology, we proposed a heuristics strategy to extract multi-function features which are significantly overrepresented with cancer genes. We showed that the extracted feature combinations can provide hints for studying the functional interplay roles of multi-function genes involved in tumorigenesis. Using protein-protein interaction data, we found that the pivot genes of the obtained functional feature combinations are likely to be cancer genes, and that their alternations may play important roles in simultaneously deregulating multiple functions and thus inducing cancer.
Author Wencai Ma
Chenguang Wang
Jiguang Xia
Yuannv Zhang
Xinwu Guo
Yunyan Gu
Zheng Guo
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  surname: Wencai Ma
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  organization: Coll. of Bioinf. Sci. & Technol., Harbin Med. Univ., Harbin, China
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  surname: Xinwu Guo
  fullname: Xinwu Guo
  organization: Coll. of Bioinf. Sci. & Technol., Harbin Med. Univ., Harbin, China
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  surname: Chenguang Wang
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  organization: Coll. of Bioinf. Sci. & Technol., Harbin Med. Univ., Harbin, China
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  surname: Yunyan Gu
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  organization: Coll. of Bioinf. Sci. & Technol., Harbin Med. Univ., Harbin, China
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  organization: Coll. of Bioinf. Sci. & Technol., Harbin Med. Univ., Harbin, China
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  surname: Jiguang Xia
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  surname: Zheng Guo
  fullname: Zheng Guo
  email: guoz@ems.hrbmu.edu.cn
  organization: Coll. of Bioinf. Sci. & Technol., Harbin Med. Univ., Harbin, China
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Snippet The causation of cancer often involves the joint deregulation of multiple biological processes. Thus, it is interesting to extract multi-function features of...
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SubjectTerms Bioinformatics
Cancer
Diseases
feature combination
Feature extraction
functional coordination
gene function
Gene Ontology
Humans
Proteins
Title Extracting multi-function features for cancer genes
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