Chem2Bio2RDF: a semantic framework for linking and data mining chemogenomic and systems chemical biology data

被引:128
作者
Chen, Bin [1 ]
Dong, Xiao [1 ]
Jiao, Dazhi [1 ,2 ]
Wang, Huijun [1 ]
Zhu, Qian [1 ]
Ding, Ying [2 ]
Wild, David J. [1 ]
机构
[1] Indiana Univ, Sch Informat & Comp, Bloomington, IN 47405 USA
[2] Indiana Univ, Sch Lib & Informat Sci, Bloomington, IN 47401 USA
来源
BMC BIOINFORMATICS | 2010年 / 11卷
关键词
DRUG DISCOVERY; LIFE SCIENCES; WEB; BIOINFORMATICS;
D O I
10.1186/1471-2105-11-255
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Background: Recently there has been an explosion of new data sources about genes, proteins, genetic variations, chemical compounds, diseases and drugs. Integration of these data sources and the identification of patterns that go across them is of critical interest. Initiatives such as Bio2RDF and LODD have tackled the problem of linking biological data and drug data respectively using RDF. Thus far, the inclusion of chemogenomic and systems chemical biology information that crosses the domains of chemistry and biology has been very limited Results: We have created a single repository called Chem2Bio2RDF by aggregating data from multiple chemogenomics repositories that is cross-linked into Bio2RDF and LODD. We have also created a linked-path generation tool to facilitate SPARQL query generation, and have created extended SPARQL functions to address specific chemical/biological search needs. We demonstrate the utility of Chem2Bio2RDF in investigating polypharmacology, identification of potential multiple pathway inhibitors, and the association of pathways with adverse drug reactions. Conclusions: We have created a new semantic systems chemical biology resource, and have demonstrated its potential usefulness in specific examples of polypharmacology, multiple pathway inhibition and adverse drug reaction - pathway mapping. We have also demonstrated the usefulness of extending SPARQL with cheminformatics and bioinformatics functionality.
引用
收藏
页数:13
相关论文
共 38 条
  • [1] Effects of the 11β-hydroxysteroid dehydrogrenase inhibitor carbenoxolone on insulin sensitivity in men with type 2 diabetes
    Andrews, RC
    Rooyackers, O
    Walker, BR
    [J]. JOURNAL OF CLINICAL ENDOCRINOLOGY & METABOLISM, 2003, 88 (01) : 285 - 291
  • [2] BioGateway: a semantic systems biology tool for the life sciences
    Antezana, Erick
    Blonde, Ward
    Egana, Mikel
    Rutherford, Alistair
    Stevens, Robert
    De Baets, Bernard
    Mironov, Vladimir
    Kuiper, Martin
    [J]. BMC BIOINFORMATICS, 2009, 10 : S11
  • [3] Bio2RDF: Towards a mashup to build bioinformatics knowledge systems
    Belleau, Francois
    Nolin, Marc-Alexandre
    Tourigny, Nicole
    Rigault, Philippe
    Morissette, Jean
    [J]. JOURNAL OF BIOMEDICAL INFORMATICS, 2008, 41 (05) : 706 - 716
  • [4] BERNERSLEE T, 2001, SCI AMERICAN
  • [5] Bizer C., 2006, 5 INT SEM WEB C, V26
  • [6] PubChem as a Source of Polypharmacology
    Chen, Bin
    Wild, David
    Guha, Rajarshi
    [J]. JOURNAL OF CHEMICAL INFORMATION AND MODELING, 2009, 49 (09) : 2044 - 2055
  • [7] Semantic web for integrated network analysis in biomedicine
    Chen, Huajun
    Ding, Li
    Wu, Zhaohui
    Yu, Tong
    Dhanapalan, Lavanya
    Chen, Jake Y.
    [J]. BRIEFINGS IN BIOINFORMATICS, 2009, 10 (02) : 177 - 192
  • [8] A journey to Semantic Web query federation in the life sciences
    Cheung, Kei-Hoi
    Frost, H. Robert
    Marshall, M. Scott
    Prud'hommeaux, Eric
    Samwald, Matthias
    Zhao, Jun
    Paschke, Adrian
    [J]. BMC BIOINFORMATICS, 2009, 10 : S10
  • [9] YeastHub: a semantic web use case for integrating data in the life sciences domain
    Cheung, KH
    Yip, KY
    Smith, A
    deKnikker, R
    Masiar, A
    Gerstein, M
    [J]. BIOINFORMATICS, 2005, 21 : I85 - I96
  • [10] INTERACTION OF AMOXAPINE WITH MUSCARINIC CHOLINERGIC RECEPTORS - AN INVITRO ASSESSMENT
    COUPET, J
    FISHER, SK
    RAUH, CE
    LAI, F
    BEER, B
    [J]. EUROPEAN JOURNAL OF PHARMACOLOGY, 1985, 112 (02) : 231 - 235