Integration and mining of malaria molecular, functional and pharmacological data:: how far are we from a chemogenomic knowledge space?

被引:17
作者
Birkholtz, Lyn-Marie
Bastien, Olivier
Wells, Gordon
Grando, Delphine
Joubert, Fourie
Kasam, Vinod
Zimmermann, Marc
Ortet, Philippe
Jacq, Nicolas
Saidani, Nadia
Roy, Sylvaine
Hofmann-Apitius, Martin
Breton, Vincent
Louw, Abraham I.
Marechal, Eric [1 ]
机构
[1] Univ Pretoria, Fac Nat & Agr Sci, Dept Biochem, ZA-0002 Pretoria, South Africa
[2] Univ Pretoria, Fac Nat & Agr Sci, African Ctr Gene Technol, ZA-0002 Pretoria, South Africa
[3] Univ Grenoble 1, Inst Jean Roget, Lab Adaptat & Pathogenie Microorganismes, CNRS,UMR 5163, F-38700 La Tronche, France
[4] Univ Pretoria, Fac Nat & Agr Sci, Bioinformat & Computat Biol Unit, ZA-0002 Pretoria, South Africa
[5] Univ Grenoble 1, CEA Grenoble, Dept Reponse & Dynam Cellulaires, INRA,CNRS,UMR 5168, F-38054 Grenoble 09, France
[6] Lab Phys Corpusculaire Clermont Ferrand, CNRS, IN2P3, F-63177 Aubiere, France
[7] Fraunhofer Inst Algorithms & Sci Comp, Dept Bioinformat, D-53754 St Augustin, Germany
[8] CEA Cadarache, Dept Ecophysiol Vegetale & Microbiol, F-13108 St Paul Les Durance, France
[9] Univ Montpellier 2, CNRS, UMR 5539, F-34095 Montpellier 05, France
[10] CEA Grenoble, Dept Reponse & Dynam Cellulaires, Lab Biol Informat & Math, F-38054 Grenoble 09, France
关键词
D O I
10.1186/1475-2875-5-110
中图分类号
R51 [传染病];
学科分类号
100401 [流行病与卫生统计学];
摘要
The organization and mining of malaria genomic and post-genomic data is important to significantly increase the knowledge of the biology of its causative agents, and is motivated, on a longer term, by the necessity to predict and characterize new biological targets and new drugs. Biological targets are sought in a biological space designed from the genomic data from Plasmodium falciparum, but using also the millions of genomic data from other species. Drug candidates are sought in a chemical space containing the millions of small molecules stored in public and private chemolibraries. Data management should, therefore, be as reliable and versatile as possible. In this context, five aspects of the organization and mining of malaria genomic and post-genomic data were examined: 1) the comparison of protein sequences including compositionally atypical malaria sequences, 2) the high throughput reconstruction of molecular phylogenies, 3) the representation of biological processes, particularly metabolic pathways, 4) the versatile methods to integrate genomic data, biological representations and functional profiling obtained from X-omic experiments after drug treatments and 5) the determination and prediction of protein structures and their molecular docking with drug candidate structures. Recent progress towards a grid-enabled chemogenomic knowledge space is discussed.
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页数:24
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