DocumentCode :
3408881
Title :
Mapping of microbial pathways through constrained mapping of orthologous genes
Author :
Olman, Victor ; Peng, Hanchuan ; Su, Zhengchang ; Xu, Ying
Author_Institution :
Dept. of Biochem. & Molecular Biol., Georgia Univ., Athens, GA, USA
fYear :
2004
fDate :
16-19 Aug. 2004
Firstpage :
363
Lastpage :
370
Abstract :
We present a novel computer algorithm for mapping biological pathways from one prokaryotic genome to another. The algorithm maps genes in a known pathway to their homologous genes (if any) in a target genome that is most consistent with (a) predicted orthologous gene relationship, (b) predicted operon structures, and (c) predicted co-regulation relationship of operons. Mathematically, we have formulated this problem as a constrained minimum spanning tree problem (called a Steiner network problem), and demonstrated that this formulation has the desired property through applications. We have solved this mapping problem using a combinatorial optimization algorithm, with guaranteed global optimality. We have implemented this algorithm as a computer program, called P-MAP. Our test results on pathway mapping are highly encouraging - we have mapped a number of pathways of H. influenzae, B. subtilis, H. pylori, and M. tuberculosis to E. coli using P-MAP, whose homologous pathways in E coli. are known and hence the mapping accuracy could be checked. We have then mapped known E. coli pathways in the EcoCyc database to the newly sequenced organism Synechococcus sp WHS 102, and predicted 158 Synechococcus pathways. Detailed analyses on the predicted pathways indicate that P-MAP´s mapping results are consistent with our general knowledge about (local) pathways. We believe that P-MAP will be a useful tool for microbial genome annotation projects and inference of individual microbial pathways.
Keywords :
biology computing; combinatorial mathematics; genetics; molecular biophysics; optimisation; trees (mathematics); B. subtilis; E. coli; EcoCyc database; H. influenzae; H. pylori; M. tuberculosis; P-MAP; Steiner network problem; Synechococcus sp WHS 102; combinatorial optimization algorithm; constrained mapping; constrained minimum spanning tree problem; global optimality; microbial genome annotation projects; microbial pathways; operon structures; orthologous gene relationship; orthologous genes; prokaryotic genome; Application software; Biochemistry; Bioinformatics; Biological information theory; Biology computing; Computational biology; Computational systems biology; Genomics; Organisms; Steiner trees;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computational Systems Bioinformatics Conference, 2004. CSB 2004. Proceedings. 2004 IEEE
Print_ISBN :
0-7695-2194-0
Type :
conf
DOI :
10.1109/CSB.2004.1332449
Filename :
1332449
Link To Document :
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