Finding metabolic pathways using atom tracking

被引:46
|
作者
Heath, Allison P. [1 ]
Bennett, George N. [2 ]
Kavraki, Lydia E. [1 ,3 ,4 ]
机构
[1] Rice Univ, Dept Comp Sci, Houston, TX 77251 USA
[2] Rice Univ, Dept Biochem & Cell Biol, Houston, TX 77251 USA
[3] Rice Univ, Dept Bioengn, Houston, TX 77251 USA
[4] Baylor Coll Med, Houston, TX 77030 USA
基金
美国国家科学基金会;
关键词
ESCHERICHIA-COLI; NETWORKS; ORGANIZATION; SEARCH; ROUTES; WORLD; TOOL;
D O I
10.1093/bioinformatics/btq223
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Motivation: Finding novel or non-standard metabolic pathways, possibly spanning multiple species, has important applications in fields such as metabolic engineering, metabolic network analysis and metabolic network reconstruction. Traditionally, this has been a manual process, but the large volume of metabolic data now available has created a need for computational tools to automatically identify biologically relevant pathways. Results: We present new algorithms for finding metabolic pathways, given a desired start and target compound, that conserve a given number of atoms by tracking the movement of atoms through metabolic networks containing thousands of compounds and reactions. First, we describe an algorithm that identifies linear pathways. We then present a new algorithm for finding branched metabolic pathways. Comparisons to known metabolic pathways demonstrate that atom tracking enables our algorithms to avoid many unrealistic connections, often found in previous approaches, and return biologically meaningful pathways. Our results also demonstrate the potential of the algorithms to find novel or non-standard pathways that may span multiple organisms.
引用
收藏
页码:1548 / 1555
页数:8
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