Automated genome mining for natural products

被引:207
作者
Li, Michael H. T. [1 ,2 ]
Ung, Peter M. U. [1 ,2 ]
Zajkowski, James [1 ]
Garneau-Tsodikova, Sylvie [1 ,2 ]
Sherman, David H. [1 ,2 ,3 ,4 ]
机构
[1] Univ Michigan, Inst Life Sci, Ann Arbor, MI 48109 USA
[2] Univ Michigan, Dept Med Chem, Ann Arbor, MI 48109 USA
[3] Univ Michigan, Dept Chem, Ann Arbor, MI 48109 USA
[4] Univ Michigan, Dept Microbiol & Immunol, Ann Arbor, MI 48109 USA
来源
BMC BIOINFORMATICS | 2009年 / 10卷
关键词
NONRIBOSOMAL PEPTIDE SYNTHETASES; BIOSYNTHETIC GENE-CLUSTER; POLYKETIDE SYNTHASES; ADENYLATION DOMAINS; SUBSTRATE-SPECIFICITY; DISCOVERY; ENZYMES; RECOGNITION; MEVALONATE; ELONGATION;
D O I
10.1186/1471-2105-10-185
中图分类号
Q5 [生物化学];
学科分类号
071010 ; 081704 ;
摘要
Background: Discovery of new medicinal agents from natural sources has largely been an adventitious process based on screening of plant and microbial extracts combined with bioassay-guided identification and natural product structure elucidation. Increasingly rapid and more cost-effective genome sequencing technologies coupled with advanced computational power have converged to transform this trend toward a more rational and predictive pursuit. Results: We have developed a rapid method of scanning genome sequences for multiple polyketide, nonribosomal peptide, and mixed combination natural products with output in a text format that can be readily converted to two and three dimensional structures using conventional software. Our open-source and web-based program can assemble various small molecules composed of twenty standard amino acids and twenty two other chain-elongation intermediates used in nonribosomal peptide systems, and four acyl-CoA extender units incorporated into polyketides by reading a hidden Markov model of DNA. This process evaluates and selects the substrate specificities along the assembly line of nonribosomal synthetases and modular polyketide synthases. Conclusion: Using this approach we have predicted the structures of natural products from a diverse range of bacteria based on a limited number of signature sequences. In accelerating direct DNA to metabolomic analysis, this method bridges the interface between chemists and biologists and enables rapid scanning for compounds with potential therapeutic value.
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页数:10
相关论文
共 35 条
[21]   Comprehensive analysis of distinctive polyketide and nonribosomal peptide structural motifs encoded in microbial genomes [J].
Minowa, Yohsuke ;
Araki, Michihiro ;
Kanehisa, Minoru .
JOURNAL OF MOLECULAR BIOLOGY, 2007, 368 (05) :1500-1517
[22]   The biosynthetic gene cluster for the microtubule-stabilizing agents epothilones A and B from Sorangium cellulosum So ce90 [J].
Molnár, I ;
Schupp, T ;
Ono, M ;
Zirkle, RE ;
Milnamow, M ;
Nowak-Thompson, B ;
Engel, N ;
Toupet, C ;
Stratmann, A ;
Cyr, DD ;
Gorlach, J ;
Mayo, JM ;
Hu, A ;
Goff, S ;
Schmid, J ;
Ligon, JM .
CHEMISTRY & BIOLOGY, 2000, 7 (02) :97-109
[23]   Exploiting the mosaic structure of trans-acyltransferase polyketide synthases for natural product discovery and pathway dissection [J].
Nguyen, Tuanh ;
Ishida, Keishi ;
Jenke-Kodama, Holger ;
Dittmann, Elke ;
Gurgui, Cristian ;
Hochmuth, Thomas ;
Taudien, Stefan ;
Platzer, Matthias ;
Hertweck, Christian ;
Piel, Joern .
NATURE BIOTECHNOLOGY, 2008, 26 (02) :225-233
[24]   Plants as source of drugs [J].
Rates, SMK .
TOXICON, 2001, 39 (05) :603-613
[25]   Specificity prediction of adenylation domains in nonribosomal peptide synthetases (NRPS) using transductive support vector machines (TSVMs) [J].
Rausch, C ;
Weber, T ;
Kohlbacher, O ;
Wohlleben, W ;
Huson, DH .
NUCLEIC ACIDS RESEARCH, 2005, 33 (18) :5799-5808
[26]   Alteration of the substrate specificity of a modular polyketide synthase acyltransferase domain through site-specific mutations [J].
Reeves, CD ;
Murli, S ;
Ashley, GW ;
Piagentini, M ;
Hutchinson, CR ;
McDaniel, R .
BIOCHEMISTRY, 2001, 40 (51) :15464-15470
[27]   Plant-derived compounds in clinical trials [J].
Saklani, Arvind ;
Kutty, Samuel K. .
DRUG DISCOVERY TODAY, 2008, 13 (3-4) :161-171
[28]   Lead discovery using molecular docking [J].
Shoichet, BK ;
McGovern, SL ;
Wei, BQ ;
Irwin, JJ .
CURRENT OPINION IN CHEMICAL BIOLOGY, 2002, 6 (04) :439-446
[29]   The specificity-conferring code of adenylation domains in nonribosomal peptide synthetases [J].
Stachelhaus, T ;
Mootz, HD ;
Marahiel, MA .
CHEMISTRY & BIOLOGY, 1999, 6 (08) :493-505
[30]   ClustScan: an integrated program package for the semi-automatic annotation of modular biosynthetic gene clusters and in silico prediction of novel chemical structures [J].
Starcevic, Antonio ;
Zucko, Jurica ;
Simunkovic, Jurica ;
Long, Paul F. ;
Cullum, John ;
Hranueli, Daslav .
NUCLEIC ACIDS RESEARCH, 2008, 36 (21) :6882-6892