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.
引用
收藏
页数:10
相关论文
共 35 条
[1]   Gapped BLAST and PSI-BLAST: a new generation of protein database search programs [J].
Altschul, SF ;
Madden, TL ;
Schaffer, AA ;
Zhang, JH ;
Zhang, Z ;
Miller, W ;
Lipman, DJ .
NUCLEIC ACIDS RESEARCH, 1997, 25 (17) :3389-3402
[2]   NRPS-PKS: a knowledge-based resource for analysis of NRPS/PKS megasynthases [J].
Ansari, MZ ;
Yadav, G ;
Gokhale, RS ;
Mohanty, D .
NUCLEIC ACIDS RESEARCH, 2004, 32 :W405-W413
[3]   Cloning, sequencing, and biochemical characterization of the nostocyclopeptide biosynthetic gene cluster: molecular basis for imine macrocyclization [J].
Becker, JE ;
Moore, RE ;
Moore, BS .
GENE, 2004, 325 :35-42
[4]   The role of natural product chemistry in drug discovery [J].
Butler, MS .
JOURNAL OF NATURAL PRODUCTS, 2004, 67 (12) :2141-2153
[5]   NORINE:: a database of nonribosomal peptides [J].
Caboche, Segolene ;
Pupin, Maude ;
Leclere, Valerie ;
Fontaine, Arnaud ;
Jacques, Philippe ;
Kucherov, Gregory .
NUCLEIC ACIDS RESEARCH, 2008, 36 :D326-D331
[6]   The parallel and convergent universes of polyketide synthases and nonribosomal peptide synthetases [J].
Cane, DE ;
Walsh, CT .
CHEMISTRY & BIOLOGY, 1999, 6 (12) :R319-R325
[7]   Predictive, structure-based model of amino acid recognition by nonribosomal peptide synthetase adenylation domains [J].
Challis, GL ;
Ravel, J ;
Townsend, CA .
CHEMISTRY & BIOLOGY, 2000, 7 (03) :211-224
[8]   Chemical warfare between microbes promotes biodiversity [J].
Czárán, TL ;
Hoekstra, RF ;
Pagie, L .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2002, 99 (02) :786-790
[9]   Active-site residue, domain and module swaps in modular polyketide synthases [J].
Del Vecchio, F ;
Petkovic, H ;
Kendrew, SG ;
Low, L ;
Wilkinson, B ;
Lill, R ;
Cortés, J ;
Rudd, BAM ;
Staunton, J ;
Leadlay, PF .
JOURNAL OF INDUSTRIAL MICROBIOLOGY & BIOTECHNOLOGY, 2003, 30 (08) :489-494
[10]   Assembly-line enzymology for polyketide and nonribosomal peptide antibiotics: Logic, machinery, and mechanisms [J].
Fischbach, Michael A. ;
Walsh, Christopher T. .
CHEMICAL REVIEWS, 2006, 106 (08) :3468-3496