A computational framework to explore large-scale biosynthetic diversity

被引:578
作者
Navarro-Munoz, Jorge C. [1 ,2 ]
Selem-Mojica, Nelly [3 ]
Mullowney, Michael W. [4 ]
Kautsar, Satria A. [1 ]
Tryon, James H. [4 ]
Parkinson, Elizabeth, I [5 ,6 ,12 ]
De Los Santos, Emmanuel L. C. [7 ]
Yeong, Marley [1 ]
Cruz-Morales, Pablo [3 ]
Abubucker, Sahar [8 ,13 ]
Roeters, Arne [1 ]
Lokhorst, Wouter [1 ]
Fernandez-Guerra, Antonio [9 ,10 ,11 ]
Cappelini, Luciana Teresa Dias [4 ]
Goering, Anthony W. [4 ]
Thomson, Regan J. [4 ]
Metcalf, William W. [5 ,6 ]
Kelleher, Neil L. [4 ]
Barona-Gomez, Francisco [3 ]
Medema, Marnix H. [1 ]
机构
[1] Wageningen Univ, Bioinformat Grp, Wageningen, Netherlands
[2] Westerdijk Fungal Biodivers Inst, Fungal Nat Prod Grp, Utrecht, Netherlands
[3] Cinvestav IPN, Unidad Genom Avanzada Langebio, Evolut Metab Divers Lab, Irapuato, Mexico
[4] Northwestern Univ, Dept Chem, Evanston, IL 60208 USA
[5] Univ Illinois, Carl R Woese Inst Genom Biol, Urbana, IL USA
[6] Univ Illinois, Dept Microbiol, Urbana, IL USA
[7] Univ Warwick, Warwick Integrat Synthet Biol Ctr, Coventry, W Midlands, England
[8] Novartis Inst BioMed Res, Cambridge, MA USA
[9] Max Planck Inst Marine Microbiol, Microbial Genom & Bioinformat, Bremen, Germany
[10] Univ Copenhagen, Lundbeck Fdn GeoGenet Ctr, GLOBE Inst, Copenhagen, Denmark
[11] Univ Bremen, Ctr Marine Environm Sci, Bremen, Germany
[12] Purdue Univ, Dept Chem, W Lafayette, IN 47907 USA
[13] Sanofi, Cambridge, MA USA
基金
英国生物技术与生命科学研究理事会; 欧盟地平线“2020”; 英国工程与自然科学研究理事会; 巴西圣保罗研究基金会; 芬兰科学院; 美国国家卫生研究院;
关键词
MULTIPLE SEQUENCE ALIGNMENT; COMPLETE GENOME SEQUENCE; NONRIBOSOMAL PEPTIDE; NATURAL-PRODUCTS; GENE CLUSTERS; MOLECULAR NETWORKING; SECONDARY METABOLISM; DETOXIN COMPLEX; DISCOVERY; EVOLUTION;
D O I
10.1038/s41589-019-0400-9
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Genome mining has become a key technology to exploit natural product diversity. Although initially performed on a single-genome basis, the process is now being scaled up to mine entire genera, strain collections and microbiomes. However, no bioinformatic framework is currently available for effectively analyzing datasets of this size and complexity. In the present study, a streamlined computational workflow is provided, consisting of two new software tools: the 'biosynthetic gene similarity clustering and prospecting engine' (BiG-SCAPE), which facilitates fast and interactive sequence similarity network analysis of biosynthetic gene clusters and gene cluster families; and the 'core analysis of syntenic orthologues to prioritize natural product gene clusters' (CORASON), which elucidates phylogenetic relationships within and across these families. BiG-SCAPE is validated by correlating its output to metabolomic data across 363 actinobacterial strains and the discovery potential of CORASON is demonstrated by comprehensively mapping biosynthetic diversity across a range of detoxin/rimosamide-related gene cluster families, culminating in the characterization of seven detoxin analogues.
引用
收藏
页码:60 / +
页数:13
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