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用于探索大规模生物合成多样性的计算框架。

A computational framework to explore large-scale biosynthetic diversity.

机构信息

Bioinformatics Group, Wageningen University, Wageningen, the Netherlands.

Fungal Natural Products Group, Westerdijk Fungal Biodiversity Institute, Utrecht, the Netherlands.

出版信息

Nat Chem Biol. 2020 Jan;16(1):60-68. doi: 10.1038/s41589-019-0400-9. Epub 2019 Nov 25.

Abstract

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.

摘要

基因组挖掘已成为开发天然产物多样性的关键技术。尽管最初是在单个基因组的基础上进行的,但该过程现在正在扩展到挖掘整个属、菌株收集和微生物组。然而,目前还没有生物信息学框架可有效地分析这种规模和复杂性的数据集。在本研究中,提供了一个简化的计算工作流程,包括两个新的软件工具:“生物合成基因相似性聚类和勘探引擎”(BiG-SCAPE),它可以快速和交互式地分析生物合成基因簇和基因簇家族的序列相似性网络;和“对优先考虑天然产物基因簇的同线性直系同源物的核心分析”(CORASON),它阐明了这些家族内和跨家族的系统发育关系。通过将其输出与 363 株放线菌的代谢组学数据相关联,验证了 BiG-SCAPE 的有效性,并且通过全面映射一系列解毒素/rimosamide 相关基因簇家族的生物合成多样性,证明了 CORASON 的发现潜力,最终表征了七种解毒素类似物。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8d03/6917865/f1b45a553f70/nihms-1541049-f0001.jpg

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