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A Roadmap for Natural Product Discovery Based on Large-Scale Genomics and Metabolomics

机译:基于大规模基因组学和代谢组学的天然产物发现路线图

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摘要

Actinobacteria encode a wealth of natural product biosynthetic gene clusters (NPGCs), whose systematic study is complicated by numerous repetitive motifs. By combining several metrics we developed a method for global classification of these gene clusters into families (GCFs) and analyzed the biosynthetic capacity of Actinobacteria in 830 genome sequences, including 344 obtained for this project. The GCF network, comprised of 11,422 gene clusters grouped into 4,122 GCFs, was validated in hundreds of strains by correlating confident mass spectrometric detection of known small molecules with the presence/absence of their established biosynthetic gene clusters. The method also linked previously unassigned GCFs to known natural products, an approach that will enable de novo, bioassay-free discovery of novel natural products using large data sets. Extrapolation from the 830-genome dataset reveals that Actinobacteria encode hundreds of thousands of future drug leads, while the strong correlation between phylogeny and GCFs frames a roadmap to efficiently access them.
机译:放线菌编码大量的天然产物生物合成基因簇(NPGC),其系统研究因众多重复的基序而复杂化。通过组合几个指标,我们开发了一种将这些基因簇全局分类为家族(GCF)的方法,并分析了放线菌在830个基因组序列中的生物合成能力,其中包括本项目获得的344个。 GCF网络由11422个基因簇组成,分为4122个GCF,通过将已知小分子的可靠质谱检测与已建立的生物合成基因簇的存在/不存在相关联,在数百个菌株中进行了验证。该方法还将以前未分配的GCF与已知的天然产物相关联,该方法将能够使用大数据集从头进行无生物测定的新型天然产物发现。从830个基因组的数据集推算得出,放线菌编码了成千上万的未来药物线索,而系统发育与GCF之间的紧密相关性为有效地利用它们提供了路线图。

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