Characterization of a marine bacteria through a novel metabologenomics approach

Gabriel Arini, Tiago Cabral Borelli, Elthon Gois Ferreira, Rafael de Felicio, Paula Rezende-Teixeira, Matheus Pedrino Goncalves, Franciene Rabico Oliveira, Guilherme Viana de Siqueira, Luiz Gabriel Mencucini, Henrique Tsuji, Lucas Sousa Neves Andrade, Leandro Garrido, Gabriel Padilla, Alberto Gil-de-la-Fuentes, Mingxun Wang, Norberto Peporine Lopes, Daniela BB Trivella, Leticia V Costa-Lotufo, Maria-Eugenia Guazzaroni, Ricardo Roberto da Silva
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Abstract

Exploiting microbial natural products is a key pursuit of the bioactive compound discovery field. Recent advances in modern analytical techniques have increased the volume of microbial genomes and their encoded biosynthetic products measured by mass spectrometry-based metabolomics. However, connecting multi-omics data to uncover metabolic processes of interest is still challenging. This results in a large portion of genes and metabolites remaining unannotated. Further exacerbating the annotation challenge, databases and tools for annotation and omics integration are scattered, requiring complex computations to annotate and integrate omics datasets. Here we performed a two-way integrative analysis combining genomics and metabolomics data to describe a new approach to characterize the marine bacterial isolate BRA006 and to explore its biosynthetic gene cluster (BGC) content as well as the bioactive compounds detected by metabolomics. We described BRA006 genomic content and structure by comparing Illumina and Oxford Nanopore MinION sequencing approaches. Digital DNA:DNA hybridization (dDDH) taxonomically assigned BRA006 as a potential new species of the Micromonospora genus. Starting from LC-ESI(+)-HRMS/MS data, and mapping the annotated enzymes and metabolites belonging to the same pathways, our integrative analysis allowed us to correlate the compound Brevianamide F to a new BGC, previously assigned to other function.
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通过新型代谢组学方法确定海洋细菌的特征
开发微生物天然产物是生物活性化合物发现领域的一项重要任务。现代分析技术的最新进展增加了微生物基因组及其编码生物合成产物的数量,这些产物是通过基于质谱的代谢组学测量的。然而,将多组学数据连接起来以发现感兴趣的代谢过程仍然具有挑战性。这导致很大一部分基因和代谢物仍未被标注。注释和 omics 整合的数据库和工具非常分散,需要复杂的计算才能注释和整合 omics 数据集,这进一步加剧了注释的挑战。在这里,我们结合基因组学和代谢组学数据进行了双向整合分析,描述了一种表征海洋细菌分离物 BRA006 的新方法,并探索了其生物合成基因簇(BGC)含量以及代谢组学检测到的生物活性化合物。我们通过比较 Illumina 和 Oxford Nanopore MinION 测序方法,描述了 BRA006 基因组的内容和结构。数字 DNA:DNA 杂交(dDDH)在分类学上将 BRA006 定义为小孢子菌属的一个潜在新种。从 LC-ESI(+)-HRMS/MS 数据开始,并绘制属于相同途径的注释酶和代谢物图谱,我们的综合分析使我们能够将化合物 Brevianamide F 与一种新的 BGC 相关联,该化合物之前被分配给其他功能。
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