Augustijn Hannah E, Reitz Zachary L, Zhang Le, Boot Jeanine A, Elsayed Somayah S, Challis Gregory L, Medema Marnix H, van Wezel Gilles P
Bioinformatics Group, Wageningen University, Wageningen, The Netherlands.
Institute of Biology, Leiden University, Leiden, The Netherlands.
PLoS Biol. 2025 Jun 12;23(6):e3003183. doi: 10.1371/journal.pbio.3003183. eCollection 2025 Jun.
Bacteria produce a plethora of natural products that are in clinical, agricultural and biotechnological use. Genome mining has uncovered millions of biosynthetic gene clusters (BGCs) that encode their biosynthesis, the vast majority of them lacking a clear product or function. Thus, a major challenge is to predict the bioactivities of the molecules these BGCs specify, and how to elicit their expression. Here, we present an innovative strategy whereby we harness the power of regulatory networks combined with global gene expression patterns to predict BGC functions. Bioinformatic analysis of all genes predicted to be controlled by the iron master regulator DmdR1 combined with co-expression data, led to identification of the novel operon desJGH that plays a key role in the biosynthesis of the iron overload drug desferrioxamine (DFO) B in Streptomyces coelicolor. Deletion of either desG or desH strongly reduces the biosynthesis of DFO B, while that of DFO E is enhanced. DesJGH most likely act by changing the balance between the DFO precursors. Our work shows the power of harnessing regulation-based genome mining to functionally prioritize BGCs, accelerating the discovery of novel bioactive molecules.
细菌产生大量用于临床、农业和生物技术的天然产物。基因组挖掘发现了数百万个编码其生物合成的生物合成基因簇(BGC),其中绝大多数缺乏明确的产物或功能。因此,一个主要挑战是预测这些BGC所指定分子的生物活性,以及如何引发它们的表达。在此,我们提出了一种创新策略,即利用调控网络的力量结合全局基因表达模式来预测BGC功能。对所有预计受铁主调节因子DmdR1控制的基因进行生物信息学分析,并结合共表达数据,导致鉴定出新型操纵子desJGH,其在天蓝色链霉菌中铁过载药物去铁胺(DFO)B的生物合成中起关键作用。删除desG或desH会强烈降低DFO B的生物合成,而DFO E的生物合成则会增强。DesJGH很可能通过改变DFO前体之间的平衡来发挥作用。我们的工作展示了利用基于调控的基因组挖掘在功能上对BGC进行优先级排序的力量,加速了新型生物活性分子的发现。