Steffen Karin, Rangel-Grimaldo Manuel, Sauters Thomas J C, Rinker David C, Raja Huzefa A, Graf Tyler N, Gumilang Adiyantara, Riedling Olivia L, Goldman Gustavo H, Oberlies Nicholas H, Rokas Antonis
Department of Biological Sciences and Evolutionary Studies Initiative, Vanderbilt University, Nashville, TN 37235, USA.
Department of Chemistry and Biochemistry, University of North Carolina at Greensboro, Greensboro, NC 27402, USA.
bioRxiv. 2025 May 9:2025.05.08.652894. doi: 10.1101/2025.05.08.652894.
Fungi are well known to biosynthesize structurally complex secondary metabolites (SMs) with diverse bioactivities. These fungal SMs are frequently produced by biosynthetic gene clusters (BGCs). Linking SMs to their BGCs is key to understanding their chemical and biological functions. Reasoning that structural similarity of SMs arises from similarities in the genes involved in their biosynthesis, we developed an integrative approach that leverages known BGC-SM pairs to predict global links across SMs and BGCs in fungi. As proof of concept, we systematically interrogated metabolomes and genomes of 16 strains of the filamentous fungus , detecting a total of 60 metabolites. Of those, we were able to assign 22 to known BGC-SM pairs and propose specific hypotheses for the remaining 38 metabolites. These results suggest that coupling genomic similarity and chemical structure-based similarity is a straightforward and high-throughput approach for linking fungal SMs to their BGCs.
众所周知,真菌能够生物合成结构复杂且具有多种生物活性的次级代谢产物(SMs)。这些真菌次级代谢产物通常由生物合成基因簇(BGCs)产生。将次级代谢产物与其生物合成基因簇联系起来是理解其化学和生物学功能的关键。基于次级代谢产物的结构相似性源于其生物合成相关基因的相似性这一推理,我们开发了一种综合方法,该方法利用已知的生物合成基因簇 - 次级代谢产物对来预测真菌中次级代谢产物和生物合成基因簇之间的全局联系。作为概念验证,我们系统地研究了16株丝状真菌的代谢组和基因组,共检测到60种代谢产物。其中,我们能够将22种代谢产物与已知的生物合成基因簇 - 次级代谢产物对进行匹配,并对其余38种代谢产物提出具体假设。这些结果表明,将基因组相似性和基于化学结构的相似性相结合是一种直接且高通量的方法,可用于将真菌次级代谢产物与其生物合成基因簇联系起来。