Lindig Anton, Hubmann Georg, Lütz Stephan
Chair for Bioprocess Engineering, Department of Biochemical and Chemical Engineering, TU Dortmund University, Dortmund, Germany.
Biotechnol Bioeng. 2025 Aug;122(8):2021-2036. doi: 10.1002/bit.29002. Epub 2025 Apr 26.
Rediscovery of known structures is a frequent problem in screening for bioactive bacterial natural products (NPs). Highly parallelized microtiter plate cultivation systems (MPCS) can improve the chance to discover novel NPs by testing a multitude of cultivation conditions simultaneously. An in-depth analysis and comparison of cultivation systems for NP discovery, however, has not been carried out so far. We compared the growth and metabolic footprint of four distinct bacterial species in three MPCS, shake flasks, and stirred tank bioreactors (STR). While the big majority of the cultivation systems provided good growth, we found a considerable divergence in secondary metabolite (SM) formation. The SM space was approximated by the appearance of unique mass features (MFs) in the supernatant extracts throughout the cultivation period. Molecular network analysis was applied to visualize the changes from detected MFs at the molecular level. The cultivation systems had a minor impact on the unicellular growing Bacillus amyloliquefaciens. This impact was more pronounced for the tested filamentous bacteria, resulting in a diversified metabolic footprint. The maximal overlap of 31% of produced MFs indicates a lack of comparability between the cultivation systems, resulting in different entries of growth phases and the formation of associated SMs. The detected SMs and its derivatives exhibited structural modification depending on the cultivation system. A comparison of Streptomyces griseochromogenes NP profile revealed that MPCS yielded less divergent SM formation than shake flasks. Our comprehensive assessment is the first to demonstrate the impact of cultivation systems on the bacterial metabolic footprint, confirming that MPCS provide a robust platform for the parallelization of bacterial cultivations for the discovery of bacterial NPs and accessing the chemical NP space more broadly.
在筛选具有生物活性的细菌天然产物(NP)时,重新发现已知结构是一个常见问题。高度并行化的微量滴定板培养系统(MPCS)可以通过同时测试多种培养条件来提高发现新型NP的机会。然而,到目前为止,尚未对用于NP发现的培养系统进行深入分析和比较。我们比较了三种MPCS、摇瓶和搅拌罐生物反应器(STR)中四种不同细菌物种的生长和代谢足迹。虽然大多数培养系统都能实现良好生长,但我们发现次级代谢产物(SM)的形成存在显著差异。通过在整个培养期间上清液提取物中独特质量特征(MF)的出现来近似SM空间。应用分子网络分析在分子水平上可视化检测到的MF的变化。培养系统对单细胞生长的解淀粉芽孢杆菌影响较小。对于测试的丝状细菌,这种影响更为明显,导致代谢足迹多样化。所产生MF的最大重叠率为31%,这表明培养系统之间缺乏可比性,导致生长阶段的进入不同以及相关SM的形成。检测到的SM及其衍生物根据培养系统表现出结构修饰。对灰产色链霉菌NP谱的比较表明,与摇瓶相比,MPCS产生的SM形成差异较小。我们的综合评估首次证明了培养系统对细菌代谢足迹的影响,证实MPCS为细菌培养的并行化提供了一个强大的平台,用于发现细菌NP并更广泛地进入化学NP空间。