Branco Dos Santos Filipe, Olivier Brett G, Boele Joost, Smessaert Vincent, De Rop Philippe, Krumpochova Petra, Klau Gunnar W, Giera Martin, Dehottay Philippe, Teusink Bas, Goffin Philippe
Systems Bioinformatics/AIMMS, Vrije University Amsterdam, Amsterdam, The Netherlands.
Molecular Microbial Physiology, Swammerdam Institute for Life Sciences, University of Amsterdam, Amsterdam, The Netherlands.
Appl Environ Microbiol. 2017 Oct 17;83(21). doi: 10.1128/AEM.01528-17. Print 2017 Nov 1.
Whooping cough is a highly contagious respiratory disease caused by Despite widespread vaccination, its incidence has been rising alarmingly, and yet, the physiology of remains poorly understood. We combined genome-scale metabolic reconstruction, a novel optimization algorithm, and experimental data to probe the full metabolic potential of this pathogen, using strain Tohama I as a reference. Experimental validation showed that secretes a significant proportion of nitrogen as arginine and purine nucleosides, which may contribute to modulation of the host response. We also found that can be unexpectedly versatile, being able to metabolize many compounds while displaying minimal nutrient requirements. It can grow without cysteine, using inorganic sulfur sources, such as thiosulfate, and it can grow on organic acids, such as citrate or lactate, as sole carbon sources, providing demonstration that its tricarboxylic acid (TCA) cycle is functional. Although the metabolic reconstruction of eight additional strains indicates that the structural genes underlying this metabolic flexibility are widespread, experimental validation suggests a role of strain-specific regulatory mechanisms in shaping metabolic capabilities. Among five alternative strains tested, three strains were shown to grow on substrate combinations requiring a functional TCA cycle, but only one strain could use thiosulfate. Finally, the metabolic model was used to rationally design growth media with >2-fold improvements in pertussis toxin production. This study thus provides novel insights into physiology and highlights the potential, but also the limitations, of models based solely on metabolic gene content. The metabolic capabilities of , the causative agent of whooping cough, were investigated from a systems-level perspective. We constructed a comprehensive genome-scale metabolic model for and challenged its predictions experimentally. This systems approach shed light on new potential host-microbe interactions and allowed us to rationally design novel growth media with >2-fold improvements in pertussis toxin production. Most importantly, we also uncovered the potential for metabolic flexibility of (significantly larger range of substrates than previously alleged; novel active pathways allowing growth in minimal, nearly mineral nutrient combinations where only the carbon source must be organic), although our results also highlight the importance of strain-specific regulatory determinants in shaping metabolic capabilities. Deciphering the underlying regulatory mechanisms appears to be crucial for a comprehensive understanding of 's lifestyle and the epidemiology of whooping cough. The contribution of metabolic models in this context will require the extension of the genome-scale metabolic model to integrate this regulatory dimension.
百日咳是一种由[病原体名称未给出]引起的高度传染性呼吸道疾病。尽管疫苗接种广泛,但它的发病率一直在惊人地上升,然而,[病原体名称未给出]的生理学仍知之甚少。我们结合了基因组规模的代谢重建、一种新型优化算法和实验数据,以探究这种病原体的全部代谢潜力,使用Tohama I菌株作为参考。实验验证表明,[病原体名称未给出]分泌相当比例的氮作为精氨酸和嘌呤核苷,这可能有助于调节宿主反应。我们还发现,[病原体名称未给出]出人意料地具有多功能性,能够代谢多种化合物,同时显示出极低的营养需求。它可以在没有半胱氨酸的情况下生长,利用无机硫源,如硫代硫酸盐,并且它可以以有机酸,如柠檬酸盐或乳酸盐,作为唯一碳源生长,这证明其三羧酸(TCA)循环是有功能的。尽管对另外八种菌株的代谢重建表明这种代谢灵活性背后的结构基因很普遍,但实验验证表明菌株特异性调节机制在塑造代谢能力方面发挥了作用。在测试的五种替代菌株中,三种菌株被证明可以在需要功能性TCA循环的底物组合上生长,但只有一种菌株可以使用硫代硫酸盐。最后,代谢模型被用于合理设计生长培养基,使百日咳毒素产量提高了两倍以上。因此,这项研究为[病原体名称未给出]的生理学提供了新的见解,并突出了仅基于代谢基因含量的模型的潜力和局限性。从系统层面的角度研究了百日咳病原体[病原体名称未给出]的代谢能力。我们构建了一个全面的[病原体名称未给出]基因组规模代谢模型,并通过实验对其预测进行了验证。这种系统方法揭示了新的潜在宿主 - 微生物相互作用,并使我们能够合理设计新型生长培养基,使百日咳毒素产量提高两倍以上。最重要的是,我们还发现了[病原体名称未给出]代谢灵活性的潜力(底物范围比以前声称的要大得多;新的活性途径允许在极少的、几乎是矿物质营养组合中生长,其中只有碳源必须是有机的),尽管我们的结果也强调了菌株特异性调节决定因素在塑造代谢能力方面的重要性。破译潜在的调节机制似乎对于全面理解[病原体名称未给出]的生活方式和百日咳的流行病学至关重要。在这种情况下,代谢模型的贡献将需要扩展基因组规模代谢模型以整合这个调节维度。