School of Biosciences, University of Sheffield, Sheffield, S10 2TN, UK.
Sustainable Process Technologies, Faculty of Engineering, University of Nottingham, Nottingham, NG7 2RD, UK.
Metab Eng. 2022 Jul;72:133-149. doi: 10.1016/j.ymben.2022.03.004. Epub 2022 Mar 11.
Robust systematic approaches for the metabolic engineering of cell factories remain elusive. The available models for predicting phenotypical responses and mechanisms are incomplete, particularly within the context of compound toxicity that can be a significant impediment to achieving high yields of a target product. This study describes a Multi-Omic Based Production Strain Improvement (MOBpsi) strategy that is distinguished by integrated time-resolved systems analyses of fed-batch fermentations. As a case study, MOBpsi was applied to improve the performance of an Escherichia coli cell factory producing the commodity chemical styrene. Styrene can be bio-manufactured from phenylalanine via an engineered pathway comprised of the enzymes phenylalanine ammonia lyase and ferulic acid decarboxylase. The toxicity, hydrophobicity, and volatility of styrene combine to make bio-production challenging. Previous attempts to create styrene tolerant E. coli strains by targeted genetic interventions have met with modest success. Application of MOBpsi identified new potential targets for improving performance, resulting in two host strains (E. coli NST74ΔaaeA and NST74ΔaaeA cpxP) with increased styrene production. The best performing re-engineered chassis, NST74ΔaaeA cpxP, produced ∼3 × more styrene and exhibited increased viability in fed-batch fermentations. Thus, this case study demonstrates the utility of MOBpsi as a systematic tool for improving the bio-manufacturing of toxic chemicals.
用于细胞工厂代谢工程的稳健系统方法仍然难以捉摸。可用的预测表型响应和机制的模型并不完整,特别是在化合物毒性的情况下,这可能是实现目标产物高产的一个重大障碍。本研究描述了一种基于多组学的生产菌株改进(MOBpsi)策略,该策略的特点是对分批补料发酵进行集成的时间分辨系统分析。作为一个案例研究,MOBpsi 被应用于改进生产商品化学品苯乙烯的大肠杆菌细胞工厂的性能。苯乙烯可以通过由苯丙氨酸氨裂解酶和阿魏酸脱羧酶组成的工程途径从苯丙氨酸生物制造。苯乙烯的毒性、疏水性和挥发性结合在一起,使得生物生产具有挑战性。以前通过靶向遗传干预创造苯乙烯耐受大肠杆菌菌株的尝试取得了适度的成功。MOBpsi 的应用确定了提高性能的新潜在目标,导致两种宿主菌株(E. coli NST74ΔaaeA 和 NST74ΔaaeA cpxP)增加了苯乙烯的生产。表现最好的重新设计的底盘,NST74ΔaaeA cpxP,产生了约 3 倍的苯乙烯,并在分批补料发酵中表现出更高的生存能力。因此,本案例研究证明了 MOBpsi 作为一种系统工具用于改善有毒化学品的生物制造的实用性。