The effects of alternate optimal solutions in constraint-based genome-scale metabolic models
Radhakrishnan Mahadevan, Christophe H. Schilling
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Radhakrishnan Mahadevan, Christophe H. Schilling
Shota Atsumi, Anthony F. Cann, Michael R. Connor, Claire R. Shen +5 more
Mitchell Tai, Gregory N Stephanopoulos
Pia Lindberg, Sungsoon Park, Anastasios Melis
Judith Becker, Oskar Zelder, Stefan Häfner, Hartwig Schröder +1 more
Troy E. Sandberg, Michael J. Salazar, Liam L. Weng, Bernhard Ørn Palsson +1 more
Maciek R. Antoniewicz, Joanne K. Kelleher, Gregory N Stephanopoulos
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Nannan Ren, Jing Peng, Nan Zhang, Pinmei Wang +6 more
Jinwei Zhang, Rui Cao, Ruixi Xue, Wenxin Bai +4 more
Weiran Chu, Rongzhen Tian, Yaxin Guo, Yaokang Wu +5 more
Erik K. R. Hanko, Chatchai Kesornpun, Joshua N. Whitehead, Reynard Spiess +2 more
Flavonoids constitute a large class of natural products widely investigated for their bioactive properties, with microbial production offering a potentially scalable alternative to plant extraction. However, achieving structural diversification of these compounds in microbial systems remains challenging, as modification of the flavonoid B-ring typically relies on downstream tailoring enzymes. An alternative strategy is to exploit the intrinsic promiscuity of the canonical flavanone biosynthesis pathway to introduce structural variation at an early stage. Here, we sought to improve microbial production of diverse flavanones by systematically leveraging pathway promiscuity. By constructing a combinatorial library of pathways comprising 4-coumarate-CoA ligase, chalcone synthase, and chalcone isomerase, we enabled the conversion of a panel of ring-substituted cinnamic acid precursors into ten natural and non-natural flavanones. In parallel, we established a genetically encoded biosensor based on the transcriptional regulator FdeR and demonstrated its responsiveness across all ten flavanones. Leveraging this biosensor for high-throughput screening, we performed directed evolution of chalcone synthases from Hordeum vulgare and Arabidopsis thaliana, identifying enzyme variants that led to improved production of O-methylated flavanones, including isosakuranetin, hesperetin, and homoeriodictyol, as well as fluoro-substituted flavanones. In addition, we demonstrated that specific variants of H. vulgare chalcone synthase promoted the formation of putative isoferuloyl-derived derailment products. Collectively, this work establishes the FdeR-based biosensor as a versatile platform for pathway and enzyme engineering, enabling efficient early-stage diversification of flavanones in microbial systems and providing insight into the mutational landscape of chalcone synthases.
Aidan E. Cowan, Mason Hillers, Dennis Wu, Bridgie Cawthon +6 more
Redox-balance-based growth coupling links oxidoreductase activity to cellular fitness and can enable high-throughput enzyme selection and strain evolution. However, because growth reflects the fitness of the whole cell, metabolic adaptation can circumvent the intended selective pressure. Here, we investigated the evolutionary stability of an aerobic NADPH redox-balance selection strain of Escherichia coli engineered to accumulate NADPH during growth on glucose. Adaptive evolution first selected mutations predicted to relax cofactor specificity in NADH-dependent quinone oxidoreductases, allowing NADPH-derived reducing equivalents to enter respiratory electron flow. Removing major NADH-to-quinone oxidoreductases did not eliminate the capacity for evolutionary escape; in one successfully evolving lineage, adaptive evolution uncovered a latent lactate-mediated route for electron transfer into the quinone pool. These results reveal strong selective pressure to reconnect soluble nicotinamide redox metabolism with energy-conserving respiration and demonstrate that E. coli can access multiple pathways for restoring electron flux between these systems. Overall, this work outlines design principles for aerobic, growth-coupled strains which rely upon redox balance, illustrating that successful designs must limit respiratory rewiring while preserving sufficient carbon and energy flux to support growth and pathway selection.
Dan Sun, Jie Wu, Ru‐Li He, Jing Wu +4 more
顾升波, Na Wang, Yadong Tu, Jialu Li +8 more
Longlong Gao, Zhijie Shi, Wenjie Xu, Tianyi Xin +3 more
Hong B Nguyen, Nikola G. Malinov, Alekhya Puttagunta, Kelvin H. Lee +1 more
Extracellular vesicles (EVs) are mediators of intercellular communication, yet their impact on Chinese Hamster Ovary (CHO) cell physiology and bioprocess performance remains poorly understood. Here, we investigated whether small EVs (sEVs) and large EVs (LgEVs) that accumulate during fed-batch and perfusion cultures modulate CHO cell growth, metabolism, apoptosis, and monoclonal antibody (mAb) production. EVs isolated from early- and late-stage cultures were added to fresh CHO cultures grown with or without glutamine supplementation. Only LgEVs had a significant impact. Late-stage LgEVs markedly altered CHO-cell behavior, reducing cell proliferation, increasing apoptosis under glutamine-limited conditions, and substantially enhancing mAb productivity in a dose-dependent manner. Glutamine supplementation largely alleviated the growth-inhibitory and pro-apoptotic effects of LgEVs while preserving their positive impact on productivity, suggesting that glutamine mitigated the EV-mediated stress without affecting the productivity enhancement. Metabolic analyses revealed increased glucose consumption, a glutamine-dependent shift between glycine and alanine overflow metabolism, and remodeling of amino-acid utilization. Metabolic flux analysis further demonstrated enhanced glycolytic overflow and increased reliance on amino acid-supported anaplerosis. Conversely, selective removal of LgEVs from perfusion medium significantly improved cell expansion without reducing antibody production, supporting an inhibitory role for late-stage LgEVs. These LgEVs were enriched in let-7 family miRNAs and miR-21, consistent with RNAseq analyses demonstrating stress-associated enrichment of these miRNAs in CHO EVs and with functional studies showing that let-7a and miR-21reduce CHO-cell growth. Together, these observations suggest that selective miRNA loading contributes to the growth, metabolic, and productivity phenotypes elicited by late-stage LgEVs. Our findings identify LgEVs in CHO-K1 can act as endogenous regulators of CHO-cell physiology thus deserving attention for optimizing high-density fed-batch and perfusion biomanufacturing processes.