{"title":"mfapy: An open-source Python package for 13C-based metabolic flux analysis","authors":"Fumio Matsuda, Kousuke Maeda, Takeo Taniguchi, Yuya Kondo, Futa Yatabe, Nobuyuki Okahashi, Hiroshi Shimizu","doi":"10.1016/j.mec.2021.e00177","DOIUrl":"10.1016/j.mec.2021.e00177","url":null,"abstract":"<div><p><sup>13</sup>C-based metabolic flux analysis (<sup>13</sup>C-MFA) is an essential tool for estimating intracellular metabolic flux levels in metabolic engineering and biology. In <sup>13</sup>C-MFA, a metabolic flux distribution that explains the observed isotope labeling data was computationally estimated using a non-linear optimization method. Herein, we report the development of mfapy, an open-source Python package developed for more flexibility and extensibility for <sup>13</sup>C-MFA. mfapy compels users to write a customized Python code by describing each step in the data analysis procedures of the isotope labeling experiments. The flexibility and extensibility provided by mfapy can support trial-and-error performance in the routine estimation of metabolic flux distributions, experimental design by computer simulations of <sup>13</sup>C-MFA experiments, and development of new data analysis techniques for stable isotope labeling experiments. mfapy is available to the public from the Github repository (<span>https://github.com/fumiomatsuda/mfapy</span><svg><path></path></svg>).</p></div>","PeriodicalId":18695,"journal":{"name":"Metabolic Engineering Communications","volume":"13 ","pages":"Article e00177"},"PeriodicalIF":5.2,"publicationDate":"2021-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.mec.2021.e00177","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"39289655","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
James D. Budge , Joanne Roobol , Gurdeep Singh , Théo Mozzanino , Tanya J. Knight , Jane Povey , Andrew Dean , Sarah J. Turner , Colin M. Jaques , Robert J. Young , Andrew J. Racher , C. Mark Smales
{"title":"A proline metabolism selection system and its application to the engineering of lipid biosynthesis in Chinese hamster ovary cells","authors":"James D. Budge , Joanne Roobol , Gurdeep Singh , Théo Mozzanino , Tanya J. Knight , Jane Povey , Andrew Dean , Sarah J. Turner , Colin M. Jaques , Robert J. Young , Andrew J. Racher , C. Mark Smales","doi":"10.1016/j.mec.2021.e00179","DOIUrl":"10.1016/j.mec.2021.e00179","url":null,"abstract":"<div><p>Chinese hamster ovary (CHO) cells are the leading mammalian cell host employed to produce complex secreted recombinant biotherapeutics such as monoclonal antibodies (mAbs). Metabolic selection marker technologies (e.g. glutamine synthetase (GS) or dihydrofolate reductase (DHFR)) are routinely employed to generate such recombinant mammalian cell lines. Here we describe the development of a selection marker system based on the metabolic requirement of CHO cells to produce proline, and that uses pyrroline-5-carboxylase synthetase (P5CS) to complement this auxotrophy. Firstly, we showed the system can be used to generate cells that have growth kinetics in proline-free medium similar to those of the parent CHO cell line, CHOK1SV GS-KO™ grown in proline-containing medium. As we have previously described how engineering lipid metabolism can be harnessed to enhance recombinant protein productivity in CHO cells, we then used the P5CS selection system to re-engineer lipid metabolism by over-expression of either sterol regulatory element binding protein 1 (SREBF1) or stearoyl CoA desaturase 1 (SCD1). The cells with re-engineered proline and lipid metabolism showed consistent growth and P5CS, SCD1 and SREBF1 expression across 100 cell generations. Finally, we show that the P5CS and GS selection systems can be used together. A GS vector containing the light and heavy chains for a mAb was super-transfected into a CHOK1SV GS-KO™ host over-expressing SCD1 from a P5CS vector. The resulting stable transfectant pools achieved a higher concentration at harvest for a model difficult to express mAb than the CHOK1SV GS-KO™ host. This demonstrates that the P5CS and GS selection systems can be used concomitantly to enable CHO cell line genetic engineering and recombinant protein expression.</p></div>","PeriodicalId":18695,"journal":{"name":"Metabolic Engineering Communications","volume":"13 ","pages":"Article e00179"},"PeriodicalIF":5.2,"publicationDate":"2021-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.mec.2021.e00179","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"39306448","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Maximilian Dietsch , Anna Behle , Philipp Westhoff , Ilka M. Axmann
{"title":"Metabolic engineering of Synechocystis sp. PCC 6803 for the photoproduction of the sesquiterpene valencene","authors":"Maximilian Dietsch , Anna Behle , Philipp Westhoff , Ilka M. Axmann","doi":"10.1016/j.mec.2021.e00178","DOIUrl":"10.1016/j.mec.2021.e00178","url":null,"abstract":"<div><p>Cyanobacteria are extremely adaptable, fast-growing, solar-powered cell factories that, like plants, are able to convert carbon dioxide into sugar and oxygen and thereby produce a large number of important compounds. Due to their unique phototrophy-associated physiological properties, i.e. naturally occurring isoprenoid metabolic pathway, they represent a highly promising platform for terpenoid biosynthesis. Here, we implemented a carefully devised engineering strategy to boost the biosynthesis of commercially attractive plant sequiterpenes, in particular valencene. Sesquiterpenes are a diverse group of bioactive metabolites, mainly produced in higher plants, but with often low concentrations and expensive downstream extraction. In this work we successfully demonstrate a multi-component engineering approach towards the photosynthetic production of valencene in the cyanobacterium <em>Synechocystis</em> sp. PCC 6803. First, we improved the flux towards valencene by markerless genomic deletions of <em>shc</em> and <em>sqs</em>. Secondly, we downregulated the formation of carotenoids, which are essential for viability of the cell, using CRISPRi on <em>crtE</em>. Finally, we intended to increase the spatial proximity of the two enzymes, <em>ispA</em> and <em>CnVS</em>, involved in valencene formation by creating an operon construct, as well as a fusion protein. Combining the most successful strategies resulted in a valencene production of 19 mg/g DCW in <em>Synechocystis</em>. In this work, we have devised a useful platform for future engineering steps.</p></div>","PeriodicalId":18695,"journal":{"name":"Metabolic Engineering Communications","volume":"13 ","pages":"Article e00178"},"PeriodicalIF":5.2,"publicationDate":"2021-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.mec.2021.e00178","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"39371563","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Kristina Stephens , Fauziah Rahma Zakaria , Eric VanArsdale , Gregory F. Payne , William E. Bentley
{"title":"Electronic signals are electrogenetically relayed to control cell growth and co-culture composition","authors":"Kristina Stephens , Fauziah Rahma Zakaria , Eric VanArsdale , Gregory F. Payne , William E. Bentley","doi":"10.1016/j.mec.2021.e00176","DOIUrl":"10.1016/j.mec.2021.e00176","url":null,"abstract":"<div><p>There is much to be gained by enabling electronic interrogation and control of biological function. While the benefits of bioelectronics that rely on potential-driven ionic flows are well known (electrocardiograms, defibrillators, neural prostheses, etc) there are relatively few advances targeting nonionic molecular networks, including genetic circuits. Redox activities combine connectivity to electronics with the potential for specific genetic control in cells. Here, electrode-generated hydrogen peroxide is used to actuate an electrogenetic “relay” cell population, which interprets the redox cue and synthesizes a bacterial signaling molecule (quorum sensing autoinducer AI-1) that, in turn, signals increased growth rate in a second population. The dramatically increased growth rate of the second population is enabled by expression of a phosphotransferase system protein, HPr, which is important for glucose transport. The potential to electronically modulate cell growth via direct genetic control will enable new opportunities in the treatment of disease and manufacture of biological therapeutics and other molecules.</p></div>","PeriodicalId":18695,"journal":{"name":"Metabolic Engineering Communications","volume":"13 ","pages":"Article e00176"},"PeriodicalIF":5.2,"publicationDate":"2021-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.mec.2021.e00176","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"39058216","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Anton Puzorjov , Katherine E. Dunn , Alistair J. McCormick
{"title":"Production of thermostable phycocyanin in a mesophilic cyanobacterium","authors":"Anton Puzorjov , Katherine E. Dunn , Alistair J. McCormick","doi":"10.1016/j.mec.2021.e00175","DOIUrl":"10.1016/j.mec.2021.e00175","url":null,"abstract":"<div><p>Phycocyanin (PC) is a soluble phycobiliprotein found within the light-harvesting phycobilisome complex of cyanobacteria and red algae, and is considered a high-value product due to its brilliant blue colour and fluorescent properties. However, commercially available PC has a relatively low temperature stability. Thermophilic species produce more thermostable variants of PC, but are challenging and energetically expensive to cultivate. Here, we show that the PC operon from the thermophilic cyanobacterium <em>Thermosynechococcus elongatus</em> BP-1 (<em>cpcBACD</em>) is functional in the mesophile <em>Synechocystis</em> sp. PCC 6803. Expression of <em>cpcBACD</em> in an ‘Olive’ mutant strain of <em>Synechocystis</em> lacking endogenous PC resulted in high yields of thermostable PC (112 ± 1 mg g<sup>−1</sup> DW) comparable to that of endogenous PC in wild-type cells. Heterologous PC also improved the growth of the Olive mutant, which was further supported by evidence of a functional interaction with the endogenous allophycocyanin core of the phycobilisome complex. The thermostability properties of the heterologous PC were comparable to those of PC from <em>T. elongatus</em>, and could be purified from the Olive mutant using a low-cost heat treatment method. Finally, we developed a scalable model to calculate the energetic benefits of producing PC from <em>T. elongatus</em> in <em>Synechocystis</em> cultures. Our model showed that the higher yields and lower cultivation temperatures of <em>Synechocystis</em> resulted in a 3.5-fold increase in energy efficiency compared to <em>T. elongatus</em>, indicating that producing thermostable PC in non-native hosts is a cost-effective strategy for scaling to commercial production.</p></div>","PeriodicalId":18695,"journal":{"name":"Metabolic Engineering Communications","volume":"13 ","pages":"Article e00175"},"PeriodicalIF":5.2,"publicationDate":"2021-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.mec.2021.e00175","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"39106410","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Bingyu Kuang , Venkata Gayatri Dhara , Duc Hoang , Jack Jenkins , Pranay Ladiwala , Yanglan Tan , Scott A. Shaffer , Shaun C. Galbraith , Michael J. Betenbaugh , Seongkyu Yoon
{"title":"Identification of novel inhibitory metabolites and impact verification on growth and protein synthesis in mammalian cells","authors":"Bingyu Kuang , Venkata Gayatri Dhara , Duc Hoang , Jack Jenkins , Pranay Ladiwala , Yanglan Tan , Scott A. Shaffer , Shaun C. Galbraith , Michael J. Betenbaugh , Seongkyu Yoon","doi":"10.1016/j.mec.2021.e00182","DOIUrl":"10.1016/j.mec.2021.e00182","url":null,"abstract":"<div><p>Mammalian cells consume large amount of nutrients during growth and production. However, endogenous metabolic inefficiencies often prevent cells to fully utilize nutrients to support growth and protein production. Instead, significant fraction of fed nutrients is diverted into extracellular accumulation of waste by-products and metabolites, further inhibiting proliferation and protein synthesis. In this study, an LC-MS/MS based metabolomics pipeline was used to screen Chinese hamster ovary (CHO) extracellular metabolites. Six out of eight identified inhibitory metabolites, caused by the inefficient cell metabolism, were not previously studied in CHO cells: aconitic acid, 2-hydroxyisocaproic acid, methylsuccinic acid, cytidine monophosphate, trigonelline, and n-acetyl putrescine. When supplemented back into a fed-batch culture, significant reduction in cellular growth was observed in the presence of each metabolite and all the identified metabolites were shown to impact the glycosylation of a model secreted antibody, with seven of these also reducing CHO cellular productivity (titer) and all eight inhibiting the formation of mono-galactosylated biantennary (G1F) and biantennary galactosylated (G2F) N-glycans. These inhibitory metabolites further impact the metabolism of cells, leading to a significant reduction in CHO cellular growth and specific productivity in fed-batch culture (maximum reductions of 27.2% and 40.6% respectively). In-depth pathway analysis revealed that these metabolites are produced when cells utilize major energy sources such as glucose and select amino acids (tryptophan, arginine, isoleucine, and leucine) for growth, maintenance, and protein production. Furthermore, these novel inhibitory metabolites were observed to accumulate in multiple CHO cell lines (CHO–K1 and CHO-GS) as well as HEK293 cell line. This study provides a robust and holistic methodology to incorporate global metabolomic analysis into cell culture studies for elucidation and structural verification of novel metabolites that participate in key metabolic pathways to growth, production, and post-translational modification in biopharmaceutical production.</p></div>","PeriodicalId":18695,"journal":{"name":"Metabolic Engineering Communications","volume":"13 ","pages":"Article e00182"},"PeriodicalIF":5.2,"publicationDate":"2021-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.mec.2021.e00182","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"39416572","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Jianhua Li , Fanglin Xu , Dongni Ji , Chenfei Tian , Yuwei Sun , Ishmael Mutanda , Yuhong Ren , Yong Wang
{"title":"Diversion of metabolic flux towards 5-deoxy(iso)flavonoid production via enzyme self-assembly in Escherichia coli","authors":"Jianhua Li , Fanglin Xu , Dongni Ji , Chenfei Tian , Yuwei Sun , Ishmael Mutanda , Yuhong Ren , Yong Wang","doi":"10.1016/j.mec.2021.e00185","DOIUrl":"10.1016/j.mec.2021.e00185","url":null,"abstract":"<div><p>5-Deoxy(iso)flavonoids are structural representatives of phenylpropanoid-derived compounds and play critical roles in plant ecophysiology. Recently, 5-deoxy(iso)flavonoids gained significant interest due to their potential applications as pharmaceuticals, nutraceuticals, and food additives. Given the difficulties in their isolation from native plant sources, engineered biosynthesis of 5-deoxy(iso)flavonoids in a microbial host is a highly promising alternative approach. However, the production of 5-deoxy(iso)flavonoids is hindered by metabolic flux imbalances that result in a product profile predominated by non-reduced analogues. In this study, GmCHS7 (chalcone synthase from <em>Glycine max</em>) and GuCHR (chalcone reductase from <em>Glycyrrhizza uralensis</em>) were preliminarily utilized to improve the CHR ratio (CHR product to total CHS product). The use of this enzyme combination improved the final CHR ratio from 39.7% to 50.3%. For further optimization, a protein-protein interaction strategy was employed, basing on the spatial adhesion of GmCHS7:PDZ and GuCHR:PDZlig. This strategy further increased the ratio towards the CHR-derived product (54.7%), suggesting partial success of redirecting metabolic flux towards the reduced branch. To further increase the total carbon metabolic flux, 15 protein scaffolds were programmed with stoichiometric arrangement of the three sequential catalysts GmCHS7, GuCHR and MsCHI (chalcone isomerase from <em>Medicago sativa</em>), resulting in a 1.4-fold increase in total flavanone production, from 69.4 mg/L to 97.0 mg/L in shake flasks. The protein self-assembly strategy also improved the production and direction of the lineage-specific compounds 7,4′-dihydroxyflavone and daidzein in <em>Escherichia coli</em>. This study presents a significant advancement of 5-deoxy(iso)flavonoid production and provides the foundation for production of value-added 5-deoxy(iso)flavonoids in microbial hosts.</p></div>","PeriodicalId":18695,"journal":{"name":"Metabolic Engineering Communications","volume":"13 ","pages":"Article e00185"},"PeriodicalIF":5.2,"publicationDate":"2021-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://ftp.ncbi.nlm.nih.gov/pub/pmc/oa_pdf/f2/32/main.PMC8488244.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"39503749","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
David C. Garcia , Jaime Lorenzo N. Dinglasan , Him Shrestha , Paul E. Abraham , Robert L. Hettich , Mitchel J. Doktycz
{"title":"A lysate proteome engineering strategy for enhancing cell-free metabolite production","authors":"David C. Garcia , Jaime Lorenzo N. Dinglasan , Him Shrestha , Paul E. Abraham , Robert L. Hettich , Mitchel J. Doktycz","doi":"10.1016/j.mec.2021.e00162","DOIUrl":"10.1016/j.mec.2021.e00162","url":null,"abstract":"<div><p>Cell-free systems present a significant opportunity to harness the metabolic potential of diverse organisms. Removing the cellular context provides the ability to produce biological products without the need to maintain cell viability and enables metabolic engineers to explore novel chemical transformation systems. Crude extracts maintain much of a cell’s capabilities. However, only limited tools are available for engineering the contents of the extracts used for cell-free systems. Thus, our ability to take full advantage of the potential of crude extracts for cell-free metabolic engineering is constrained. Here, we employ Multiplex Automated Genomic Engineering (MAGE) to tag proteins for selective depletion from crude extracts so as to specifically direct chemical production. Specific edits to central metabolism are possible without significantly impacting cell growth. Selective removal of pyruvate degrading enzymes resulted in engineered crude lysates that are capable of up to 40-fold increases in pyruvate production when compared to the non-engineered extract. The described approach melds the tools of systems and synthetic biology to showcase the effectiveness of cell-free metabolic engineering for applications like bioprototyping and bioproduction.</p></div>","PeriodicalId":18695,"journal":{"name":"Metabolic Engineering Communications","volume":"12 ","pages":"Article e00162"},"PeriodicalIF":5.2,"publicationDate":"2021-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1016/j.mec.2021.e00162","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"25344116","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}