Advantages and Prospects for In Vitro PHA Synthesis: Comparison
Please note this is a comparison between Version 2 by Camila Xu and Version 1 by Xue Yang.

Polyhydroxyalkanoates (PHAs) are a series of structurally diverse storage polyesters that are accumulated by various bacterial species and stored intracellularly in the form of granules. They primarily act as carbon and energy storage compounds to sustain cell survival during starvation.

  • cell-free synthesis system
  • Polyhydroxyalkanoate (PHA)
  • PHA synthesis pathway

1. Overview of Polyhydroxyalkanoates (PHAs)

Polyhydroxyalkanoates (PHAs) are a series of structurally diverse storage polyesters that are accumulated by various bacterial species and stored intracellularly in the form of granules [26][1]. They primarily act as carbon and energy storage compounds to sustain cell survival during starvation [27][2]. In 1926, Lemoigne [28][3] first discovered these biological polymers. Since then, PHAs have attracted significant commercial and research interest in the green polymer market due to their desirable properties such as biocompatibility, biodegradability, and diversified chemical structures. PHAs have been recognized as a green alternative to conventional petroleum-derived plastics [29][4].
Based on the number of carbon atoms present in the (R)-HA monomer unit, PHA polymers can be broadly classified into three types: short-chain-length PHAs (scl-PHA, C3-C5), medium-chain-length PHAs (mcl-PHA, C6-C14) and long-chain-length PHAs (lcl-PHA, containing more than 14 carbon atoms) [30][5]. Many bacteria can produce scl-PHA, including the model species Cupriavidus necator (also known as Ralstonia eutropha) [31][6], while mcl-PHA producers are mainly found in Pseudomonas sp. [32,33,34][7][8][9]. The monomer composition of PHA polymers defines most of the physical–chemical properties of the material, which is a determining factor in its engineering application, for example, mcl-PHA and its copolymers are suitable for a range of biomedical applications requiring flexible biological materials [32][7]. Additionally, PHA can be synthesized in different forms depending on the bacterial species and the substrate provided. These include homopolymers that are composed of only one type of monomer [35][10], random copolymers [36][11] that contain two or more different monomers, and block copolymers [37][12] that are made up of at least two homopolymers connected by covalent bonds.

2. In Vitro PHA Synthesis

2.1. Exploration of PHA Synthetase

Cell-free synthetic biology, in conjunction with the prototyping design, may offer a promising approach for PHA synthesis. In the 1970s, research into the in vitro synthesis of PHA using purified enzymes [71][13] was carried out, primarily aimed at exploring the activity of PhaC to optimize the PHA synthesis capability of the strain. Since then, this approach has been widely adopted by researchers. Qi, et al. [72][14] purified the type II PHA synthases PhaC1 and PhaC2 from Pseudomonas aeruginosa and determined their kinetic parameters for PHA synthesis. A molar mass of 9.8 × 106 g/mol of PHB was obtained when using (R,S)-3-hydroxybutyryl-CoA as a substrate. Additionally, PhaC activity can be inhibited by large amounts of CoA. The reaction pathway catalyzed by PhaC from acyl-CoA to PHA is a single step and provides direct and clear guidance for subsequent work with the in vitro synthesis of PHA. Subsequently, other researchers developed cell-free synthesis methods that improved the polymer yield. Jossek and Steinbüchel [73][15] established an in vitro PHB three-enzyme biosynthetic system. In this system, the release of CoA was coupled with acetate, which was reused as an acetyl group donor catalyzed by acetyl-CoA synthase to generate 3-hydroxybutyrate. This method made the in vitro synthesis of PHB independent of the costly consumption of CoA. In subsequent research, Han, et al. [74][16] discovered a method for synthesizing non-natural PHA using a chemical-enzyme approach. Their system consisted of an organic phase of hexane and a buffered aqueous phase. In the aqueous phase, propionyl-CoA transferase, with pan-substrate activity, catalyzed the CoA transfer from acetyl-CoA to form a CoA-activated precursor for a PHA monomer with the release of acetate. During polymerization, CoA was released into the aqueous reaction phase and reacetylated in the intermediate phase. Ultimately, the maximum titer of PHB achieved was 1.2 g/L, which is comparable to that of natural producers [75][17]. Unconventional PHA cell-free synthesis schemes have also been reported, such as the use of class II and III PHA synthases to catalyze PHA surface coatings on hydrophobic carriers [76][18]. Additional reports related to cell-free PHA synthesis are summarized in Table 1.
Table 1.
Summary for PHA synthesis exploration in vitro.

References

  1. Jendrossek, D. Polyhydroxyalkanoate granules are complex subcellular organelles (Carbonosomes). J. Bacteriol. 2009, 191, 3195–3202.
  2. Koller, M.; Mukherjee, A.; Obruca, S.; Zinn, M. Polyhydroxyalkanoates (PHA): Microbial synthesis of natural polyesters. In Microbial Production of High-Value Products; Rehm, B.H.A., Wibowo, D., Eds.; Springer International Publishing: Cham, Switzerland, 2022; pp. 185–236.
  3. Lemoigne, M. Études sur l’autolyse microbienne origine de l’acide β-oxybutyrique formé par autolyse. Ann. Inst. Pasteur 1927, 41, 148.
  4. Acharjee, S.A.; Bharali, P.; Gogoi, B.; Sorhie, V.; Walling, B.; Alemtoshi. PHA-based bioplastic: A potential alternative to address microplastic pollution. Water Air Soil Pollut. 2022, 234, 21.
  5. Li, Z.; Yang, J.; Loh, X.J. Polyhydroxyalkanoates: Opening doors for a sustainable future. NPG Asia Mater. 2016, 8, e265.
  6. Mravec, F.; Obruca, S.; Krzyzanek, V.; Sedlacek, P.; Hrubanova, K.; Samek, O.; Kucera, D.; Benesova, P.; Nebesarova, J. Accumulation of PHA granules in Cupriavidus necator as seen by confocal fluorescence microscopy. FEMS Microbiol. Lett. 2016, 363, fnw094.
  7. Rai, R.; Keshavarz, T.; Roether, J.A.; Boccaccini, A.R.; Roy, I. Medium chain length polyhydroxyalkanoates, promising new biomedical materials for the future. Mater. Sci. Eng. R Rep. 2011, 72, 29–47.
  8. Xu, Z.; Xu, M.; Cai, C.; Chen, S.; Jin, M. Microbial polyhydroxyalkanoate production from lignin by Pseudomonas putida NX-1. Bioresour. Technol. 2021, 319, 124210.
  9. Wang, X.; Lin, L.; Dong, J.; Ling, J.; Wang, W.; Wang, H.; Zhang, Z.; Yu, X. Simultaneous Improvements of pseudomonas cell growth and polyhydroxyalkanoate production from a pignin derivative for lignin-consolidated bioprocessing. Appl. Environ. Microbiol. 2018, 84, e01469-18.
  10. Gao, J.; Vo, M.T.; Ramsay, J.A.; Ramsay, B.A. Overproduction of MCL-PHA with high 3-hydroxydecanoate Content. Biotechnol. Bioeng. 2018, 115, 390–400.
  11. Wang, Y.; Chung, A.; Chen, G.-Q. Synthesis of Medium-Chain-Length polyhydroxyalkanoate homopolymers, random copolymers, and block copolymers by an engineered strain of Pseudomonas entomophila. Adv. Healthc. Mater. 2017, 6, 1601017.
  12. Pederson, E.N.; McChalicher, C.W.J.; Srienc, F. Bacterial synthesis of PHA block copolymers. Biomacromolecules 2006, 7, 1904–1911.
  13. Fukui, T.; Yoshimoto, A.; Matsumoto, M.; Hosokawa, S.; Saito, T.; Nishikawa, H.; Tomita, K. Enzymatic synthesis of poly-β-hydroxybutyrate inZoogloea ramigera. Arch. Microbiol. 1976, 110, 149–156.
  14. Qi, Q.; Steinbüchel, A.; Rehm, B.H.A. In vitro synthesis of poly(3-hydroxydecanoate): Purification and enzymatic characterization of type II polyhydroxyalkanoate synthases PhaC1 and PhaC2 from Pseudomonas aeruginosa. Appl. Microbiol. Biotechnol. 2000, 54, 37–43.
  15. Jossek, R.; Steinbüchel, A. In vitro synthesis of poly(3-hydroxybutyric acid) by using an enzymatic coenzyme A recycling system. FEMS Microbiol. Lett. 1998, 168, 319–324.
  16. Han, X.; Satoh, Y.; Satoh, T.; Matsumoto, K.i.; Kakuchi, T.; Taguchi, S.; Dairi, T.; Munekata, M.; Tajima, K. Chemo-enzymatic synthesis of polyhydroxyalkanoate (PHA) incorporating 2-hydroxybutyrate by wild-type class I PHA synthase from Ralstonia eutropha. Appl. Microbiol. Biotechnol. 2011, 92, 509–517.
  17. Han, X.; Satoh, Y.; Tajima, K.; Matsushima, T.; Munekata, M. Chemo-enzymatic synthesis of polyhydroxyalkanoate by an improved two-phase reaction system (TPRS). J. Biosci. Bioeng. 2009, 108, 517–523.
  18. Sato, S.; Minato, M.; Kikkawa, Y.; Abe, H.; Tsuge, T. In vitro synthesis of polyhydroxyalkanoate catalyzed by class II and III PHA synthases: A useful technique for surface coatings of a hydrophobic support with PHA. J. Chem. Technol. Biotechnol. 2010, 85, 779–782.
  19. Tajima, K.; Han, X.; Satoh, Y.; Ishii, A.; Araki, Y.; Munekata, M.; Taguchi, S. In vitro synthesis of polyhydroxyalkanoate (PHA) incorporating lactate (LA) with a block sequence by using a newly engineered thermostable PHA synthase from Pseudomonas sp. SG4502 with acquired LA-polymerizing activity. Appl. Microbiol. Biotechnol. 2012, 94, 365–376.
  20. Lawrence, A.G.; Choi, J.; Rha, C.; Stubbe, J.; Sinskey, A.J. In vitro analysis of the chain termination reaction in the synthesis of poly-(R)-β-hydroxybutyrate by the class III Synthase from Allochromatium vinosum. Biomacromolecules 2005, 6, 2113–2119.
  21. Tomizawa, S.; Sato, S.; Lan, J.C.-W.; Nakamura, Y.; Abe, H.; Tsuge, T. In vitro evidence of chain transfer to tetraethylene glycols in enzymatic polymerization of polyhydroxyalkanoate. Appl. Microbiol. Biotechnol. 2013, 97, 4821–4829.
  22. Tajima, K.; Satoh, Y.; Nakazawa, K.; Tannai, H.; Erata, T.; Munekata, M.; Kamachi, M.; Lenz, R.W. Chemoenzymatic synthesis of poly(3-hydroxybutyrate) in a water-organic solvent two-phase system. Macromolecules 2004, 37, 4544–4546.
  23. Gerngross, T.U.; Martin, D.P. Enzyme-catalyzed synthesis of poly: Formation of macroscopic granules in vitro. Proc. Natl. Acad. Sci. USA 1995, 92, 6279–6283.
  24. Tomizawa, S.; Yoshioka, M.; Ushimaru, K.; Tsuge, T. Preparative synthesis of poly monomer for enzymatic cell-free polymerization. Polym. J. 2012, 44, 982–985.
  25. Satoh, Y.; Tajima, K.; Tannai, H.; Munekata, M. Enzyme-catalyzed poly(3-hydroxybutyrate) synthesis from acetate with CoA recycling and NADPH regeneration in vitro. J. Biosci. Bioeng. 2003, 95, 335–341.
  26. Cherubini, F. The biorefinery concept: Using biomass instead of oil for producing energy and chemicals. Energy Convers. Manag. 2010, 51, 1412–1421.
  27. Schmidt-Dannert, C.; Lopez-Gallego, F. A roadmap for biocatalysis—Functional and spatial orchestration of enzyme cascades. Microb. Biotechnol. 2016, 9, 601–609.
  28. Taniguchi, H.; Okano, K.; Honda, K. Modules for in vitro metabolic engineering: Pathway assembly for bio-based production of value-added chemicals. Synth. Syst. Biotechnol. 2017, 2, 65–74.
  29. Wilding, K.M.; Schinn, S.-M.; Long, E.A.; Bundy, B.C. The emerging impact of cell-free chemical biosynthesis. Curr. Opin. Biotechnol. 2018, 53, 115–121.
  30. You, C.; Zhang, Y.H.P. Cell-free biosystems for biomanufacturing. In Future Trends in Biotechnology; Zhong, J.-J., Ed.; Springer: Berlin/Heidelberg, Germany, 2013; pp. 89–119.
  31. Opgenorth, P.H.; Korman, T.P.; Bowie, J.U. A synthetic biochemistry module for production of bio-based chemicals from glucose. Nat. Chem. Biol. 2016, 12, 393–395.
  32. Li, F.; Wei, X.; Zhang, L.; Liu, C.; You, C.; Zhu, Z. Installing a green engine to drive an enzyme cascade: A light-powered in vitro biosystem for poly(3-hydroxybutyrate) synthesis. Angew. Chem. Int. Ed. 2022, 61, e202111054.
  33. Zhang, J.; Liu, D.; Liu, Y.; Chu, H.; Bai, J.; Cheng, J.; Zhao, H.; Fu, S.; Liu, H.; Fu, Y.; et al. Hybrid synthesis of polyhydroxybutyrate bioplastics from carbon dioxide. Green Chem. 2023, 25, 3247–3255.
  34. Grubbe, W.S.; Rasor, B.J.; Krüger, A.; Jewett, M.C.; Karim, A.S. Cell-free styrene biosynthesis at high titers. bioRxiv 2020.
  35. Karim, A.S.; Dudley, Q.M.; Juminaga, A.; Yuan, Y.; Crowe, S.A.; Heggestad, J.T.; Garg, S.; Abdalla, T.; Grubbe, W.S.; Rasor, B.J.; et al. In vitro prototyping and rapid optimization of biosynthetic enzymes for cell design. Nat. Chem. Biol. 2020, 16, 912–919.
  36. Guo, W.; Sheng, J.; Feng, X. Mini-review: In vitro metabolic engineering for biomanufacturing of high-value products. Comput. Struct. Biotechnol. J. 2017, 15, 161–167.
  37. Zhang, Y.; Meng, Q.; Ma, H.; Liu, Y.; Cao, G.; Zhang, X.; Zheng, P.; Sun, J.; Zhang, D.; Jiang, W.; et al. Determination of key enzymes for threonine synthesis through in vitro metabolic pathway analysis. Microb. Cell Factories 2015, 14, 86.
  38. van den Berg, J.; Boersma, A.J.; Poolman, B. Microorganisms maintain crowding homeostasis. Nat. Rev. Microbiol. 2017, 15, 309–318.
  39. Wu, H.; Chen, J.; Chen, G.-Q. Engineering the growth pattern and cell morphology for enhanced PHB production by Escherichia coli. Appl. Microbiol. Biotechnol. 2016, 100, 9907–9916.
  40. Tan, D.; Wu, Q.; Chen, J.-C.; Chen, G.-Q. Engineering Halomonas TD01 for the low-cost production of polyhydroxyalkanoates. Metab. Eng. 2014, 26, 34–47.
  41. Poltronieri, P. Polyhydroxyalkanoate production in biofermentor monitored through biosensor application. Int. J. Biosens. Bioelectron. 2018, 4, 235–240.
  42. Wang, W.; Wei, Q.; Zhang, J.; Zhang, M.; Wang, C.; Qu, R.; Wang, Y.; Yang, G.; Wang, J. A ratiometric fluorescent biosensor reveals dynamic regulation of long-chain fatty acyl-coa esters metabolism. Angew. Chem. Int. Ed. 2021, 60, 13996–14004.
  43. Mao, Y.; Yuan, Q.; Yang, X.; Liu, P.; Cheng, Y.; Luo, J.; Liu, H.; Yao, Y.; Sun, H.; Cai, T.; et al. Non-natural aldol reactions enable the design and construction of novel one-carbon assimilation pathways in vitro. Front. Microbiol. 2021, 12, 677596.
  44. Bogorad, I.W.; Lin, T.-S.; Liao, J.C. Synthetic non-oxidative glycolysis enables complete carbon conservation. Nature 2013, 502, 693–697.
  45. Madkour, M.H.; Heinrich, D.; Alghamdi, M.A.; Shabbaj, I.I.; Steinbüchel, A. PHA recovery from biomass. Biomacromolecules 2013, 14, 2963–2972.
  46. Ong, S.Y.; Zainab-L, I.; Pyary, S.; Sudesh, K. A novel biological recovery approach for PHA employing selective digestion of bacterial biomass in animals. Appl. Microbiol. Biotechnol. 2018, 102, 2117–2127.
  47. Hodgman, C.E.; Jewett, M.C. Cell-free synthetic biology: Thinking outside the cell. Metab. Eng. 2012, 14, 261–269.
  48. Lu, X.; Liu, Y.; Yang, Y.; Wang, S.; Wang, Q.; Wang, X.; Yan, Z.; Cheng, J.; Liu, C.; Yang, X.; et al. Constructing a synthetic pathway for acetyl-coenzyme A from one-carbon through enzyme design. Nat. Commun. 2019, 10, 1378.
  49. Liu, H.; Arbing, M.A.; Bowie, J.U. Expanding the use of ethanol as a feedstock for cell-free synthetic biochemistry by implementing acetyl-CoA and ATP generating pathways. Sci. Rep. 2022, 12, 7700.
  50. Tajima, K.; Han, X.; Hashimoto, Y.; Satoh, Y.; Satoh, T.; Taguchi, S. In vitro synthesis of polyhydroxyalkanoates using thermostable acetyl-CoA synthetase, CoA transferase, and PHA synthase from thermotorelant bacteria. J. Biosci. Bioeng. 2016, 122, 660–665.
  51. Phan, H.T.; Hosoe, Y.; Guex, M.; Tomoi, M.; Tomita, H.; Zinn, M.; Matsumoto, K. Directed evolution of sequence-regulating polyhydroxyalkanoate synthase to synthesize a Medium-Chain-Length-Short-Chain-Length (MCL-SCL) block copolymer. Biomacromolecules 2022, 23, 1221–1231.
  52. Hori, C.; Oishi, K.; Matsumoto, K.; Taguchi, S.; Ooi, T. Site-directed saturation mutagenesis of polyhydroxylalkanoate synthase for efficient microbial production of poly. J. Biosci. Bioeng. 2018, 125, 632–636.
  53. Dubey, N.C.; Tripathi, B.P. Nature inspired multienzyme immobilization: Strategies and concepts. ACS Appl. Bio Mater. 2021, 4, 1077–1114.
  54. Zhao, H.; van der Donk, W.A. Regeneration of cofactors for use in biocatalysis. Curr. Opin. Biotechnol. 2003, 14, 583–589.
  55. Britton, J.; Majumdar, S.; Weiss, G.A. Continuous flow biocatalysis. Chem. Soc. Rev. 2018, 47, 5891–5918.
  56. Cai, T.; Sun, H.; Qiao, J.; Zhu, L.; Zhang, F.; Zhang, J.; Tang, Z.; Wei, X.; Yang, J.; Yuan, Q.; et al. Cell-free chemoenzymatic starch synthesis from carbon dioxide. Science 2021, 373, 1523–1527.
  57. Wu, R.; Li, F.; Cui, X.; Li, Z.; Ma, C.; Jiang, H.; Zhang, L.; Zhang, Y.P.J.; Zhao, T.; Zhang, Y.; et al. Enzymatic electrosynthesis of glycine from CO2 and NH3. Angew. Chem. Int. Ed. Engl. 2023, 62, e202218387.
  58. Welch, P.; Scopes, R.K. Studies on cell-free metabolism: Ethanol production by a yeast glycolytic system reconstituted from purified enzymes. J. Biotechnol. 1985, 2, 257–273.
  59. Opgenorth, P.H.; Korman, T.P.; Bowie, J.U. A synthetic biochemistry molecular purge valve module that maintains redox balance. Nat. Commun. 2014, 5, 4113.
  60. Yang, X.; Yuan, Q.; Luo, H.; Li, F.; Mao, Y.; Zhao, X.; Du, J.; Li, P.; Ju, X.; Zheng, Y.; et al. Systematic design and in vitro validation of novel one-carbon assimilation pathways. Metab. Eng. 2019, 56, 142–153.
  61. Wang, W.; Liu, M.; You, C.; Li, Z.; Zhang, Y.-H.P. ATP-free biosynthesis of a high-energy phosphate metabolite fructose 1,6-diphosphate by in vitro metabolic engineering. Metab. Eng. 2017, 42, 168–174.
  62. Paul, C.E.; Hollmann, F. A survey of synthetic nicotinamide cofactors in enzymatic processes. Appl. Microbiol. Biotechnol. 2016, 100, 4773–4778.
  63. Zhu, Z.; Tam, T.K.; Zhang, Y.H.P. Cell-free biosystems in the production of electricity and bioenergy. In Fundamentals and Application of New Bioproduction Systems; Zeng, A.-P., Ed.; Springer: Berlin/Heidelberg, Germany, 2013; pp. 125–152.
  64. Andexer, J.N.; Richter, M. Emerging enzymes for ATP regeneration in biocatalytic processes. ChemBioChem 2015, 16, 380–386.
  65. Bachosz, K.; Zdarta, J.; Bilal, M.; Meyer, A.S.; Jesionowski, T. Enzymatic cofactor regeneration systems: A new perspective on efficiency assessment. Sci. Total Environ. 2023, 868, 161630.
  66. Han, J.; Hou, J.; Zhang, F.; Ai, G.; Li, M.; Cai, S.; Liu, H.; Wang, L.; Wang, Z.; Zhang, S.; et al. Multiple propionyl coenzyme a-supplying pathways for production of the bioplastic poly(3-hydroxybutyrate-co-3-hydroxyvalerate) in Haloferax mediterranei. Appl. Environ. Microbiol. 2013, 79, 2922–2931.
  67. Schwander, T.; Schada von Borzyskowski, L.; Burgener, S.; Cortina, N.S.; Erb, T.J. A synthetic pathway for the fixation of carbon dioxide in vitro. Science 2016, 354, 900–904.
  68. Elçin, A.E.; Elçin, Y.M. Polycation-coated polyanion microspheres of urease for urea hydrolysis. Artif. Cells Blood Substit. Biotechnol. 2000, 28, 95–111.
  69. Ullah, M.W.; Khattak, W.A.; Ul-Islam, M.; Khan, S.; Park, J.K. Metabolic engineering of synthetic cell-free systems: Strategies and applications. Biochem. Eng. J. 2016, 105, 391–405.
  70. Fu, G.; Yue, J.; Li, D.; Li, Y.; Lee, S.Y.; Zhang, D. An operator-based expression toolkit for Bacillus subtilis enables fine-tuning of gene expression and biosynthetic pathway regulation. Proc. Natl. Acad. Sci. USA 2022, 119, e2119980119.
  71. Luo, B.; Jin, M.M.; Li, X.; Makunga, N.P.; Hu, X. Yeast surface display for in vitro biosynthetic pathway reconstruction. ACS Synth. Biol. 2021, 10, 2938–2946.
  72. Chen, Z.; Duan, R.; Xiao, Y.; Wei, Y.; Zhang, H.; Sun, X.; Wang, S.; Cheng, Y.; Wang, X.; Tong, S.; et al. Biodegradation of highly crystallized poly(ethylene terephthalate) through cell surface codisplay of bacterial PETase and hydrophobin. Nat. Commun. 2022, 13, 7138.
  73. Dong, H.; Zhang, W.; Zhou, S.; Wang, P. Programmable biofilm-cellulose hybrid platform for specific clustering of microbial catalysts with optimized cellular synergy. Chem. Commun. 2022, 58, 8222–8225.
  74. van der Donk, W.A.; Zhao, H. Recent developments in pyridine nucleotide regeneration. Curr. Opin. Biotechnol. 2003, 14, 421–426.
  75. Nocek, B.; Kochinyan, S.; Proudfoot, M.; Brown, G.; Evdokimova, E.; Osipiuk, J.; Edwards, A.M.; Savchenko, A.; Joachimiak, A.; Yakunin, A.F. Polyphosphate-dependent synthesis of ATP and ADP by the family-2 polyphosphate kinases in bacteria. Proc. Natl. Acad. Sci. USA 2008, 105, 17730–17735.
  76. Karim, A.S.; Jewett, M.C. A cell-free framework for rapid biosynthetic pathway prototyping and enzyme discovery. Metab. Eng. 2016, 36, 116–126.
  77. Petroll, K.; Kopp, D.; Care, A.; Bergquist, P.L.; Sunna, A. Tools and strategies for constructing cell-free enzyme pathways. Biotechnol. Adv. 2019, 37, 91–108.
  78. Koller, M.; Novak, M.; Braunegg, G.; Horvat, P. Mathematical modelling as a tool for optimized pha production. Chem. Biochem. Eng. Q. 2015, 29, 183–220.
  79. Rollin, J.A.; Martin del Campo, J.; Myung, S.; Sun, F.; You, C.; Bakovic, A.; Castro, R.; Chandrayan, S.K.; Wu, C.-H.; Adams, M.W.W.; et al. High-yield hydrogen production from biomass by in vitro metabolic engineering: Mixed sugars coutilization and kinetic modeling. Proc. Natl. Acad. Sci. USA 2015, 112, 4964–4969.
  80. Horvath, N.; Vilkhovoy, M.; Wayman, J.A.; Calhoun, K.; Swartz, J.; Varner, J.D. Toward a genome scale sequence specific dynamic model of cell-free protein synthesis in Escherichia coli. Metab. Eng. Commun. 2020, 10, e00113.
  81. Domenzain, I.; Sánchez, B.; Anton, M.; Kerkhoven, E.J.; Millán-Oropeza, A.; Henry, C.; Siewers, V.; Morrissey, J.P.; Sonnenschein, N.; Nielsen, J. Reconstruction of a catalogue of genome-scale metabolic models with enzymatic constraints using GECKO 2.0. Nat. Commun. 2022, 13, 3766.
  82. Yang, X.; Mao, Z.; Zhao, X.; Wang, R.; Zhang, P.; Cai, J.; Xue, C.; Ma, H. Integrating thermodynamic and enzymatic constraints into genome-scale metabolic models. Metab. Eng. 2021, 67, 133–144.
  83. Salvy, P.; Fengos, G.; Ataman, M.; Pathier, T.; Soh, K.C.; Hatzimanikatis, V. pyTFA and matTFA: A python package and a matlab toolbox for thermodynamics-based flux analysis. Bioinformatics 2019, 35, 167–169.
  84. Nogales, J.; Mueller, J.; Gudmundsson, S.; Canalejo, F.J.; Duque, E.; Monk, J.; Feist, A.M.; Ramos, J.L.; Niu, W.; Palsson, B.O. High-quality genome-scale metabolic modelling of Pseudomonas putida highlights its broad metabolic capabilities. Environ. Microbiol. 2020, 22, 255–269.
  85. Borzou, P.; Ghaisari, J.; Izadi, I.; Eshraghi, Y.; Gheisari, Y. A novel strategy for dynamic modeling of genome-scale interaction networks. Bioinformatics 2023, 39, btad079.
  86. Goldberg, A.P.; Szigeti, B.; Chew, Y.H.; Sekar, J.A.; Roth, Y.D.; Karr, J.R. Emerging whole-cell modeling principles and methods. Curr. Opin. Biotechnol. 2018, 51, 97–102.
  87. Zampieri, G.; Vijayakumar, S.; Yaneske, E.; Angione, C. Machine and deep learning meet genome-scale metabolic modeling. PLoS Comput. Biol. 2019, 15, e1007084.
  88. Mezzina, M.P.; Manoli, M.T.; Prieto, M.A.; Nikel, P.I. Engineering native and synthetic pathways in Pseudomonas putida for the production of tailored polyhydroxyalkanoates. Biotechnol. J. 2021, 16, 2000165.
  89. Kumar, P.; Kim, B.S. Valorization of polyhydroxyalkanoates production process by co-synthesis of value-added products. Bioresour. Technol. 2018, 269, 544–556.
  90. Xu, M.; Qin, J.; Rao, Z.; You, H.; Zhang, X.; Yang, T.; Wang, X.; Xu, Z. Effect of polyhydroxybutyrate (PHB) storage on l-arginine production in recombinant Corynebacterium crenatum using coenzyme regulation. Microb. Cell Factories 2016, 15, 15.
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