Literature DB >> 32541965

In vitro prototyping and rapid optimization of biosynthetic enzymes for cell design.

Ashty S Karim1,2,3, Quentin M Dudley1,2,3, Alex Juminaga4, Yongbo Yuan4, Samantha A Crowe1,2,3, Jacob T Heggestad1,2,3, Shivani Garg4, Tanus Abdalla4, William S Grubbe1,2,3, Blake J Rasor1,2,3, David N Coar5, Maria Torculas5, Michael Krein5, FungMin Eric Liew4, Amy Quattlebaum4, Rasmus O Jensen4, Jeffrey A Stuart5, Sean D Simpson4, Michael Köpke6, Michael C Jewett7,8,9,10,11.   

Abstract

The design and optimization of biosynthetic pathways for industrially relevant, non-model organisms is challenging due to transformation idiosyncrasies, reduced numbers of validated genetic parts and a lack of high-throughput workflows. Here we describe a platform for in vitro prototyping and rapid optimization of biosynthetic enzymes (iPROBE) to accelerate this process. In iPROBE, cell lysates are enriched with biosynthetic enzymes by cell-free protein synthesis and then metabolic pathways are assembled in a mix-and-match fashion to assess pathway performance. We demonstrate iPROBE by screening 54 different cell-free pathways for 3-hydroxybutyrate production and optimizing a six-step butanol pathway across 205 permutations using data-driven design. Observing a strong correlation (r = 0.79) between cell-free and cellular performance, we then scaled up our highest-performing pathway, which improved in vivo 3-HB production in Clostridium by 20-fold to 14.63 ± 0.48 g l-1. We expect iPROBE to accelerate design-build-test cycles for industrial biotechnology.

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Year:  2020        PMID: 32541965     DOI: 10.1038/s41589-020-0559-0

Source DB:  PubMed          Journal:  Nat Chem Biol        ISSN: 1552-4450            Impact factor:   15.040


  44 in total

Review 1.  Clostridia: the importance of their exceptional substrate and metabolite diversity for biofuel and biorefinery applications.

Authors:  Bryan P Tracy; Shawn W Jones; Alan G Fast; Dinesh C Indurthi; Eleftherios T Papoutsakis
Journal:  Curr Opin Biotechnol       Date:  2011-11-11       Impact factor: 9.740

Review 2.  Fermentative production of butanol--the industrial perspective.

Authors:  Edward M Green
Journal:  Curr Opin Biotechnol       Date:  2011-03-01       Impact factor: 9.740

Review 3.  Synthetic Biology for Cell-Free Biosynthesis: Fundamentals of Designing Novel In Vitro Multi-Enzyme Reaction Networks.

Authors:  Gaspar Morgado; Daniel Gerngross; Tania M Roberts; Sven Panke
Journal:  Adv Biochem Eng Biotechnol       Date:  2018       Impact factor: 2.635

Review 4.  Engineering Clostridium organisms as microbial cell-factories: challenges & opportunities.

Authors:  Kamil Charubin; R Kyle Bennett; Alan G Fast; Eleftherios T Papoutsakis
Journal:  Metab Eng       Date:  2018-07-25       Impact factor: 9.783

Review 5.  Engineering synergy in biotechnology.

Authors:  Jens Nielsen; Martin Fussenegger; Jay Keasling; Sang Yup Lee; James C Liao; Kristala Prather; Bernhard Palsson
Journal:  Nat Chem Biol       Date:  2014-05       Impact factor: 15.040

Review 6.  Cell-free metabolic engineering: biomanufacturing beyond the cell.

Authors:  Quentin M Dudley; Ashty S Karim; Michael C Jewett
Journal:  Biotechnol J       Date:  2014-10-15       Impact factor: 4.677

Review 7.  Engineering Cellular Metabolism.

Authors:  Jens Nielsen; Jay D Keasling
Journal:  Cell       Date:  2016-03-10       Impact factor: 41.582

Review 8.  Acetone-butanol fermentation revisited.

Authors:  D T Jones; D R Woods
Journal:  Microbiol Rev       Date:  1986-12

Review 9.  Cell-free gene expression: an expanded repertoire of applications.

Authors:  Adam D Silverman; Ashty S Karim; Michael C Jewett
Journal:  Nat Rev Genet       Date:  2019-11-28       Impact factor: 53.242

Review 10.  Using gas mixtures of CO, CO2 and H2 as microbial substrates: the do's and don'ts of successful technology transfer from laboratory to production scale.

Authors:  Ralf Takors; Michael Kopf; Joerg Mampel; Wilfried Bluemke; Bastian Blombach; Bernhard Eikmanns; Frank R Bengelsdorf; Dirk Weuster-Botz; Peter Dürre
Journal:  Microb Biotechnol       Date:  2018-05-14       Impact factor: 5.813

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  31 in total

1.  Cell-Free Protein Synthesis for High-Throughput Biosynthetic Pathway Prototyping.

Authors:  Blake J Rasor; Bastian Vögeli; Michael C Jewett; Ashty S Karim
Journal:  Methods Mol Biol       Date:  2022

2.  Spacer2PAM: A computational framework to guide experimental determination of functional CRISPR-Cas system PAM sequences.

Authors:  Grant A Rybnicky; Nicholas A Fackler; Ashty S Karim; Michael Köpke; Michael C Jewett
Journal:  Nucleic Acids Res       Date:  2022-04-08       Impact factor: 16.971

3.  Variability in cell-free expression reactions can impact qualitative genetic circuit characterization.

Authors:  Katherine A Rhea; Nathan D McDonald; Stephanie D Cole; Vincent Noireaux; Matthew W Lux; Patricia E Buckley
Journal:  Synth Biol (Oxf)       Date:  2022-08-02

4.  An efficient cell-free protein synthesis platform for producing proteins with pyrrolysine-based noncanonical amino acids.

Authors:  Arnaz Ranji Charna; Benjamin J Des Soye; Ioanni Ntai; Neil L Kelleher; Michael C Jewett
Journal:  Biotechnol J       Date:  2022-06-09       Impact factor: 5.726

5.  A versatile active learning workflow for optimization of genetic and metabolic networks.

Authors:  Amir Pandi; Christoph Diehl; Ali Yazdizadeh Kharrazi; Scott A Scholz; Elizaveta Bobkova; Léon Faure; Maren Nattermann; David Adam; Nils Chapin; Yeganeh Foroughijabbari; Charles Moritz; Nicole Paczia; Niña Socorro Cortina; Jean-Loup Faulon; Tobias J Erb
Journal:  Nat Commun       Date:  2022-07-05       Impact factor: 17.694

6.  Carbon-negative production of acetone and isopropanol by gas fermentation at industrial pilot scale.

Authors:  Fungmin Eric Liew; Robert Nogle; Tanus Abdalla; Blake J Rasor; Christina Canter; Rasmus O Jensen; Lan Wang; Jonathan Strutz; Payal Chirania; Sashini De Tissera; Alexander P Mueller; Zhenhua Ruan; Allan Gao; Loan Tran; Nancy L Engle; Jason C Bromley; James Daniell; Robert Conrado; Timothy J Tschaplinski; Richard J Giannone; Robert L Hettich; Ashty S Karim; Séan D Simpson; Steven D Brown; Ching Leang; Michael C Jewett; Michael Köpke
Journal:  Nat Biotechnol       Date:  2022-02-21       Impact factor: 68.164

7.  Aldehyde Production in Crude Lysate- and Whole Cell-Based Biotransformation Using a Noncanonical Redox Cofactor System.

Authors:  Kelly N Richardson; William B Black; Han Li
Journal:  ACS Catal       Date:  2020-07-23       Impact factor: 13.084

Review 8.  Mining genomes to illuminate the specialized chemistry of life.

Authors:  Marnix H Medema; Tristan de Rond; Bradley S Moore
Journal:  Nat Rev Genet       Date:  2021-06-03       Impact factor: 53.242

Review 9.  Machine learning for enzyme engineering, selection and design.

Authors:  Ryan Feehan; Daniel Montezano; Joanna S G Slusky
Journal:  Protein Eng Des Sel       Date:  2021-02-15       Impact factor: 1.952

10.  In silico design and automated learning to boost next-generation smart biomanufacturing.

Authors:  Pablo Carbonell; Rosalind Le Feuvre; Eriko Takano; Nigel S Scrutton
Journal:  Synth Biol (Oxf)       Date:  2020-10-17
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