The Need for Integrated Approaches in Metabolic Engineering
Abstract
Highlights include state-of-the-art procedures for heterologous small-molecule biosynthesis, the associated bottlenecks, and new strategies that have the potential to accelerate future accomplishments in metabolic engineering. A combination of different approaches over multiple time and size scales must be considered for successful pathway engineering in a heterologous host. We have classified these optimization procedures based on the “system” that is being manipulated: transcriptome, translatome, proteome, or reactome. Here, by bridging multiple disciplines, including molecular biology, biochemistry, biophysics, and computational sciences, we can create an integral framework for the discovery and implementation of novel biosynthetic production routes.
- Authors:
-
- Joint BioEnergy Inst. (JBEI), Emeryville, CA (United States); Univ. of California, Berkeley, CA (United States). Dept. of Chemical & Biomolecular Engineering, Dept. of Bioengineering
- Univ. of California, San Diego, CA (United States). Dept. of Bioengineering
- Joint BioEnergy Inst. (JBEI), Emeryville, CA (United States); Univ. of California, Berkeley, CA (United States). Dept. of Chemical & Biomolecular Engineering, Dept. of Bioengineering; Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States). Physical Biosciences Division
- Publication Date:
- Research Org.:
- Lawrence Berkeley National Laboratory, E-Scholarship Repository, Berkeley, CA (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), Biological and Environmental Research (BER)
- OSTI Identifier:
- 1378363
- Grant/Contract Number:
- AC02-05CH11231
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Cold Spring Harbor Perspectives in Biology
- Additional Journal Information:
- Journal Volume: 8; Journal Issue: 11; Journal ID: ISSN 1943-0264
- Publisher:
- Cold Spring Harbor
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 59 BASIC BIOLOGICAL SCIENCES
Citation Formats
Lechner, Anna, Brunk, Elizabeth, and Keasling, Jay D. The Need for Integrated Approaches in Metabolic Engineering. United States: N. p., 2016.
Web. doi:10.1101/cshperspect.a023903.
Lechner, Anna, Brunk, Elizabeth, & Keasling, Jay D. The Need for Integrated Approaches in Metabolic Engineering. United States. https://doi.org/10.1101/cshperspect.a023903
Lechner, Anna, Brunk, Elizabeth, and Keasling, Jay D. Mon .
"The Need for Integrated Approaches in Metabolic Engineering". United States. https://doi.org/10.1101/cshperspect.a023903. https://www.osti.gov/servlets/purl/1378363.
@article{osti_1378363,
title = {The Need for Integrated Approaches in Metabolic Engineering},
author = {Lechner, Anna and Brunk, Elizabeth and Keasling, Jay D.},
abstractNote = {Highlights include state-of-the-art procedures for heterologous small-molecule biosynthesis, the associated bottlenecks, and new strategies that have the potential to accelerate future accomplishments in metabolic engineering. A combination of different approaches over multiple time and size scales must be considered for successful pathway engineering in a heterologous host. We have classified these optimization procedures based on the “system” that is being manipulated: transcriptome, translatome, proteome, or reactome. Here, by bridging multiple disciplines, including molecular biology, biochemistry, biophysics, and computational sciences, we can create an integral framework for the discovery and implementation of novel biosynthetic production routes.},
doi = {10.1101/cshperspect.a023903},
journal = {Cold Spring Harbor Perspectives in Biology},
number = 11,
volume = 8,
place = {United States},
year = {Mon Aug 15 00:00:00 EDT 2016},
month = {Mon Aug 15 00:00:00 EDT 2016}
}
Web of Science
Works referenced in this record:
Directed evolution of enzymes and biosynthetic pathways
journal, June 2006
- Johannes, Tyler W.; Zhao, Huimin
- Current Opinion in Microbiology, Vol. 9, Issue 3
Kemp elimination catalysts by computational enzyme design
journal, March 2008
- Röthlisberger, Daniela; Khersonsky, Olga; Wollacott, Andrew M.
- Nature, Vol. 453, Issue 7192, p. 190-195
Customized optimization of metabolic pathways by combinatorial transcriptional engineering
journal, June 2012
- Du, Jing; Yuan, Yongbo; Si, Tong
- Nucleic Acids Research, Vol. 40, Issue 18
Composability of regulatory sequences controlling transcription and translation in Escherichia coli
journal, August 2013
- Kosuri, Sriram; Goodman, Daniel B.; Cambray, Guillaume
- Proceedings of the National Academy of Sciences, Vol. 110, Issue 34
Synonymous but not the same: the causes and consequences of codon bias
journal, November 2010
- Plotkin, Joshua B.; Kudla, Grzegorz
- Nature Reviews Genetics, Vol. 12, Issue 1
Directed evolution as a powerful synthetic biology tool
journal, March 2013
- Cobb, Ryan E.; Sun, Ning; Zhao, Huimin
- Methods, Vol. 60, Issue 1
Exposing synonymous mutations
journal, July 2014
- Hunt, Ryan C.; Simhadri, Vijaya L.; Iandoli, Matthew
- Trends in Genetics, Vol. 30, Issue 7
Announcing the worldwide Protein Data Bank
journal, December 2003
- Berman, Helen; Henrick, Kim; Nakamura, Haruki
- Nature Structural & Molecular Biology, Vol. 10, Issue 12
Modular optimization of multi-gene pathways for fatty acids production in E. coli
journal, January 2013
- Xu, Peng; Gu, Qin; Wang, Wenya
- Nature Communications, Vol. 4, Issue 1
An Evolutionarily Conserved Mechanism for Controlling the Efficiency of Protein Translation
journal, April 2010
- Tuller, Tamir; Carmi, Asaf; Vestsigian, Kalin
- Cell, Vol. 141, Issue 2
Good Codons, Bad Transcript: Large Reductions in Gene Expression and Fitness Arising from Synonymous Mutations in a Key Enzyme
journal, December 2012
- Agashe, Deepa; Martinez-Gomez, N. Cecilia; Drummond, D. Allan
- Molecular Biology and Evolution, Vol. 30, Issue 3
Controlling promoter strength and regulation in Saccharomyces cerevisiae using synthetic hybrid promoters
journal, May 2012
- Blazeck, John; Garg, Rishi; Reed, Ben
- Biotechnology and Bioengineering, Vol. 109, Issue 11
Directed Evolution of the Suicide Protein O 6 -Alkylguanine-DNA Alkyltransferase for Increased Reactivity Results in an Alkylated Protein with Exceptional Stability
journal, January 2012
- Mollwitz, Birgit; Brunk, Elizabeth; Schmitt, Simone
- Biochemistry, Vol. 51, Issue 5
Deciphering the rules by which 5'-UTR sequences affect protein expression in yeast
journal, July 2013
- Dvir, S.; Velten, L.; Sharon, E.
- Proceedings of the National Academy of Sciences, Vol. 110, Issue 30
Prediction of novel synthetic pathways for the production of desired chemicals
journal, January 2010
- Cho, Ayoun; Yun, Hongseok; Park, Jin
- BMC Systems Biology, Vol. 4, Issue 1
Expression-level optimization of a multi-enzyme pathway in the absence of a high-throughput assay
journal, September 2013
- Lee, Michael E.; Aswani, Anil; Han, Audrey S.
- Nucleic Acids Research, Vol. 41, Issue 22
Non-optimal codon usage affects expression, structure and function of clock protein FRQ
journal, February 2013
- Zhou, Mian; Guo, Jinhu; Cha, Joonseok
- Nature, Vol. 495, Issue 7439
Hybrid QM/MM Car-Parrinello Simulations of Catalytic and Enzymatic Reactions
journal, January 2002
- Colombo, Maria Carola; Guidoni, Leonardo; Laio, Alessandro
- CHIMIA International Journal for Chemistry, Vol. 56, Issue 1
From structure to function: Approaches and limitations
journal, November 2000
- Thornton, Janet M.; Todd, Annabel E.; Milburn, Duncan
- Nature Structural Biology, Vol. 7, p. 991-994
Design, construction and characterization of a set of insulated bacterial promoters
journal, September 2010
- Davis, J. H.; Rubin, A. J.; Sauer, R. T.
- Nucleic Acids Research, Vol. 39, Issue 3, p. 1131-1141
BRENDA, AMENDA and FRENDA the enzyme information system: new content and tools in 2009
journal, January 2009
- Chang, A.; Scheer, M.; Grote, A.
- Nucleic Acids Research, Vol. 37, Issue Database
Genome-scale metabolic reconstructions of multiple Escherichia coli strains highlight strain-specific adaptations to nutritional environments
journal, November 2013
- Monk, J. M.; Charusanti, P.; Aziz, R. K.
- Proceedings of the National Academy of Sciences, Vol. 110, Issue 50
Low-Copy Plasmids can Perform as Well as or Better Than High-Copy Plasmids for Metabolic Engineering of Bacteria
journal, October 2000
- Jones, Kristala L.; Kim, Seon-Won; Keasling, J. D.
- Metabolic Engineering, Vol. 2, Issue 4
Characterizing Strain Variation in Engineered E. coli Using a Multi-Omics-Based Workflow
journal, May 2016
- Brunk, Elizabeth; George, Kevin W.; Alonso-Gutierrez, Jorge
- Cell Systems, Vol. 2, Issue 5
Quantitative prediction of cellular metabolism with constraint-based models: the COBRA Toolbox
journal, March 2007
- Becker, Scott A.; Feist, Adam M.; Mo, Monica L.
- Nature Protocols, Vol. 2, Issue 3
Constraint-based models predict metabolic and associated cellular functions
journal, January 2014
- Bordbar, Aarash; Monk, Jonathan M.; King, Zachary A.
- Nature Reviews Genetics, Vol. 15, Issue 2
Combinatorial pathway analysis for improved L-tyrosine production in Escherichia coli: Identification of enzymatic bottlenecks by systematic gene overexpression
journal, March 2008
- Lütke-Eversloh, Tina; Stephanopoulos, Gregory
- Metabolic Engineering, Vol. 10, Issue 2, p. 69-77
A "Silent" Polymorphism in the MDR1 Gene Changes Substrate Specificity
journal, January 2007
- Kimchi-Sarfaty, C.; Oh, J. M.; Kim, I.-W.
- Science, Vol. 315, Issue 5811, p. 525-528
Precise and reliable gene expression via standard transcription and translation initiation elements
journal, March 2013
- Mutalik, Vivek K.; Guimaraes, Joao C.; Cambray, Guillaume
- Nature Methods, Vol. 10, Issue 4
General approach to reversing ketol-acid reductoisomerase cofactor dependence from NADPH to NADH
journal, June 2013
- Brinkmann-Chen, S.; Flock, T.; Cahn, J. K. B.
- Proceedings of the National Academy of Sciences, Vol. 110, Issue 27, p. 10946-10951
Engineering specialized metabolic pathways—is there a room for enzyme improvements?
journal, April 2013
- Bar-Even, Arren; Salah Tawfik, Dan
- Current Opinion in Biotechnology, Vol. 24, Issue 2
Generation of an atlas for commodity chemical production in Escherichia coli and a novel pathway prediction algorithm, GEM-Path
journal, September 2014
- Campodonico, Miguel A.; Andrews, Barbara A.; Asenjo, Juan A.
- Metabolic Engineering, Vol. 25
In vivo translation rates can substantially delay the cotranslational folding of the Escherichia coli cytosolic proteome
journal, December 2012
- Ciryam, P.; Morimoto, R. I.; Vendruscolo, M.
- Proceedings of the National Academy of Sciences, Vol. 110, Issue 2
De novo design of biocatalysts
journal, April 2002
- Bolon, Daniel N.; Voigt, Christopher A.; Mayo, Stephen L.
- Current Opinion in Chemical Biology, Vol. 6, Issue 2
Codon bias and heterologous protein expression
journal, July 2004
- Gustafsson, Claes; Govindarajan, Sridhar; Minshull, Jeremy
- Trends in Biotechnology, Vol. 22, Issue 7
Metabolic engineering of Escherichia coli for industrial production of glucosamine and N-acetylglucosamine
journal, May 2005
- Deng, Ming-De; Severson, David K.; Grund, Alan D.
- Metabolic Engineering, Vol. 7, Issue 3
Engineered thermostable fungal cellulases exhibit efficient synergistic cellulose hydrolysis at elevated temperatures: Engineered Synergistic Thermostable Fungal Cellulases
journal, August 2014
- Trudeau, Devin L.; Lee, Toni M.; Arnold, Frances H.
- Biotechnology and Bioengineering, Vol. 111, Issue 12
Hierarchy of Sequence-Dependent Features Associated With Prokaryotic Translation
journal, December 2003
- Lithwick, G.
- Genome Research, Vol. 13, Issue 12
A condition-specific codon optimization approach for improved heterologous gene expression in Saccharomyces cerevisiae
journal, January 2014
- Lanza, Amanda M.; Curran, Kathleen A.; Rey, Lindsey G.
- BMC Systems Biology, Vol. 8, Issue 1
How do bacteria tune translation efficiency?
journal, April 2015
- Li, Gene-Wei
- Current Opinion in Microbiology, Vol. 24
Recent computational advances in the identification of allosteric sites in proteins
journal, October 2014
- Lu, Shaoyong; Huang, Wenkang; Zhang, Jian
- Drug Discovery Today, Vol. 19, Issue 10
Optimizing non-natural protein function with directed evolution
journal, April 2011
- Brustad, Eric M.; Arnold, Frances H.
- Current Opinion in Chemical Biology, Vol. 15, Issue 2
The Effects of Codon Context on In Vivo Translation Speed
journal, June 2014
- Chevance, Fabienne F. V.; Le Guyon, Soazig; Hughes, Kelly T.
- PLoS Genetics, Vol. 10, Issue 6
Co-variation of tRNA Abundance and Codon Usage inEscherichia coliat Different Growth Rates
journal, August 1996
- Dong, Hengjiang; Nilsson, Lars; Kurland, Charles G.
- Journal of Molecular Biology, Vol. 260, Issue 5
De Novo Computational Design of Retro-Aldol Enzymes
journal, March 2008
- Jiang, L.; Althoff, E. A.; Clemente, F. R.
- Science, Vol. 319, Issue 5868
Designed divergent evolution of enzyme function
journal, February 2006
- Yoshikuni, Yasuo; Ferrin, Thomas E.; Keasling, Jay D.
- Nature, Vol. 440, Issue 7087
Genome-Wide Analysis in Vivo of Translation with Nucleotide Resolution Using Ribosome Profiling
journal, April 2009
- Ingolia, N. T.; Ghaemmaghami, S.; Newman, J. R. S.
- Science, Vol. 324, Issue 5924
Optimizing genome-scale network reconstructions
journal, May 2014
- Monk, Jonathan; Nogales, Juan; Palsson, Bernhard O.
- Nature Biotechnology, Vol. 32, Issue 5
Structural Basis for Cyclic Terpene Biosynthesis by Tobacco 5-Epi-Aristolochene Synthase
journal, September 1997
- Starks, C. M.
- Science, Vol. 277, Issue 5333
Design of Protein Catalysts
journal, June 2013
- Hilvert, Donald
- Annual Review of Biochemistry, Vol. 82, Issue 1
Genome-scale promoter engineering by coselection MAGE
journal, April 2012
- Wang, Harris H.; Kim, Hwangbeom; Cong, Le
- Nature Methods, Vol. 9, Issue 6, p. 591-593
Manufacturing Molecules Through Metabolic Engineering
journal, December 2010
- Keasling, Jay D.
- Science, Vol. 330, Issue 6009, p. 1355-1358
Structure of trichodiene synthase from Fusarium sporotrichioides provides mechanistic inferences on the terpene cyclization cascade
journal, November 2001
- Rynkiewicz, M. J.; Cane, D. E.; Christianson, D. W.
- Proceedings of the National Academy of Sciences, Vol. 98, Issue 24
Mixed Quantum Mechanical/Molecular Mechanical Molecular Dynamics Simulations of Biological Systems in Ground and Electronically Excited States
journal, April 2015
- Brunk, Elizabeth; Rothlisberger, Ursula
- Chemical Reviews, Vol. 115, Issue 12
Quantifying Position-Dependent Codon Usage Bias
journal, April 2014
- Hockenberry, Adam J.; Sirer, M. Irmak; Amaral, Luís A. Nunes
- Molecular Biology and Evolution, Vol. 31, Issue 7
Optimization of a heterologous mevalonate pathway through the use of variant HMG-CoA reductases
journal, September 2011
- Ma, Suzanne M.; Garcia, David E.; Redding-Johanson, Alyssa M.
- Metabolic Engineering, Vol. 13, Issue 5
High-Throughput Metabolic Engineering: Advances in Small-Molecule Screening and Selection
journal, June 2010
- Dietrich, Jeffrey A.; McKee, Adrienne E.; Keasling, Jay D.
- Annual Review of Biochemistry, Vol. 79, Issue 1
Causes and Effects of N-Terminal Codon Bias in Bacterial Genes
journal, September 2013
- Goodman, D. B.; Church, G. M.; Kosuri, S.
- Science, Vol. 342, Issue 6157
The utility of protein and mRNA correlation
journal, January 2015
- Payne, Samuel H.
- Trends in Biochemical Sciences, Vol. 40, Issue 1
Metabolic engineering of the L-phenylalanine pathway in Escherichia coli for the production of S- or R-mandelic acid
journal, January 2011
- Sun, Zhoutong; Ning, Yuanyuan; Liu, Lixia
- Microbial Cell Factories, Vol. 10, Issue 1
Isobutanol production at elevated temperatures in thermophilic Geobacillus thermoglucosidasius
journal, July 2014
- Lin, Paul P.; Rabe, Kersten S.; Takasumi, Jennifer L.
- Metabolic Engineering, Vol. 24
Design by Directed Evolution
journal, March 1998
- Arnold, Frances H.
- Accounts of Chemical Research, Vol. 31, Issue 3
Engineering microbial cell factories for biosynthesis of isoprenoid molecules: beyond lycopene
journal, September 2007
- Klein-Marcuschamer, Daniel; Ajikumar, Parayil Kumaran; Stephanopoulos, Gregory
- Trends in Biotechnology, Vol. 25, Issue 9
Local slowdown of translation by nonoptimal codons promotes nascent-chain recognition by SRP in vivo
journal, November 2014
- Pechmann, Sebastian; Chartron, Justin W.; Frydman, Judith
- Nature Structural & Molecular Biology, Vol. 21, Issue 12
Insights into the regulation of protein abundance from proteomic and transcriptomic analyses
journal, March 2012
- Vogel, Christine; Marcotte, Edward M.
- Nature Reviews Genetics, Vol. 13, Issue 4
Alteration of product formation by directed mutagenesis and truncation of the multiple-product sesquiterpene synthases δ-selinene synthase and γ-humulene synthase
journal, June 2002
- Little, Dawn B.; Croteau, Rodney B.
- Archives of Biochemistry and Biophysics, Vol. 402, Issue 1
Multiplex metabolic pathway engineering using CRISPR/Cas9 in Saccharomyces cerevisiae
journal, March 2015
- Jakočiūnas, Tadas; Bonde, Ida; Herrgård, Markus
- Metabolic Engineering, Vol. 28
Crystal Structure of Pentalenene Synthase: Mechanistic Insights on Terpenoid Cyclization Reactions in Biology
journal, September 1997
- Lesburg, C. A.
- Science, Vol. 277, Issue 5333
Timing Is Everything: Unifying Codon Translation Rates and Nascent Proteome Behavior
journal, December 2014
- Nissley, Daniel A.; O’Brien, Edward P.
- Journal of the American Chemical Society, Vol. 136, Issue 52
Design rules for efficient transgene expression in plants
journal, May 2014
- Jackson, Mark A.; Sternes, Peter R.; Mudge, Stephen R.
- Plant Biotechnology Journal, Vol. 12, Issue 7
Optimality and evolution of transcriptionally regulated gene expression
journal, January 2011
- Poelwijk, Frank J.; Heyning, Philip D.; de Vos, Marjon GJ
- BMC Systems Biology, Vol. 5, Issue 1
Increasing Expression of P450 and P450-Reductase Proteins from Monocots in Heterologous Systems
journal, July 2000
- Batard, Yannick; Hehn, Alain; Nedelkina, Svetlana
- Archives of Biochemistry and Biophysics, Vol. 379, Issue 1
Biocatalytic Promiscuity
journal, May 2011
- Humble, Maria Svedendahl; Berglund, Per
- European Journal of Organic Chemistry, Vol. 2011, Issue 19
Recent trends in biocatalysis engineering
journal, July 2012
- Illanes, Andrés; Cauerhff, Ana; Wilson, Lorena
- Bioresource Technology, Vol. 115
Combinatorial optimization of cyanobacterial 2,3-butanediol production
journal, March 2014
- Oliver, John W. K.; Machado, Iara M. P.; Yoneda, Hisanari
- Metabolic Engineering, Vol. 22
A Role for Codon Order in Translation Dynamics
journal, April 2010
- Cannarozzi, Gina; Schraudolph, Nicol N.; Faty, Mahamadou
- Cell, Vol. 141, Issue 2
Crystal Structure Determination of Aristolochene Synthase from the Blue Cheese Mold, Penicillium roqueforti *
journal, May 2000
- Caruthers, Jonathan M.; Kang, Ilgu; Rynkiewicz, Michael J.
- Journal of Biological Chemistry, Vol. 275, Issue 33
Exploring the diversity of complex metabolic networks
journal, December 2004
- Hatzimanikatis, V.; Li, C.; Ionita, J. A.
- Bioinformatics, Vol. 21, Issue 8
Combinatorial engineering of intergenic regions in operons tunes expression of multiple genes
journal, July 2006
- Pfleger, Brian F.; Pitera, Douglas J.; Smolke, Christina D.
- Nature Biotechnology, Vol. 24, Issue 8
Synthetic protein scaffolds provide modular control over metabolic flux
journal, August 2009
- Dueber, John E.; Wu, Gabriel C.; Malmirchegini, G. Reza
- Nature Biotechnology, Vol. 27, Issue 8, p. 753-759
Scaffold Proteins: Hubs for Controlling the Flow of Cellular Information
journal, May 2011
- Good, M. C.; Zalatan, J. G.; Lim, W. A.
- Science, Vol. 332, Issue 6030
High-level semi-synthetic production of the potent antimalarial artemisinin
journal, April 2013
- Paddon, C. J.; Westfall, P. J.; Pitera, D. J.
- Nature, Vol. 496, Issue 7446
BRENDA, the enzyme database: updates and major new developments
journal, January 2004
- Schomburg, I.
- Nucleic Acids Research, Vol. 32, Issue 90001
De novo design of catalytic proteins
journal, August 2004
- Kaplan, J.; DeGrado, W. F.
- Proceedings of the National Academy of Sciences, Vol. 101, Issue 32
Uncovering Genes with Divergent mRNA-Protein Dynamics in Streptomyces coelicolor
journal, May 2008
- Jayapal, Karthik P.; Philp, Robin J.; Kok, Yee-Jiun
- PLoS ONE, Vol. 3, Issue 5
Thirteen Years of Building Constraint-Based In Silico Models of Escherichia coli
journal, May 2003
- Reed, J. L.; Palsson, B. O.
- Journal of Bacteriology, Vol. 185, Issue 9
Microbial production of fatty acid-derived fuels and chemicals
journal, December 2013
- Lennen, Rebecca M.; Pfleger, Brian F.
- Current Opinion in Biotechnology, Vol. 24, Issue 6
Metabolic engineering of microorganisms: general strategies and drug production
journal, January 2009
- Lee, Sang Yup; Kim, Hyun Uk; Park, Jin Hwan
- Drug Discovery Today, Vol. 14, Issue 1-2
Sesquiterpene Synthases from Grand Fir ( Abies grandis ) : COMPARISON OF CONSTITUTIVE AND WOUND-INDUCED ACTIVITIES, AND cDNA ISOLATION, CHARACTERIZATION, AND BACTERIAL EXPRESSION OF δ-SELINENE SYNTHASE AND γ-HUMULENE SYNTHASE
journal, January 1998
- Steele, Christopher L.; Crock, John; Bohlmann, Jörg
- Journal of Biological Chemistry, Vol. 273, Issue 4
Expanding Anfinsen’s Principle: Contributions of Synonymous Codon Selection to Rational Protein Design
journal, January 2014
- Sander, Ian M.; Chaney, Julie L.; Clark, Patricia L.
- Journal of the American Chemical Society, Vol. 136, Issue 3
Automated design of synthetic ribosome binding sites to control protein expression
journal, October 2009
- Salis, Howard M.; Mirsky, Ethan A.; Voigt, Christopher A.
- Nature Biotechnology, Vol. 27, Issue 10, p. 946-950
Computer-aided design of functional protein interactions
journal, October 2009
- Mandell, Daniel J.; Kortemme, Tanja
- Nature Chemical Biology, Vol. 5, Issue 11
Expanding the Enzyme Universe: Accessing Non-Natural Reactions by Mechanism-Guided Directed Evolution
journal, February 2015
- Renata, Hans; Wang, Z. Jane; Arnold, Frances H.
- Angewandte Chemie International Edition, Vol. 54, Issue 11
Desaturation and Hydroxylation: RESIDUES 148 AND 324 OF
journal, February 2002
- Broadwater, John A.; Whittle, Edward; Shanklin, John
- Journal of Biological Chemistry, Vol. 277, Issue 18
Protein promiscuity and its implications for biotechnology
journal, February 2009
- Nobeli, Irene; Favia, Angelo D.; Thornton, Janet M.
- Nature Biotechnology, Vol. 27, Issue 2
Metabolic pathway optimization using ribosome binding site variants and combinatorial gene assembly
journal, November 2013
- Nowroozi, Farnaz F.; Baidoo, Edward E. K.; Ermakov, Simon
- Applied Microbiology and Biotechnology, Vol. 98, Issue 4
Biocatalyst development by directed evolution
journal, July 2012
- Wang, Meng; Si, Tong; Zhao, Huimin
- Bioresource Technology, Vol. 115
Improved biocatalysts by directed evolution and rational protein design
journal, April 2001
- Bornscheuer, Uwe T.; Pohl, Martina
- Current Opinion in Chemical Biology, Vol. 5, Issue 2
Directed evolution of a para-nitrobenzyl esterase for aqueous-organic solvents
journal, April 1996
- Moore, Jeffrey C.; Arnold, Frances H.
- Nature Biotechnology, Vol. 14, Issue 4
What is flux balance analysis?
journal, March 2010
- Orth, Jeffrey D.; Thiele, Ines; Palsson, Bernhard Ø
- Nature Biotechnology, Vol. 28, Issue 3
Isoprenoid Pathway Optimization for Taxol Precursor Overproduction in Escherichia coli
journal, September 2010
- Ajikumar, P. K.; Xiao, W.-H.; Tyo, K. E. J.
- Science, Vol. 330, Issue 6000, p. 70-74
Computer-Aided Protein Directed Evolution: a Review of web Servers, Databases and Other Computational Tools for Protein Engineering
journal, September 2012
- Verma, Rajni; Schwaneberg, Ulrich; Roccatano, Danilo
- Computational and Structural Biotechnology Journal, Vol. 2, Issue 3
Codon optimization can improve expression of human genes in Escherichia coli: A multi-gene study
journal, May 2008
- Burgess-Brown, Nicola A.; Sharma, Sujata; Sobott, Frank
- Protein Expression and Purification, Vol. 59, Issue 1
Integrating computational methods to retrofit enzymes to synthetic pathways
journal, September 2011
- Brunk, Elizabeth; Neri, Marilisa; Tavernelli, Ivano
- Biotechnology and Bioengineering, Vol. 109, Issue 2
Advances and current limitations in transcript-level control of gene expression
journal, August 2015
- Leavitt, John M.; Alper, Hal S.
- Current Opinion in Biotechnology, Vol. 34
Enhancing functional expression of heterologous proteins through random substitution of genetic codes in the 5' coding region: Enhancing Functional Expression of Heterologous
journal, January 2015
- Cheong, Dae-Eun; Ko, Kyong-Cheol; Han, Yunjon
- Biotechnology and Bioengineering, Vol. 112, Issue 4
Computational tools for designing and engineering enzymes
journal, April 2014
- Damborsky, Jiri; Brezovsky, Jan
- Current Opinion in Chemical Biology, Vol. 19
Works referencing / citing this record:
Engineering actinomycetes for biosynthesis of macrolactone polyketides
journal, August 2019
- Dhakal, Dipesh; Sohng, Jae Kyung; Pandey, Ramesh Prasad
- Microbial Cell Factories, Vol. 18, Issue 1
Microbial Platform for Terpenoid Production: Escherichia coli and Yeast
journal, October 2018
- Wang, Chonglong; Liwei, Mudanguli; Park, Ji-Bin
- Frontiers in Microbiology, Vol. 9
Synthetic biology approaches for the production of plant metabolites in unicellular organisms
journal, April 2017
- Moses, Tessa; Mehrshahi, Payam; Smith, Alison G.
- Journal of Experimental Botany, Vol. 68, Issue 15
Engineering actinomycetes for biosynthesis of macrolactone polyketides
journal, August 2019
- Dhakal, Dipesh; Sohng, Jae Kyung; Pandey, Ramesh Prasad
- Microbial Cell Factories, Vol. 18, Issue 1
Adaptive Strategies of the Candidate Probiotic E. coli Nissle in the Mammalian Gut
journal, April 2019
- Crook, Nathan; Ferreiro, Aura; Gasparrini, Andrew J.
- Cell Host & Microbe, Vol. 25, Issue 4
Synthetic biology approaches for the production of plant metabolites in unicellular organisms.
text, January 2017
- Moses, T.; Mehrshahi, Payam; Smith, Alison
- Apollo - University of Cambridge Repository
An estimate is worth about a thousand experiments: using order-of-magnitude estimates to identify cellular engineering targets
journal, August 2018
- Metcalf, Kevin James; Slininger Lee, Marilyn F.; Jakobson, Christopher Matthew
- Microbial Cell Factories, Vol. 17, Issue 1
Alternative Watson–Crick Synthetic Genetic Systems
journal, September 2016
- Benner, Steven A.; Karalkar, Nilesh B.; Hoshika, Shuichi
- Cold Spring Harbor Perspectives in Biology, Vol. 8, Issue 11
An estimate is worth about a thousand experiments: using order-of-magnitude estimates to identify cellular engineering targets
journal, August 2018
- Metcalf, Kevin James; Slininger Lee, Marilyn F.; Jakobson, Christopher Matthew
- Microbial Cell Factories, Vol. 17, Issue 1
Spatially organizing biochemistry: choosing a strategy to translate synthetic biology to the factory
journal, May 2018
- Jakobson, Christopher M.; Tullman-Ercek, Danielle; Mangan, Niall M.
- Scientific Reports, Vol. 8, Issue 1
Challenges and tackles in metabolic engineering for microbial production of carotenoids
journal, March 2019
- Wang, Chonglong; Zhao, Shuli; Shao, Xixi
- Microbial Cell Factories, Vol. 18, Issue 1
Spatially organizing biochemistry: choosing a strategy to translate synthetic biology to the factory
journal, October 2017
- Jakobson, Christopher M.; Tullman-Ercek, Danielle; Mangan, Niall M.
- Scientific Reports
Spatially organizing biochemistry: choosing a strategy to translate synthetic biology to the factory
journal, October 2017
- Jakobson, Christopher M.; Tullman-Ercek, Danielle; Mangan, Niall M.
- Scientific Reports
Adaptive strategies of the candidate probiotic E. coli Nissle in the mammalian gut
journal, July 2018
- Crook, Nathan; Ferreiro, Aura; Gasparrini, Andrew J.
- Cell Host & Microbe
Gas fermentation: cellular engineering possibilities and scale up
journal, April 2017
- Heijstra, Björn D.; Leang, Ching; Juminaga, Alex
- Microbial Cell Factories, Vol. 16, Issue 1