Engineering regulatory networks for complex phenotypes in E. coli
Abstract
Regulatory networks describe the hierarchical relationship between transcription factors, associated proteins, and their target genes. Regulatory networks respond to environmental and genetic perturbations by reprogramming cellular metabolism. Here we design, construct, and map a comprehensive regulatory network library containing 110,120 specific mutations in 82 regulators expected to perturb metabolism. We screen the library for different targeted phenotypes, and identify mutants that confer strong resistance to various inhibitors, and/or enhanced production of target compounds. These improvements are identified in a single round of selection, showing that the regulatory network library is universally applicable and is convenient and effective for engineering targeted phenotypes. The facile construction and mapping of the regulatory network library provides a path for developing a more detailed understanding of global regulation in E. coli, with potential for adaptation and use in less-understood organisms, expanding toolkits for future strain engineering, synthetic biology, and broader efforts.
- Authors:
-
- Univ. of Colorado, Boulder, CO (United States)
- Univ. of Colorado, Boulder, CO (United States); National Renewable Energy Lab. (NREL), Golden, CO (United States)
- Univ. of Colorado, Boulder, CO (United States); Technical Univ. of Denmark, Lyngby (Denmark)
- Publication Date:
- Research Org.:
- National Renewable Energy Laboratory (NREL), Golden, CO (United States)
- Sponsoring Org.:
- USDOE Office of Energy Efficiency and Renewable Energy (EERE), Transportation Office. Bioenergy Technologies Office
- OSTI Identifier:
- 1660231
- Report Number(s):
- NREL/JA-2700-77377
Journal ID: ISSN 2041-1723; MainId:26323;UUID:3d00df03-740b-4ba3-be71-5385776edcce;MainAdminID:17319
- Grant/Contract Number:
- AC36-08GO28308; SC0018368
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Nature Communications
- Additional Journal Information:
- Journal Volume: 11; Journal Issue: 1; Journal ID: ISSN 2041-1723
- Publisher:
- Nature Publishing Group
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 59 BASIC BIOLOGICAL SCIENCES; CRISPR; isobutanol; isopropanol; large scale saturation; mutagenesis library; regulatory networks
Citation Formats
Liu, Rongming, Liang, Liya, Freed, Emily F., Choudhury, Alaksh, Eckert, Carrie A., and Gill, Ryan T. Engineering regulatory networks for complex phenotypes in E. coli. United States: N. p., 2020.
Web. doi:10.1038/s41467-020-17721-4.
Liu, Rongming, Liang, Liya, Freed, Emily F., Choudhury, Alaksh, Eckert, Carrie A., & Gill, Ryan T. Engineering regulatory networks for complex phenotypes in E. coli. United States. https://doi.org/10.1038/s41467-020-17721-4
Liu, Rongming, Liang, Liya, Freed, Emily F., Choudhury, Alaksh, Eckert, Carrie A., and Gill, Ryan T. Thu .
"Engineering regulatory networks for complex phenotypes in E. coli". United States. https://doi.org/10.1038/s41467-020-17721-4. https://www.osti.gov/servlets/purl/1660231.
@article{osti_1660231,
title = {Engineering regulatory networks for complex phenotypes in E. coli},
author = {Liu, Rongming and Liang, Liya and Freed, Emily F. and Choudhury, Alaksh and Eckert, Carrie A. and Gill, Ryan T.},
abstractNote = {Regulatory networks describe the hierarchical relationship between transcription factors, associated proteins, and their target genes. Regulatory networks respond to environmental and genetic perturbations by reprogramming cellular metabolism. Here we design, construct, and map a comprehensive regulatory network library containing 110,120 specific mutations in 82 regulators expected to perturb metabolism. We screen the library for different targeted phenotypes, and identify mutants that confer strong resistance to various inhibitors, and/or enhanced production of target compounds. These improvements are identified in a single round of selection, showing that the regulatory network library is universally applicable and is convenient and effective for engineering targeted phenotypes. The facile construction and mapping of the regulatory network library provides a path for developing a more detailed understanding of global regulation in E. coli, with potential for adaptation and use in less-understood organisms, expanding toolkits for future strain engineering, synthetic biology, and broader efforts.},
doi = {10.1038/s41467-020-17721-4},
journal = {Nature Communications},
number = 1,
volume = 11,
place = {United States},
year = {Thu Aug 13 00:00:00 EDT 2020},
month = {Thu Aug 13 00:00:00 EDT 2020}
}
Web of Science
Works referenced in this record:
Regulation of the Escherichia coli csgD promoter: interplay between five transcription factors
journal, August 2010
- Ogasawara, Hiroshi; Yamada, Kayoko; Kori, Ayako
- Microbiology, Vol. 156, Issue 8
Acetate as Sole Carbon and Energy Source for Growth of Methanosarcina Strain 227
journal, January 1980
- Smith, Michael R.; Mah, Robert A.
- Applied and Environmental Microbiology, Vol. 39, Issue 5
Synonymous codon substitutions perturb cotranslational protein folding in vivo and impair cell fitness
journal, February 2020
- Walsh, Ian M.; Bowman, Micayla A.; Soto Santarriaga, Iker F.
- Proceedings of the National Academy of Sciences, Vol. 117, Issue 7
Parallel adaptive evolution cultures of Escherichia coli lead to convergent growth phenotypes with different gene expression states
journal, September 2005
- Fong, S. S.
- Genome Research, Vol. 15, Issue 10
Kinetic and Thermodynamic Features Reveal That Escherichia coli BCP Is an Unusually Versatile Peroxiredoxin
journal, October 2011
- Reeves, Stacy A.; Parsonage, Derek; Nelson, Kimberly J.
- Biochemistry, Vol. 50, Issue 41
Molecular and Functional Interactions between Escherichia coli Nucleoside-diphosphate Kinase and the Uracil-DNA Glycosylase Ung
journal, August 2006
- Goswami, Samridhi C.; Yoon, Jung-Hoon; Abramczyk, Bozena M.
- Journal of Biological Chemistry, Vol. 281, Issue 43
Tandem Binding of Six OmpR Proteins to the ompF Upstream Regulatory Sequence of Escherichia coli
journal, November 1995
- Harlocker, Susan L.; Bergstrom, Lisa; Inouye, Masayori
- Journal of Biological Chemistry, Vol. 270, Issue 45
Role of reactive oxygen species in antibiotic action and resistance
journal, October 2009
- Dwyer, Daniel J.; Kohanski, Michael A.; Collins, James J.
- Current Opinion in Microbiology, Vol. 12, Issue 5, p. 482-489
Development of both type I–B and type II CRISPR/Cas genome editing systems in the cellulolytic bacterium Clostridium thermocellum
journal, June 2020
- Walker, Julie E.; Lanahan, Anthony A.; Zheng, Tianyong
- Metabolic Engineering Communications, Vol. 10
The helicases DinG, Rep and UvrD cooperate to promote replication across transcription units in vivo
journal, October 2009
- Boubakri, Hasna; de Septenville, Anne Langlois; Viguera, Enrique
- The EMBO Journal, Vol. 29, Issue 1
A legal analysis of the effects of the Renewable Fuel Standard (RFS2) and Clean Air Act on the commercialization of biobutanol as a transportation fuel in the United States
journal, January 2012
- Slating, Timothy A.; Kesan, Jay P.
- GCB Bioenergy, Vol. 4, Issue 2
Regulatory role of the RstB-RstA system in adhesion, biofilm production, motility, and hemolysis
journal, March 2018
- Huang, Lixing; Xu, Wei; Su, Yongquan
- MicrobiologyOpen, Vol. 7, Issue 5
Alcohol tolerance in Escherichia coli
journal, January 1980
- Ingram, L. O.; Vreeland, N. S.; Eaton, L. C.
- Pharmacology Biochemistry and Behavior, Vol. 13
Improvement of oxidative stress tolerance in Saccharomyces cerevisiae through global transcription machinery engineering
journal, March 2014
- Zhao, Hongwei; Li, Jingyuan; Han, Beizhong
- Journal of Industrial Microbiology & Biotechnology, Vol. 41, Issue 5
Genome engineering of E. coli for improved styrene production
journal, January 2020
- Liang, Liya; Liu, Rongming; Foster, Kyle E. O.
- Metabolic Engineering, Vol. 57
Functional Characterization in Vitro of All Two-component Signal Transduction Systems from Escherichia coli
journal, November 2004
- Yamamoto, Kaneyoshi; Hirao, Kiyo; Oshima, Taku
- Journal of Biological Chemistry, Vol. 280, Issue 2
Reverse Engineering of Genome-wide Gene Regulatory Networks from Gene Expression Data
journal, January 2015
- Liu, Zhi-Ping
- Current Genomics, Vol. 16, Issue 1
Transcription Factor-Based Screens and Synthetic Selections for Microbial Small-Molecule Biosynthesis
journal, September 2012
- Dietrich, Jeffrey A.; Shis, David L.; Alikhani, Azadeh
- ACS Synthetic Biology, Vol. 2, Issue 1
Two additional glutaredoxins exist in Escherichia coli: glutaredoxin 3 is a hydrogen donor for ribonucleotide reductase in a thioredoxin/glutaredoxin 1 double mutant.
journal, October 1994
- Aslund, F.; Ehn, B.; Miranda-Vizuete, A.
- Proceedings of the National Academy of Sciences, Vol. 91, Issue 21
Molecular analysis of mutant ompR genes exhibiting different phenotypes as to osmoregulation of the ompF and ompC genes of Escherichia coli
journal, February 1986
- Nara, Futoshi; Matsuyama, Shin-ichi; Mizuno, Takeshi
- Molecular and General Genetics MGG, Vol. 202, Issue 2
Metabolic engineering of microbial pathways for advanced biofuels production
journal, December 2011
- Zhang, Fuzhong; Rodriguez, Sarah; Keasling, Jay D.
- Current Opinion in Biotechnology, Vol. 22, Issue 6
Modular analysis of the transcriptional regulatory network of E. coli
journal, January 2005
- Resendis-Antonio, Osbaldo; Freyre-González, Julio A.; Menchaca-Méndez, Ricardo
- Trends in Genetics, Vol. 21, Issue 1
The E. coli transcriptional regulatory network and its spatial embedding
journal, March 2019
- Kosmidis, Kosmas; Hütt, Marc-Thorsten
- The European Physical Journal E, Vol. 42, Issue 3
Using global transcription machinery engineering (gTME) to improve ethanol tolerance of Zymomonas mobilis
journal, January 2016
- Tan, Furong; Wu, Bo; Dai, Lichun
- Microbial Cell Factories, Vol. 15, Issue 1
Saturation editing of genomic regions by multiplex homology-directed repair
journal, September 2014
- Findlay, Gregory M.; Boyle, Evan A.; Hause, Ronald J.
- Nature, Vol. 513, Issue 7516, p. 120-123
Activation of multiple antibiotic resistance and binding of stress-inducible promoters by Escherichia coli Rob protein.
journal, January 1995
- Ariza, R. R.; Li, Z.; Ringstad, N.
- Journal of bacteriology, Vol. 177, Issue 7
High-Efficiency Multiplex Genome Editing of Streptomyces Species Using an Engineered CRISPR/Cas System
journal, November 2014
- Cobb, Ryan E.; Wang, Yajie; Zhao, Huimin
- ACS Synthetic Biology, Vol. 4, Issue 6
Genome dynamics during experimental evolution
journal, October 2013
- Barrick, Jeffrey E.; Lenski, Richard E.
- Nature Reviews Genetics, Vol. 14, Issue 12
CRISPR EnAbled Trackable genome Engineering for isopropanol production in Escherichia coli
journal, May 2017
- Liang, Liya; Liu, Rongming; Garst, Andrew D.
- Metabolic Engineering, Vol. 41
Enhancing E. coli isobutanol tolerance through engineering its global transcription factor cAMP receptor protein (CRP): Enhancing E. coli Isobutanol Tolerance
journal, November 2013
- Chong, Huiqing; Geng, Hefang; Zhang, Hongfang
- Biotechnology and Bioengineering, Vol. 111, Issue 4
Syngas Biorefinery and Syngas Utilization
book, January 2017
- De Tissera, Sashini; Köpke, Michael; Simpson, Sean D.
- Advances in Biochemical Engineering/Biotechnology
Genome editing and transcriptional repression in Pseudomonas putida KT2440 via the type II CRISPR system
journal, March 2018
- Sun, Jun; Wang, Qingzhuo; Jiang, Yu
- Microbial Cell Factories, Vol. 17, Issue 1
An alternative sigma factor controls transcription of flagellar class-III operons in Escherichia coli: gene sequence, overproduction, purification and characterization
journal, October 1995
- Liu, Xiaoying; Matsumura, Philip
- Gene, Vol. 164, Issue 1
Synonymous Codons Direct Cotranslational Folding toward Different Protein Conformations
journal, February 2016
- Buhr, Florian; Jha, Sujata; Thommen, Michael
- Molecular Cell, Vol. 61, Issue 3
Repression of Flagellar Genes in Exponential Phase by CsgD and CpxR, Two Crucial Modulators of Escherichia coli Biofilm Formation
journal, November 2013
- Dudin, O.; Geiselmann, J.; Ogasawara, H.
- Journal of Bacteriology, Vol. 196, Issue 3
De novo assembly of bacterial transcriptomes from RNA-seq data
journal, January 2015
- Tjaden, Brian
- Genome Biology, Vol. 16, Issue 1
Engineering alcohol tolerance in yeast
journal, October 2014
- Lam, Felix H.; Ghaderi, Adel; Fink, Gerald R.
- Science, Vol. 346, Issue 6205
Vapor Pressures of Alcohol−Gasoline Blends
journal, June 2010
- Andersen, V. F.; Anderson, J. E.; Wallington, T. J.
- Energy & Fuels, Vol. 24, Issue 6
Identifying global regulators in transcriptional regulatory networks in bacteria
journal, October 2003
- Martı́nez-Antonio, Agustino; Collado-Vides, Julio
- Current Opinion in Microbiology, Vol. 6, Issue 5
A Common Mechanism of Cellular Death Induced by Bactericidal Antibiotics
journal, September 2007
- Kohanski, Michael A.; Dwyer, Daniel J.; Hayete, Boris
- Cell, Vol. 130, Issue 5, p. 797-810
RegulonDB (version 5.0): Escherichia coli K-12 transcriptional regulatory network, operon organization, and growth conditions
journal, January 2006
- Salgado, H.
- Nucleic Acids Research, Vol. 34, Issue 90001
Styrene biosynthesis from glucose by engineered E. coli
journal, September 2011
- McKenna, Rebekah; Nielsen, David R.
- Metabolic Engineering, Vol. 13, Issue 5
Engineering furfural tolerance in Escherichia coli improves the fermentation of lignocellulosic sugars into renewable chemicals
journal, February 2013
- Wang, X.; Yomano, L. P.; Lee, J. Y.
- Proceedings of the National Academy of Sciences, Vol. 110, Issue 10, p. 4021-4026
Iterative genome editing of Escherichia coli for 3-hydroxypropionic acid production
journal, May 2018
- Liu, Rongming; Liang, Liya; Choudhury, Alaksh
- Metabolic Engineering, Vol. 47
The rpoE gene encoding the sigma E (sigma 24) heat shock sigma factor of Escherichia coli.
journal, March 1995
- Raina, S.; Missiakas, D.; Georgopoulos, C.
- The EMBO Journal, Vol. 14, Issue 5
Improving Ethanol Tolerance of Escherichia coli by Rewiring Its Global Regulator cAMP Receptor Protein (CRP)
journal, February 2013
- Chong, Huiqing; Huang, Lei; Yeow, Jianwei
- PLoS ONE, Vol. 8, Issue 2
Comprehensive Mapping of the Escherichia coli Flagellar Regulatory Network
journal, October 2014
- Fitzgerald, Devon M.; Bonocora, Richard P.; Wade, Joseph T.
- PLoS Genetics, Vol. 10, Issue 10
Gene expression response to misfolded protein as a screen for soluble recombinant protein
journal, February 2002
- Lesley, Scott A.; Graziano, Jim; Cho, Charles Y.
- Protein Engineering, Design and Selection, Vol. 15, Issue 2
CrEdit: CRISPR mediated multi-loci gene integration in Saccharomyces cerevisiae
journal, July 2015
- Ronda, Carlotta; Maury, Jérôme; Jakočiu̅nas, Tadas
- Microbial Cell Factories, Vol. 14, Issue 1
Evolution, genomic analysis, and reconstruction of isobutanol tolerance in Escherichia coli
journal, January 2010
- Atsumi, Shota; Wu, Tung‐Yun; Machado, Iara M. P.
- Molecular Systems Biology, Vol. 6, Issue 1
An extended transcriptional regulatory network of Escherichia coli and analysis of its hierarchical structure and network motifs
journal, December 2004
- Ma, H. -W.
- Nucleic Acids Research, Vol. 32, Issue 22
A RecET-assisted CRISPR–Cas9 genome editing in Corynebacterium glutamicum
journal, April 2018
- Wang, Bo; Hu, Qitiao; Zhang, Yu
- Microbial Cell Factories, Vol. 17, Issue 1
Predicting the Functional Effect of Amino Acid Substitutions and Indels
journal, October 2012
- Choi, Yongwook; Sims, Gregory E.; Murphy, Sean
- PLoS ONE, Vol. 7, Issue 10
A New Role of OmpR in Acid and Osmotic Stress in Salmonella and E. coli
journal, November 2018
- Chakraborty, Smarajit; Kenney, Linda J.
- Frontiers in Microbiology, Vol. 9
Evolution of transcription factors and the gene regulatory network in Escherichia coli
journal, February 2003
- Madan Babu, M.
- Nucleic Acids Research, Vol. 31, Issue 4
Challenges in Engineering Microbes for Biofuels Production
journal, February 2007
- Stephanopoulos, Gregory
- Science, Vol. 315, Issue 5813, p. 801-804
Genomic SELEX Search for Target Promoters under the Control of the PhoQP-RstBA Signal Relay Cascade
journal, April 2007
- Ogasawara, Hiroshi; Hasegawa, Akiko; Kanda, Emi
- Journal of Bacteriology, Vol. 189, Issue 13
High Throughput Screening and Selection Methods for Directed Enzyme Evolution
journal, October 2014
- Xiao, Han; Bao, Zehua; Zhao, Huimin
- Industrial & Engineering Chemistry Research, Vol. 54, Issue 16
Tolerance engineering in bacteria for the production of advanced biofuels and chemicals
journal, August 2015
- Mukhopadhyay, Aindrila
- Trends in Microbiology, Vol. 23, Issue 8
CRISPRi-mediated metabolic engineering of E. coli for O-methylated anthocyanin production
journal, January 2017
- Cress, Brady F.; Leitz, Quentin D.; Kim, Daniel C.
- Microbial Cell Factories, Vol. 16, Issue 1
Establishment and application of a CRISPR–Cas12a assisted genome-editing system in Zymomonas mobilis
journal, October 2019
- Shen, Wei; Zhang, Jun; Geng, Binan
- Microbial Cell Factories, Vol. 18, Issue 1
An evolutionary strategy for isobutanol production strain development in Escherichia coli
journal, November 2011
- Smith, Kevin M.; Liao, James C.
- Metabolic Engineering, Vol. 13, Issue 6
Simultaneous generation of many RNA-seq libraries in a single reaction
journal, March 2015
- Shishkin, Alexander A.; Giannoukos, Georgia; Kucukural, Alper
- Nature Methods, Vol. 12, Issue 4
Central pathway engineering for enhanced succinate biosynthesis from acetate in Escherichia coli
journal, January 2018
- Huang, Bing; Yang, Hao; Fang, Guochen
- Biotechnology and Bioengineering, Vol. 115, Issue 4
Understanding and engineering alcohol-tolerant bacteria using OMICS technology
journal, October 2018
- Horinouchi, Takaaki; Maeda, Tomoya; Furusawa, Chikara
- World Journal of Microbiology and Biotechnology, Vol. 34, Issue 11
Rapid and Efficient One-Step Metabolic Pathway Integration in E. coli
journal, April 2016
- Bassalo, Marcelo C.; Garst, Andrew D.; Halweg-Edwards, Andrea L.
- ACS Synthetic Biology, Vol. 5, Issue 7
Engineering Yeast Transcription Machinery for Improved Ethanol Tolerance and Production
journal, December 2006
- Alper, H.; Moxley, J.; Nevoigt, E.
- Science, Vol. 314, Issue 5805, p. 1565-1568
Genome-wide mapping of mutations at single-nucleotide resolution for protein, metabolic and genome engineering
journal, December 2016
- Garst, Andrew D.; Bassalo, Marcelo C.; Pines, Gur
- Nature Biotechnology, Vol. 35, Issue 1, p. 48-55
RNA-guided editing of bacterial genomes using CRISPR-Cas systems
journal, January 2013
- Jiang, Wenyan; Bikard, David; Cox, David
- Nature Biotechnology, Vol. 31, Issue 3, p. 233-239
Escherichia coli K-12 undergoes adaptive evolution to achieve in silico predicted optimal growth
journal, November 2002
- Ibarra, Rafael U.; Edwards, Jeremy S.; Palsson, Bernhard O.
- Nature, Vol. 420, Issue 6912
Continuous ethanol production and evaluation of yeast cell lysis and viability loss under very high gravity medium conditions
journal, June 2004
- Bai, F. W.; Chen, L. J.; Zhang, Z.
- Journal of Biotechnology, Vol. 110, Issue 3