Dynamic and single cell characterization of a CRISPR-interference toolset in Pseudomonas putida KT2440 for β-ketoadipate production from p-coumarate
Abstract
We report Pseudomonas putida KT2440 is a well-studied bacterium for the conversion of lignin-derived aromatic compounds to bioproducts. The development of advanced genetic tools in P. putida has reduced the turnaround time for hypothesis testing and enabled the construction of strains capable of producing various products of interest. Here, we evaluate an inducible CRISPR-interference (CRISPRi) toolset on fluorescent, essential, and metabolic targets. Nuclease-deficient Cas9 (dCas9) expressed with the arabinose (8K)-inducible promoter was shown to be tightly regulated across various media conditions and when targeting essential genes. In addition to bulk growth data, single cell time lapse microscopy was conducted, which revealed intrinsic heterogeneity in knockdown rate within an isoclonal population. The dynamics of knockdown were studied across genomic targets in exponentially-growing cells, revealing a universal 1.75 ± 0.38 hour quiescent phase after induction where 1.5 ± 0.35 doublings occur before a phenotypic response is observed. To demonstrate application of this CRISPRi toolset, β-ketoadipate, a monomer for performance-advantaged nylon, was produced at a 4.39 ± 0.5 g/L and yield of 0.76 ± 0.10 mol/mol from p-coumarate, a hydroxycinnamic acid that can be derived from grasses. These cultivation metrics were achieved by using the higher strength IPTG (1K)-inducible promoter to knockdown themore »
- Authors:
-
- University of Colorado, Boulder, CO (United States)
- National Renewable Energy Laboratory (NREL), Golden, CO (United States)
- BioFrontiers Institute, Boulder, CO (United States)
- Harvard University, Cambridge, MA (United States)
- University of Colorado, Boulder, CO (United States); National Renewable Energy Lab. (NREL), Golden, CO (United States)
- Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)
- Publication Date:
- Research Org.:
- Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States); National Renewable Energy Laboratory (NREL), Golden, CO (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), Biological and Environmental Research (BER); USDOE Office of Energy Efficiency and Renewable Energy (EERE), Transportation Office. Bioenergy Technologies Office
- OSTI Identifier:
- 1885323
- Alternate Identifier(s):
- OSTI ID: 1886879
- Report Number(s):
- NREL/JA-2800-83098
Journal ID: ISSN 2214-0301
- Grant/Contract Number:
- AC05-00OR22725; AC36-08GO28308; SC0019306; SC0020361
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Metabolic Engineering Communications
- Additional Journal Information:
- Journal Volume: 15; Journal Issue: NA; Journal ID: ISSN 2214-0301
- Publisher:
- Elsevier
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 59 BASIC BIOLOGICAL SCIENCES; CRISPR interference; single-cell analysis; microbial lignin valorization; Pseudomonas putida; KT2440; heterogeneity; Pseudomonas putida KT2440
Citation Formats
Fenster, Jacob A., Werner, Allison Z., Tay, Jian Wei, Gillen, Matthew, Schirokauer, Leo, Hill, Nicholas C., Watson, Audrey, Ramirez, Kelsey J., Johnson, Christopher W., Beckham, Gregg T., Cameron, Jeffrey C., and Eckert, Carrie A. Dynamic and single cell characterization of a CRISPR-interference toolset in Pseudomonas putida KT2440 for β-ketoadipate production from p-coumarate. United States: N. p., 2022.
Web. doi:10.1016/j.mec.2022.e00204.
Fenster, Jacob A., Werner, Allison Z., Tay, Jian Wei, Gillen, Matthew, Schirokauer, Leo, Hill, Nicholas C., Watson, Audrey, Ramirez, Kelsey J., Johnson, Christopher W., Beckham, Gregg T., Cameron, Jeffrey C., & Eckert, Carrie A. Dynamic and single cell characterization of a CRISPR-interference toolset in Pseudomonas putida KT2440 for β-ketoadipate production from p-coumarate. United States. https://doi.org/10.1016/j.mec.2022.e00204
Fenster, Jacob A., Werner, Allison Z., Tay, Jian Wei, Gillen, Matthew, Schirokauer, Leo, Hill, Nicholas C., Watson, Audrey, Ramirez, Kelsey J., Johnson, Christopher W., Beckham, Gregg T., Cameron, Jeffrey C., and Eckert, Carrie A. Sun .
"Dynamic and single cell characterization of a CRISPR-interference toolset in Pseudomonas putida KT2440 for β-ketoadipate production from p-coumarate". United States. https://doi.org/10.1016/j.mec.2022.e00204. https://www.osti.gov/servlets/purl/1885323.
@article{osti_1885323,
title = {Dynamic and single cell characterization of a CRISPR-interference toolset in Pseudomonas putida KT2440 for β-ketoadipate production from p-coumarate},
author = {Fenster, Jacob A. and Werner, Allison Z. and Tay, Jian Wei and Gillen, Matthew and Schirokauer, Leo and Hill, Nicholas C. and Watson, Audrey and Ramirez, Kelsey J. and Johnson, Christopher W. and Beckham, Gregg T. and Cameron, Jeffrey C. and Eckert, Carrie A.},
abstractNote = {We report Pseudomonas putida KT2440 is a well-studied bacterium for the conversion of lignin-derived aromatic compounds to bioproducts. The development of advanced genetic tools in P. putida has reduced the turnaround time for hypothesis testing and enabled the construction of strains capable of producing various products of interest. Here, we evaluate an inducible CRISPR-interference (CRISPRi) toolset on fluorescent, essential, and metabolic targets. Nuclease-deficient Cas9 (dCas9) expressed with the arabinose (8K)-inducible promoter was shown to be tightly regulated across various media conditions and when targeting essential genes. In addition to bulk growth data, single cell time lapse microscopy was conducted, which revealed intrinsic heterogeneity in knockdown rate within an isoclonal population. The dynamics of knockdown were studied across genomic targets in exponentially-growing cells, revealing a universal 1.75 ± 0.38 hour quiescent phase after induction where 1.5 ± 0.35 doublings occur before a phenotypic response is observed. To demonstrate application of this CRISPRi toolset, β-ketoadipate, a monomer for performance-advantaged nylon, was produced at a 4.39 ± 0.5 g/L and yield of 0.76 ± 0.10 mol/mol from p-coumarate, a hydroxycinnamic acid that can be derived from grasses. These cultivation metrics were achieved by using the higher strength IPTG (1K)-inducible promoter to knockdown the pcaIJ operon in the βKA pathway during early exponential phase. This allowed the majority of the carbon to be shunted into the desired product while eliminating the need for a supplemental carbon and energy source to support growth and maintenance.},
doi = {10.1016/j.mec.2022.e00204},
journal = {Metabolic Engineering Communications},
number = NA,
volume = 15,
place = {United States},
year = {Sun Aug 28 00:00:00 EDT 2022},
month = {Sun Aug 28 00:00:00 EDT 2022}
}
Works referenced in this record:
Multi‐input CRISPR / C as genetic circuits that interface host regulatory networks
journal, November 2014
- Nielsen, Alec AK; Voigt, Christopher A.
- Molecular Systems Biology, Vol. 10, Issue 11
Aromatic catabolic pathway selection for optimal production of pyruvate and lactate from lignin
journal, March 2015
- Johnson, Christopher W.; Beckham, Gregg T.
- Metabolic Engineering, Vol. 28
Transcriptional Tradeoff between Metabolic and Stress-response Programs in Pseudomonas putida KT2440 Cells Exposed to Toluene
journal, February 2006
- Domínguez-Cuevas, Patricia; González-Pastor, José-Eduardo; Marqués, Silvia
- Journal of Biological Chemistry, Vol. 281, Issue 17
Repurposing CRISPR as an RNA-Guided Platform for Sequence-Specific Control of Gene Expression
journal, February 2013
- Qi, Lei S.; Larson, Matthew H.; Gilbert, Luke A.
- Cell, Vol. 152, Issue 5, p. 1173-1183
Metabolic engineering of Pseudomonas putida for increased polyhydroxyalkanoate production from lignin
journal, January 2020
- Salvachúa, Davinia; Rydzak, Thomas; Auwae, Raquel
- Microbial Biotechnology, Vol. 13, Issue 1
High-Throughput Functional Genomics for Energy Production
journal, February 2021
- Fenster, Jacob A.; Eckert, Carrie A.
- Current Opinion in Biotechnology, Vol. 67
Glucose-Free cis , cis -Muconic Acid Production via New Metabolic Designs Corresponding to the Heterogeneity of Lignin
journal, November 2017
- Sonoki, Tomonori; Takahashi, Kenji; Sugita, Haruka
- ACS Sustainable Chemistry & Engineering, Vol. 6, Issue 1
Stochastic Gene Expression in a Single Cell
journal, August 2002
- Elowitz, M. B.
- Science, Vol. 297, Issue 5584
The development and application of a single-cell biosensor for the detection of l-methionine and branched-chain amino acids
journal, July 2012
- Mustafi, Nurije; Grünberger, Alexander; Kohlheyer, Dietrich
- Metabolic Engineering, Vol. 14, Issue 4
Towards lignin consolidated bioprocessing: simultaneous lignin depolymerization and product generation by bacteria
journal, January 2015
- Salvachúa, Davinia; Karp, Eric M.; Nimlos, Claire T.
- Green Chemistry, Vol. 17, Issue 11
Synergistic maximization of the carbohydrate output and lignin processability by combinatorial pretreatment
journal, January 2017
- Liu, Zhi-Hua; Olson, Michelle L.; Shinde, Somnath
- Green Chem., Vol. 19, Issue 20
A metabolic pathway for catabolizing levulinic acid in bacteria
journal, September 2017
- Rand, Jacqueline M.; Pisithkul, Tippapha; Clark, Ryan L.
- Nature Microbiology, Vol. 2, Issue 12
A 10-min method for preparation of highly electrocompetent Pseudomonas aeruginosa cells: Application for DNA fragment transfer between chromosomes and plasmid transformation
journal, March 2006
- Choi, Kyoung-Hee; Kumar, Ayush; Schweizer, Herbert P.
- Journal of Microbiological Methods, Vol. 64, Issue 3
Isolation of a novel platform bacterium for lignin valorization and its application in glucose-free cis,cis-muconate production
journal, May 2019
- Shinoda, Eri; Takahashi, Kenji; Abe, Nanase
- Journal of Industrial Microbiology & Biotechnology, Vol. 46, Issue 8
Leveraging host metabolism for bisdemethoxycurcumin production in Pseudomonas putida
journal, June 2020
- Incha, Matthew R.; Thompson, Mitchell G.; Blake-Hedges, Jacquelyn M.
- Metabolic Engineering Communications, Vol. 10
Biological valorization of low molecular weight lignin
journal, December 2016
- Abdelaziz, Omar Y.; Brink, Daniel P.; Prothmann, Jens
- Biotechnology Advances, Vol. 34, Issue 8
CRISPRi engineering E. coli for morphology diversification
journal, November 2016
- Elhadi, Dina; Lv, Li; Jiang, Xiao-Ran
- Metabolic Engineering, Vol. 38
A Comprehensive, CRISPR-based Functional Analysis of Essential Genes in Bacteria
journal, June 2016
- Peters, Jason M.; Colavin, Alexandre; Shi, Handuo
- Cell, Vol. 165, Issue 6
Tracing cellular heterogeneity in pooled genetic screens via multi-level barcoding
journal, February 2019
- Boettcher, Michael; Covarrubias, Sergio; Biton, Anne
- BMC Genomics, Vol. 20, Issue 1
Pseudomonas putida: a cosmopolitan opportunist par excellence
journal, December 2002
- Timmis, Kenneth N.
- Environmental Microbiology, Vol. 4, Issue 12
A CRISPRi screen in E. coli reveals sequence-specific toxicity of dCas9
journal, May 2018
- Cui, Lun; Vigouroux, Antoine; Rousset, François
- Nature Communications, Vol. 9, Issue 1
CRISPR interference-guided balancing of a biosynthetic mevalonate pathway increases terpenoid production
journal, November 2016
- Kim, Seong Keun; Han, Gui Hwan; Seong, Wonjae
- Metabolic Engineering, Vol. 38
Single-cell proteomic analysis of S. cerevisiae reveals the architecture of biological noise
journal, May 2006
- Newman, John R. S.; Ghaemmaghami, Sina; Ihmels, Jan
- Nature, Vol. 441, Issue 7095
Culture Medium for Enterobacteria
journal, January 1974
- Neidhardt, Frederick C.; Bloch, Philip L.; Smith, David F.
- Journal of Bacteriology, Vol. 119, Issue 3
Genetic tools for reliable gene expression and recombineering in Pseudomonas putida
journal, January 2018
- Cook, Taylor B.; Rand, Jacqueline M.; Nurani, Wasti
- Journal of Industrial Microbiology & Biotechnology, Vol. 45, Issue 7
Development of a high efficiency integration system and promoter library for rapid modification of Pseudomonas putida KT2440
journal, December 2017
- Elmore, Joshua R.; Furches, Anna; Wolff, Gara N.
- Metabolic Engineering Communications, Vol. 5
Insights into the genomic basis of niche specificity of Pseudomonas putida KT2440
journal, December 2004
- dos Santos, V. A. P. Martins; Heim, S.; Moore, E. R. B.
- Environmental Microbiology, Vol. 6, Issue 12
Noise in protein expression scales with natural protein abundance
journal, May 2006
- Bar-Even, Arren; Paulsson, Johan; Maheshri, Narendra
- Nature Genetics, Vol. 38, Issue 6
An expanded CRISPRi toolbox for tunable control of gene expression in Pseudomonas putida
journal, August 2019
- Batianis, Christos; Kozaeva, Ekaterina; Damalas, Stamatios G.
- Microbial Biotechnology, Vol. 13, Issue 2
Lignin valorization through integrated biological funneling and chemical catalysis
journal, August 2014
- Linger, J. G.; Vardon, D. R.; Guarnieri, M. T.
- Proceedings of the National Academy of Sciences, Vol. 111, Issue 33, p. 12013-12018
Programmable repression and activation of bacterial gene expression using an engineered CRISPR-Cas system
journal, June 2013
- Bikard, David; Jiang, Wenyan; Samai, Poulami
- Nucleic Acids Research, Vol. 41, Issue 15
Beta-ketoadipic acid and muconolactone production from a lignin-related aromatic compound through the protocatechuate 3,4-metabolic pathway
journal, June 2016
- Okamura-Abe, Yuriko; Abe, Tomokuni; Nishimura, Kei
- Journal of Bioscience and Bioengineering, Vol. 121, Issue 6
Production of β-ketoadipic acid from glucose in Pseudomonas putida KT2440 for use in performance-advantaged nylons
journal, April 2022
- Rorrer, Nicholas A.; Notonier, Sandra F.; Knott, Brandon C.
- Cell Reports Physical Science, Vol. 3, Issue 4
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
Robust single-particle tracking in live-cell time-lapse sequences
journal, July 2008
- Jaqaman, Khuloud; Loerke, Dinah; Mettlen, Marcel
- Nature Methods, Vol. 5, Issue 8
Bioprocess development for muconic acid production from aromatic compounds and lignin
journal, January 2018
- Salvachúa, Davinia; Johnson, Christopher W.; Singer, Christine A.
- Green Chemistry, Vol. 20, Issue 21
Bacterial CRISPR screens for gene function
journal, February 2021
- Todor, Horia; Silvis, Melanie R.; Osadnik, Hendrik
- Current Opinion in Microbiology, Vol. 59
Thermochemical wastewater valorization via enhanced microbial toxicity tolerance
journal, January 2018
- Jayakody, Lahiru N.; Johnson, Christopher W.; Whitham, Jason M.
- Energy & Environmental Science, Vol. 11, Issue 6
Combinatorial pathway engineering using type I-E CRISPR interference
journal, March 2018
- Tarasava, Katia; Liu, Rongming; Garst, Andrew
- Biotechnology and Bioengineering, Vol. 115, Issue 7
CRISPR interference as a titratable, trans-acting regulatory tool for metabolic engineering in the cyanobacterium Synechococcus sp. strain PCC 7002
journal, November 2016
- Gordon, Gina C.; Korosh, Travis C.; Cameron, Jeffrey C.
- Metabolic Engineering, Vol. 38
Innovative Chemicals and Materials from Bacterial Aromatic Catabolic Pathways
journal, June 2019
- Johnson, Christopher W.; Salvachúa, Davinia; Rorrer, Nicholas A.
- Joule, Vol. 3, Issue 6
Engineering and characterization of a superfolder green fluorescent protein
journal, December 2005
- Pédelacq, Jean-Denis; Cabantous, Stéphanie; Tran, Timothy
- Nature Biotechnology, Vol. 24, Issue 1, p. 79-88
CRISPR-based metabolic pathway engineering
journal, January 2021
- Zhao, Dongdong; Zhu, Xinna; Zhou, Hang
- Metabolic Engineering, Vol. 63
CRISPR interference‐mediated gene regulation in Pseudomonas putida KT 2440
journal, January 2020
- Kim, Seong Keun; Yoon, Paul K.; Kim, Soo‐Jung
- Microbial Biotechnology, Vol. 13, Issue 1
Microbial production of 2-pyrone-4,6-dicarboxylic acid from lignin derivatives in an engineered Pseudomonas putida and its application for the synthesis of bio-based polyester
journal, May 2022
- Lee, Siseon; Jung, Ye Jean; Park, Si Jae
- Bioresource Technology, Vol. 352
A Robust CRISPR Interference Gene Repression System in Pseudomonas
journal, January 2018
- Tan, Sue Zanne; Reisch, Christopher R.; Prather, Kristala L. J.
- Journal of Bacteriology, Vol. 200, Issue 7
Guiding stars to the field of dreams: Metabolically engineered pathways and microbial platforms for a sustainable lignin-based industry
journal, May 2022
- Weiland, Fabia; Kohlstedt, Michael; Wittmann, Christoph
- Metabolic Engineering, Vol. 71
A Programmable Dual-RNA-Guided DNA Endonuclease in Adaptive Bacterial Immunity
journal, June 2012
- Jinek, M.; Chylinski, K.; Fonfara, I.
- Science, Vol. 337, Issue 6096, p. 816-821
Exploiting nongenetic cell-to-cell variation for enhanced biosynthesis
journal, March 2016
- Xiao, Yi; Bowen, Christopher H.; Liu, Di
- Nature Chemical Biology, Vol. 12, Issue 5
Regulation of the pcaIJ genes for aromatic acid degradation in Pseudomonas putida.
journal, September 1993
- Parales, R. E.; Harwood, C. S.
- Journal of Bacteriology, Vol. 175, Issue 18
Opportunities and challenges in biological lignin valorization
journal, December 2016
- Beckham, Gregg T.; Johnson, Christopher W.; Karp, Eric M.
- Current Opinion in Biotechnology, Vol. 42
Debottlenecking 4-hydroxybenzoate hydroxylation in Pseudomonas putida KT2440 improves muconate productivity from p-coumarate
journal, March 2022
- Kuatsjah, Eugene; Johnson, Christopher W.; Salvachúa, Davinia
- Metabolic Engineering, Vol. 70
A navigation guide of synthetic biology tools for Pseudomonas putida
journal, July 2021
- Martin-Pascual, Maria; Batianis, Christos; Bruinsma, Lyon
- Biotechnology Advances, Vol. 49
Genome-Wide CRISPRi-Based Identification of Targets for Decoupling Growth from Production
journal, April 2020
- Li, Songyuan; Jendresen, Christian Bille; Landberg, Jenny
- ACS Synthetic Biology, Vol. 9, Issue 5
Complete genome sequence and comparative analysis of the metabolically versatile Pseudomonas putida KT2440
journal, December 2002
- Nelson, K. E.; Weinel, C.; Paulsen, I. T.
- Environmental Microbiology, Vol. 4, Issue 12, p. 799-808
Cas-OFFinder: a fast and versatile algorithm that searches for potential off-target sites of Cas9 RNA-guided endonucleases
journal, January 2014
- Bae, S.; Park, J.; Kim, J. -S.
- Bioinformatics, Vol. 30, Issue 10
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
Genome-wide CRISPR-dCas9 screens in E. coli identify essential genes and phage host factors
journal, November 2018
- Rousset, François; Cui, Lun; Siouve, Elise
- PLOS Genetics, Vol. 14, Issue 11
Development of dual‐inducible duet‐expression vectors for tunable gene expression control and CRISPR interference‐based gene repression in Pseudomonas putida KT2440
journal, May 2021
- Gauttam, Rahul; Mukhopadhyay, Aindrila; Simmons, Blake A.
- Microbial Biotechnology, Vol. 14, Issue 6
A field of dreams: Lignin valorization into chemicals, materials, fuels, and health-care products
journal, November 2019
- Becker, Judith; Wittmann, Christoph
- Biotechnology Advances, Vol. 37, Issue 6
Optimized sgRNA design to maximize activity and minimize off-target effects of CRISPR-Cas9
journal, January 2016
- Doench, John G.; Fusi, Nicolo; Sullender, Meagan
- Nature Biotechnology, Vol. 34, Issue 2
Diverse genetic error modes constrain large-scale bio-based production
journal, February 2018
- Rugbjerg, Peter; Myling-Petersen, Nils; Porse, Andreas
- Nature Communications, Vol. 9, Issue 1
Hijacking CRISPR-Cas for high-throughput bacterial metabolic engineering: advances and prospects
journal, April 2018
- Mougiakos, Ioannis; Bosma, Elleke F.; Ganguly, Joyshree
- Current Opinion in Biotechnology, Vol. 50
New Unstable Variants of Green Fluorescent Protein for Studies of Transient Gene Expression in Bacteria
journal, June 1998
- Andersen, Jens Bo; Sternberg, Claus; Poulsen, Lars Kongsbak
- Applied and Environmental Microbiology, Vol. 64, Issue 6
The Entner-Doudoroff pathway empowers Pseudomonas putida KT2440 with a high tolerance to oxidative stress : Perturbing the upper metabolism of
journal, January 2013
- Chavarría, Max; Nikel, Pablo I.; Pérez-Pantoja, Danilo
- Environmental Microbiology, Vol. 15, Issue 6
Life cycle of a cyanobacterial carboxysome
journal, May 2020
- Hill, Nicholas C.; Tay, Jian Wei; Altus, Sabina
- Science Advances, Vol. 6, Issue 19
From lignin to nylon: Cascaded chemical and biochemical conversion using metabolically engineered Pseudomonas putida
journal, May 2018
- Kohlstedt, Michael; Starck, Sören; Barton, Nadja
- Metabolic Engineering, Vol. 47