Directed evolution of an E. coli inner membrane transporter for improved efflux of biofuel molecules
Open accessAbstract
BACKGROUND: The depletion of fossil fuels and the rising need to meet global energy demands have led to a growing interest in microbial biofuel synthesis, particularly in Escherichia coli, due to its tractable characteristics. Besides engineering more efficient metabolic pathways for synthesizing biofuels, efforts to improve production yield by engineering efflux systems to overcome toxicity problems is also crucial. This study aims to enhance hydrocarbon efflux capability in E. coli by engineering a native inner membrane transporter, AcrB, using the directed evolution approach. RESULTS: We developed a selection platform based on competitive growth using a toxic substrate surrogate, which allowed rapid selection of AcrB variants showing enhanced efflux of linear and cyclic fuel molecule candidates, n-octane and α-pinene. Two mutants exhibiting increased efflux efficiency for n-octane and α-pinene by up to 47% and 400%, respectively, were isolated. Single-site mutants based on the mutations found in the isolated variants were synthesized and the amino acid substitutions N189H, T678S, Q737L and M844L were identified to have conferred improvement in efflux efficiency. The locations of beneficial mutations in AcrB suggest their contributions in widening the substrate channel, altering the dynamics of substrate efflux and promoting the assembly of AcrB with the outer membrane channel protein TolC for more efficient substrate export. It is interesting to note that three of the four beneficial mutations were located relatively distant from the known substrate channels, thus exemplifying the advantage of directed evolution over rational design. CONCLUSIONS: Using directed evolution, we have isolated AcrB mutants with improved efflux efficiency for n-octane and α-pinene. The utilization of such optimized native efflux pumps will increase productivity of biofuels synthesis and alleviate toxicity and difficulties in production scale-up in current microbial platforms.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In E. coli, membrane transporters have been used successfully to excrete n-alkanes, such as n-octane.
“In E. coli, membrane transporters have been used successfully to excrete n-alkanes, such as n-octane [71,72].”
From The potential of biofuels from first to fourth generation (2023) · cites this paper as [72]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
The PyMOL Molecular Graphics System
DeLano, W. L. (2002) · Medical Entomology and Zoology · Cited by 18,147 · see citing works
Miller, J. H. (1992) · Medical Entomology and Zoology · Cited by 2,488 · see citing works
Microbial production of fatty-acid-derived fuels and chemicals from plant biomass
Steen, E. J., Kang, Y., Bokinsky, G., Hu, Z., Schirmer, A., McClure, A., del Cardayré, S. B., & Keasling, J. D. (2010) · Nature · doi:10.1038/nature08721 · Cited by 1,338 · see citing works
Microbial Biosynthesis of Alkanes
Schirmer, A., Rude, M. A., Li, X., Popova, E., & del Cardayre, S. B. (2010) · Science · doi:10.1126/science.1187936 · Cited by 1,040 · see citing works
Okusu, H., Ma, D., & Nikaido, H. (1996) · Journal of Bacteriology · doi:10.1128/jb.178.1.306-308.1996 · Cited by 818 · see citing works
Crystal structures of a multidrug transporter reveal a functionally rotating mechanism
Murakami, S., Nakashima, R., Yamashita, E., Matsumoto, T., & Yamaguchi, A. (2006) · Nature · doi:10.1038/nature05076 · Cited by 772 · see citing works
Lee, S. K., Chou, H., Ham, T. S., Lee, T. S., & Keasling, J. D. (2008) · Current Opinion in Biotechnology · doi:10.1016/j.copbio.2008.10.014 · Cited by 616 · see citing works
Engineering microbial biofuel tolerance and export using efflux pumps
Dunlop, M. J., Dossani, Z. Y., Szmidt, H. L., Chu, H. C., Lee, T. S., Keasling, J. D., Hadi, M. Z., & Mukhopadhyay, A. (2011) · Molecular Systems Biology · doi:10.1038/msb.2011.21 · Cited by 512 · see citing works
Experimental formulation and kinetic model for JP-8 surrogate mixtures
Violi, A., Yan, S., Eddings, E. G., Sarofim, A. F., Granata, S., Faravelli, T., & Ranzi, E. (2002) · Combustion Science and Technology · doi:10.1080/00102200215080 · Cited by 483 · see citing works
Expanding metabolism for biosynthesis of nonnatural alcohols
Zhang, K., Sawaya, M. R., Eisenberg, D. S., & Liao, J. C. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0807157106 · Cited by 412 · see citing works
Biofuel alternatives to ethanol: pumping the microbial well
Fortman, J. L., Chhabra, S. R., Mukhopadhyay, A., Chou, H. H., Lee, T. S., Steen, E. J., & Keasling, J. D. (2008) · Trends in biotechnology · doi:10.1016/j.tibtech.2008.03.008 · Cited by 365 · see citing works
Structures of the multidrug exporter AcrB reveal a proximal multisite drug-binding pocket
Nakashima, R., Sakurai, K., Yamasaki, S., Nishino, K., & Yamaguchi, A. (2011) · Nature · doi:10.1038/nature10641 · Cited by 348 · see citing works
Niwa, T., Ying, B.-W., Saito, K., Jin, W., Takada, S., Ueda, T., & Taguchi, H. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0811922106 · Cited by 321 · see citing works
Drug transport mechanism of the AcrB efflux pump
Pos, K. M. (2009) · Biochimica et Biophysica Acta (BBA) - Proteins and Proteomics · doi:10.1016/j.bbapap.2008.12.015 · Cited by 310 · see citing works
Atsumi, S., & Liao, J. C. (2008) · Applied and Environmental Microbiology · doi:10.1128/aem.02046-08 · Cited by 249 · see citing works
Vermuë, M. H., Sikkema, J., Verheul, A., Bakker, R., & TRAMPER, J. (1993) · Biotechnology and Bioengineering · doi:10.1002/bit.260420610 · Cited by 194 · see citing works
Yu, E. W., Aires, J., & Nikaido, H. (2003) · Journal of Bacteriology · doi:10.1128/jb.185.19.5657-5664.2003 · Cited by 192 · see citing works
3-Methyl-1-butanol production in Escherichia coli: random mutagenesis and two-phase fermentation
Connor, M. R., Cann, A. F., & Liao, J. C. (2010) · Applied Microbiology and Biotechnology · doi:10.1007/s00253-009-2401-1 · Cited by 157 · see citing works
Bohnert, J. A., Karamian, B. A., & Nikaido, H. (2010) · Antimicrobial Agents and Chemotherapy · doi:10.1128/aac.00620-10 · Cited by 155 · see citing works
Asako, H., Nakajima, H., Kobayashi, K., et al. (1997) · Applied and Environmental Microbiology · doi:10.1128/aem.63.4.1428-1433.1997 · Cited by 151 · see citing works
A model for improving microbial biofuel production using a synthetic feedback loop
Dunlop, M. J., Keasling, J. D., & Mukhopadhyay, A. (2010) · Systems and Synthetic Biology · doi:10.1007/s11693-010-9052-5 · Cited by 138 · see citing works
Conformational sampling, catalysis, and evolution of the bacterial phosphotriesterase
Jackson, C. J., Foo, J.-L., Tokuriki, N., Afriat, L., Carr, P. D., Kim, H.-K., Schenk, G., Tawfik, D. S., & Ollis, D. L. (2009) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0907548106 · Cited by 119 · see citing works
Self-citationTamura, N., Murakami, S., Oyama, Y., Ishiguro, M., & Yamaguchi, A. (2005) · Biochemistry · doi:10.1021/bi050452u · Cited by 111 · see citing works
Functional Rotation of the Transporter AcrB: Insights into Drug Extrusion from Simulations
Schulz, R., Vargiu, A. V., Collu, F., Kleinekathöfer, U., & Ruggerone, P. (2010) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1000806 · Cited by 99 · see citing works
Tsukagoshi, N., & Aono, R. (2000) · Journal of Bacteriology · doi:10.1128/jb.182.17.4803-4810.2000 · Cited by 98 · see citing works
Substrate path in the AcrB multidrug efflux pump of Escherichia coli
Husain, F., & Nikaido, H. (2010) · Molecular Microbiology · doi:10.1111/j.1365-2958.2010.07330.x · Cited by 91 · see citing works
Bokma, E., Koronakis, E., Lobedanz, S., et al. (2006) · FEBS Letters · doi:10.1016/j.febslet.2006.09.005 · Cited by 57 · see citing works
Aono, R., Kobayashi, M., Nakajima, H., & Kobayashi, H. (1995) · Bioscience Biotechnology and Biochemistry · doi:10.1271/bbb.59.213 · Cited by 51 · see citing works
Husain, F., Bikhchandani, M., & Nikaido, H. (2011) · Journal of Bacteriology · doi:10.1128/jb.05759-11 · Cited by 50 · see citing works
Hayashi, S., Aono, R., Hanai, T., et al. (2003) · Journal of Bioscience and Bioengineering · doi:10.1016/s1389-1723(03)80071-3 · Cited by 36 · see citing works
A Novel Simple and Rapid PCR-Based Site-Directed Mutagenesis Method
Rabhi, I., Guedel, N., Chouk, I., et al. (2004) · Molecular Biotechnology · doi:10.1385/mb:26:1:27 · Cited by 34 · see citing works
Mutation of outer-shell residues modulates metal ion co-ordination strength in a metalloenzyme
Foo, J. L., Jackson, C. J., Carr, P. D., Kim, H.-K., Schenk, G., Gahan, L. R., & Ollis, D. L. (2010) · Biochemical Journal · doi:10.1042/bj20100233 · Cited by 19 · see citing works
Self-citation
Flagged first, then by citations
Research works printed but not linked: 1
- Sambrook J Russell DW Molecular cloning: a laboratory manual 2001 3 Cold Spring Harbor, N.Y.: Cold Spring Harbor Laboratory Press
Cited by
Sorted by citations
The potential of biofuels from first to fourth generation
Cavelius, P., Engelhart-Straub, S., Mehlmer, N., Lercher, J., Awad, D., & Brück, T. (2023) · PLOS Biology · doi:10.1371/journal.pbio.3002063 · Cited by 224 · see citing works
Malik, S., Shahid, A., Liu, C.-G., Zafar Khan, A., Nawaz, M. Z., Zhu, H., & Mehmood, M. A. (2021) · Fuel · doi:10.1016/j.fuel.2021.120858 · Cited by 35 · see citing works
- Authors
- Foo, J., & Leong, S.
- Affiliations
- Nanyang Technological University (SG)
- Corresponding author
- Leong, Susanna
- Venue
- Biotechnology for Biofuels
- Published
- 2013
- Volume
- 6
- Issue
- 1
- Pages
- 81
- ISSN
- 1754-6834 (ISSN-L)
- PMC
- PMC3680313
- OpenAlex
- W2116513894
- Cited by
- 94
- References
- 32
- Citations by year
- 2026: 1 · 2025: 2 · 2024: 4 · 2023: 3 · 2022: 5 · 2021: 9 · 2020: 8 · 2019: 7 · 2018: 8 · 2017: 7 · 2016: 10 · 2015: 13 · 2014: 13 · 2013: 2
- FWCI
- 5.68
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Licence
- cc-by
- Locations
- Biotechnology for Biofuels (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- National University of Singapore (submittedVersion, cc-by)
- Funders
- Nanyang Technological University
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Microbial Metabolic Engineering and Bioproduction
- Health Sciences › Medicine › Oncology › Drug Transport and Resistance Mechanisms
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Bacterial Genetics and Biotechnology
- Keywords
- AcrB, efflux pumps, directed evolution, Escherichia coli, biofuel production, n-octane, α-pinene, TolC, substrate channel
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review