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Directed evolution of a cytochrome P450 monooxygenase for improved perillyl alcohol biosynthesis via a tailored genetically encoded biosensor
Open accessPublished version of a preprint
Abstract
A tailored CymR-S77L biosensor enabled high-throughput evolution of a P450 for selective perillyl alcohol production from limonene, establishing a platform for terpene hydroxylation engineering.
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Cites
Highly accurate protein structure prediction with AlphaFold
Jumper, J., Evans, R., Pritzel, A., Green, T., Figurnov, M., Ronneberger, O., Tunyasuvunakool, K., Bates, R., Žídek, A., Potapenko, A., et al. (2021) · Nature · doi:10.1038/s41586-021-03819-2 · Cited by 43,764
Open Babel: An open chemical toolbox
O'Boyle, N. M., Banck, M., James, C. A., Morley, C., Vandermeersch, T., & Hutchison, G. R. (2011) · Journal of Cheminformatics · doi:10.1186/1758-2946-3-33 · Cited by 10,939
AutoDock Vina 1.2.0: New Docking Methods, Expanded Force Field, and Python Bindings
Eberhardt, J., Santos-Martins, D., Tillack, A. F., & Forli, S. (2021) · Journal of Chemical Information and Modeling · doi:10.1021/acs.jcim.1c00203 · Cited by 7,546
I-TASSER: a unified platform for automated protein structure and function prediction
Roy, A., Kucukural, A., & Zhang, Y. (2010) · Nature Protocols · doi:10.1038/nprot.2010.5 · Cited by 6,170
UCSF ChimeraX: Tools for structure building and analysis
Meng, E. C., Goddard, T. D., Pettersen, E. F., Couch, G. S., Pearson, Z. J., Morris, J. H., & Ferrin, T. E. (2023) · Protein Science · doi:10.1002/pro.4792 · Cited by 4,442
Ligand docking and binding site analysis with PyMOL and Autodock/Vina
Seeliger, D., & de Groot, B. L. (2010) · Journal of Computer-Aided Molecular Design · doi:10.1007/s10822-010-9352-6 · Cited by 2,623
Cytochromes P450 as versatile biocatalysts
Bernhardt, R. (2006) · Journal of Biotechnology · doi:10.1016/j.jbiotec.2006.01.026 · Cited by 886
Designed divergent evolution of enzyme function
Yoshikuni, Y., Ferrin, T. E., & Keasling, J. D. (2006) · Nature · doi:10.1038/nature04607 · Cited by 438
Metabolic engineering of Escherichia coli for limonene and perillyl alcohol production
Alonso-Gutierrez, J., Chan, R., Batth, T. S., Adams, P. D., Keasling, J. D., Petzold, C. J., & Lee, T. S. (2013) · Metabolic Engineering · doi:10.1016/j.ymben.2013.05.004 · Cited by 416
MOLEonline: a web-based tool for analyzing channels, tunnels and pores (2018 update)
Pravda, L., Sehnal, D., Toušek, D., Navrátilová, V., Bazgier, V., Berka, K., Svobodová Vařeková, R., Koča, J., & Otyepka, M. (2018) · Nucleic Acids Research · doi:10.1093/nar/gky309 · Cited by 360
Engineering an allosteric transcription factor to respond to new ligands
Taylor, N. D., Garruss, A. S., Moretti, R., Chan, S., Arbing, M. A., Cascio, D., Rogers, J. K., Isaacs, F. J., Kosuri, S., Baker, D., et al. (2016) · Nature Methods · doi:10.1038/nmeth.3696 · Cited by 328
Evolution-guided optimization of biosynthetic pathways
Raman, S., Rogers, J. K., Taylor, N. D., & Church, G. M. (2014) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1409523111 · Cited by 278
Engineering cytochrome P450 enzyme systems for biomedical and biotechnological applications
Li, Z., Jiang, Y., Guengerich, F. P., Ma, L., Li, S., & Zhang, W. (2020) · Journal of Biological Chemistry · doi:10.1016/s0021-9258(17)49939-x · Cited by 260
Structural Basis for Effector Control and Redox Partner Recognition in Cytochrome P450
Tripathi, S. M., Li, H., & Poulos, T. L. (2013) · Science · doi:10.1126/science.1235797 · Cited by 186
van Beilen, J. B., Holtackers, R., Lüscher, D., Bauer, U., Witholt, B., & Duetz, W. A. (2005) · Applied and Environmental Microbiology · doi:10.1128/aem.71.4.1737-1744.2005 · Cited by 178
Eaton, R. W. (1997) · Journal of Bacteriology · doi:10.1128/jb.179.10.3171-3180.1997 · Cited by 155
CYP153A6, a Soluble P450 Oxygenase Catalyzing Terminal-Alkane Hydroxylation
Funhoff, E. G., Bauer, U., García‐Rubio, I., Witholt, B., & van Beilen, J. B. (2006) · Journal of Bacteriology · doi:10.1128/jb.00286-06 · Cited by 154
Bacterial terpene biosynthesis: challenges and opportunities for pathway engineering
Helfrich, E. J. N., Lin, G.-M., Voigt, C. A., & Clardy, J. (2019) · Beilstein Journal of Organic Chemistry · doi:10.3762/bjoc.15.283 · Cited by 145
Active learning-assisted directed evolution
Yang, J., Lal, R., Bowden, J. C., Astudillo, R., Hameedi, M. A., Kaur, S., Hill, M., Yue, Y., & Arnold, F. H. (2025) · Nature Communications · doi:10.1038/s41467-025-55987-8 · Cited by 144
Recent developments in the application of P450 based biocatalysts
Wei, Y., Ang, E. L., & Zhao, H. (2017) · Current Opinion in Chemical Biology · doi:10.1016/j.cbpa.2017.08.006 · Cited by 105
Engineering Cotton (+)-δ-Cadinene Synthase to an Altered Function: Germacrene D-4-ol Synthase
Yoshikuni, Y., Martin, V. J. J., Ferrin, T. E., et al. (2006) · Chemistry & Biology · doi:10.1016/j.chembiol.2005.10.016 · Cited by 101
Using fungible biosensors to evolve improved alkaloid biosyntheses
d’Oelsnitz, S., Kim, W., Burkholder, N. T., Javanmardi, K., Thyer, R. T., Zhang, Y., Alper, H. S., & Ellington, A. D. (2022) · Nature Chemical Biology · doi:10.1038/s41589-022-01072-w · Cited by 95
Transcription factor-based biosensors: a molecular-guided approach for natural product engineering
Mitchler, M. M., Garcia, J. M., Montero, N. E., & Williams, G. J. (2021) · Current Opinion in Biotechnology · doi:10.1016/j.copbio.2021.01.008 · Cited by 93
Self-citationPerillyl Alcohol Is an Angiogenesis Inhibitor
Loutrari, H. V., Hatziapostolou, M., Skouridou, V., Papadimitriou, Ε., Roussos, C., Kolisis, F. N., & Papapetropoulos, A. (2004) · Journal of Pharmacology and Experimental Therapeutics · doi:10.1124/jpet.104.070516 · Cited by 90
Intranasal Perillyl Alcohol for Glioma Therapy: Molecular Mechanisms and Clinical Development
Chen, T. C., da Fonseca, C. O., & Schönthal, A. H. (2018) · International Journal of Molecular Sciences · doi:10.3390/ijms19123905 · Cited by 90
Cornelissen, S., Julsing, M. K., Volmer, J., Riechert, O., Schmid, A., & Bühler, B. (2012) · Biotechnology and Bioengineering · doi:10.1002/bit.24801 · Cited by 89
Discovery and Engineering of Cytochrome P450s for Terpenoid Biosynthesis
Xiao, H., Zhang, Y., & Wang, M. (2018) · Trends in biotechnology · doi:10.1016/j.tibtech.2018.11.008 · Cited by 84
Cobalt catalyzed autoxidation of monoterpenes in acetic acid and acetonitrile solutions
da Silva, M. J., Robles-Dutenhefner, P. A., Menini, L., & Gusevskaya, E. V. (2003) · Journal of Molecular Catalysis A Chemical · doi:10.1016/s1381-1169(03)00180-8 · Cited by 74
Evolving P450pyr hydroxylase for highly enantioselective hydroxylation at non-activated carbon atom
Pham, S. Q., Pompidor, G., Liu, J., Li, X., & Li, Z. (2012) · Chemical Communications · doi:10.1039/c2cc30779k · Cited by 70
Seifert, A., Antonovici, M., Hauer, B., & Pleiss, J. (2011) · ChemBioChem · doi:10.1002/cbic.201100067 · Cited by 69
The Monoterpenoid Perillyl Alcohol: Anticancer Agent and Medium to Overcome Biological Barriers
Chen, T. C., da Fonseca, C. O., Levin, D., & Schönthal, A. H. (2021) · Pharmaceutics · doi:10.3390/pharmaceutics13122167 · Cited by 62
Evolving a Generalist Biosensor for Bicyclic Monoterpenes
d’Oelsnitz, S., Nguyen, V., Alper, H. S., & Ellington, A. D. (2022) · ACS Synthetic Biology · doi:10.1021/acssynbio.1c00402 · Cited by 58
Biosensor and machine learning-aided engineering of an amaryllidaceae enzyme
d’Oelsnitz, S., Diaz, D. J., Kim, W., Acosta, D. J., Dangerfield, T. L., Schechter, M. W., Minus, M. B., Howard, J. R., Do, H., Loy, J. M., et al. (2024) · Nature Communications · doi:10.1038/s41467-024-46356-y · Cited by 58
Xu, M., Floyd, H. S., Greth, S. M., Chang, W.-C. J., Lohman, K., Stoyanova, R. S., Kucera, G. L., Kute, T., Willingham, M. C., & Miller, M. S. (2004) · Toxicology and Applied Pharmacology · doi:10.1016/j.taap.2003.11.013 · Cited by 57
Meng, S., Ji, Y., Zhu, L., Dhoke, G. V., Davari, M. D., & Schwaneberg, U. (2022) · Biotechnology Advances · doi:10.1016/j.biotechadv.2022.108051 · Cited by 52
Engineering and assaying of cytochrome P450 biocatalysts
Rabe, K. S., Gandubert, V. J., Spengler, M., Erkelenz, M., & Niemeyer, C. M. (2008) · Analytical and Bioanalytical Chemistry · doi:10.1007/s00216-008-2248-9 · Cited by 48
Chen, T., Fonseca, C. D., & Schönthal, A. H. (2016) · International Journal of Molecular Sciences · doi:10.3390/ijms17091463 · Cited by 47
The anticancer drug perillyl alcohol is a Na/K-ATPase inhibitor
Garcia, D. G., de Amorim, L. M. D. F., Faria, M. V. D. C., Freire, A. S., Santelli, R. E., da Fonseca, C. O., Quírico‐Santos, T., & Burth, P. (2010) · Molecular and Cellular Biochemistry · doi:10.1007/s11010-010-0556-9 · Cited by 37
A Toolbox for Diverse Oxyfunctionalisation of Monoterpenes
Hernández‐Ortega, A., Vinaixa, M., Zebec, Ž., Takano, E., & Scrutton, N. S. (2018) · Scientific Reports · doi:10.1038/s41598-018-32816-1 · Cited by 37
Fiorentini, F., Hatzl, A.-M., Schmidt, S., Savino, S., Glieder, A., & Mattevi, A. (2018) · Biochemistry · doi:10.1021/acs.biochem.8b01052 · Cited by 33
Chen, C., Liu, J., Yao, G., Bao, S., Wan, X., Wang, F., Wang, K., Song, T., Han, P., Liu, T., et al. (2023) · Biosensors and Bioelectronics · doi:10.1016/j.bios.2023.115176 · Cited by 32
Harnessing P450 Enzyme for Biotechnology and Synthetic Biology
Zhang, L., & Wang, Q. (2021) · ChemBioChem · doi:10.1002/cbic.202100439 · Cited by 31
Perillyl alcohol causes G1 arrest through p15INK4b and p21WAF1/Cip1 induction
Koyama, M., Sowa, Y., Hitomi, T., Iizumi, Y., Watanabe, M., TANIGUCHI, T., Ichikawa, M., & Sakai, T. (2012) · Oncology Reports · doi:10.3892/or.2012.2167 · Cited by 29
Kalkreuter, E., Keeler, A. M., Malico, A. A., Bingham, K. S., Gayen, A. K., & Williams, G. J. (2019) · ACS Synthetic Biology · doi:10.1021/acssynbio.9b00078 · Cited by 28
Self-citationStructure‐Guided Redesign of CYP153AM.aq for the Improved Terminal Hydroxylation of Fatty Acids
Hoffmann, S. M., Danesh-Azari, H.-R., Spandolf, C., Weissenborn, M. J., Grogan, G., & Hauer, B. (2016) · ChemCatChem · doi:10.1002/cctc.201600680 · Cited by 27
Faria, G. M., Soares, I. D. P., Salazar, M. D., Amorim, M. R., Pessôa, B. L., da Fonseca, C. O., & Quírico‐Santos, T. (2020) · BMC Cancer · doi:10.1186/s12885-020-06802-8 · Cited by 27
Li, Y., Reed, M., Wright, H. T., Cropp, T. A., & Williams, G. J. (2021) · ACS Synthetic Biology · doi:10.1021/acssynbio.1c00151 · Cited by 25
Self-citationCLADE 2.0: Evolution-Driven Cluster Learning-Assisted Directed Evolution
Qiu, Y., & Wei, G. (2022) · Journal of Chemical Information and Modeling · doi:10.1021/acs.jcim.2c01046 · Cited by 23
Anis, E., Zafeer, M. F., Firdaus, F., Islam, S. N., Khan, A. A., & Hossain, M. S. (2020) · Neurotoxicity Research · doi:10.1007/s12640-020-00213-0 · Cited by 22
Synthesis and Antiproliferative Effects of Amino-Modified Perillyl Alcohol Derivatives
Hui, Z., Zhang, M., Cong, L., Xia, M., & Dong, J. (2014) · Molecules · doi:10.3390/molecules19056671 · Cited by 18
Effectiveness of recombinant Escherichia coli on the production of (R)-(+)-perillyl alcohol
Sun, C., Dong, X., Zhang, R., & Xie, C. (2021) · BMC Biotechnology · doi:10.1186/s12896-020-00662-7 · Cited by 18
Biological Switches: Past and Future Milestones of Transcription Factor-Based Biosensors
Paepe, B. D., & Mey, M. D. (2024) · ACS Synthetic Biology · doi:10.1021/acssynbio.4c00689 · Cited by 18
Sultana, S., Nafees, S., & Khan, A. (2013) · Human & Experimental Toxicology · doi:10.1177/0960327112474834 · Cited by 12
Biosynthesis of (R)‐(+)‐perillyl alcohol by Escherichia coli expressing neryl pyrophosphate synthase
Sun, C., Zhang, R., & Xie, C. (2022) · Engineering in Life Sciences · doi:10.1002/elsc.202100135 · Cited by 12
Cytochrome P450-Induced Backbone Rearrangements in Terpene Biosynthesis of Plants
Frey, M., Jochimsen, C. M., & Degenhardt, J. (2025) · Molecules · doi:10.3390/molecules30173540 · Cited by 12
Recent Advances in P450 Enzyme Engineering for the Production of Natural Products
Wang, L., Sun, C., Hu, B., & Zhao, X. (2025) · ChemBioChem · doi:10.1002/cbic.202500585 · Cited by 12
Synthesis, Bioproduction and Bioactivity of Perillic Acid—A Review
Rolim, T. D. S., Sampaio, A. L. F., Mazzei, J. L., Moreira, D. D. L., & Siani, A. C. (2025) · Molecules · doi:10.3390/molecules30030528 · Cited by 10
Engineering Escherichia coli for Perillyl Alcohol Production with Reduced Endogenous Dehydrogenation
Hao, Y., Liu, M., Fordjour, E., Yu, P., Yang, Y., Liu, X., Li, Y., Liu, C., & Bai, Z. (2025) · ACS Synthetic Biology · doi:10.1021/acssynbio.4c00854 · Cited by 10
Brochado, A. C. B., de Moraes, J. A., de Oliveira, B. R., Lima, V. H. D. S., Mariano, E. D., Karande, S., Romasco, T., Leite, P. E. C., Mourão, C. F., & Alves, G. G. (2024) · Cancers · doi:10.3390/cancers16234003 · Cited by 8
Wang, L., Wang, Y., Peng, X., Gao, C., Wei, X., Chen, P., Xiao, P., Li, Q., & Li, A. (2025) · Nature Communications · doi:10.1038/s41467-025-65736-6 · Cited by 8
Sun, C., Zhang, R., & Xie, C. (2022) · Frontiers in Bioengineering and Biotechnology · doi:10.3389/fbioe.2022.900800 · Cited by 7
Intranasal Terpene Treatment for Glioblastoma: the Neuro-Oncological Potential of Perillyl Alcohol
Harbi, E., Yarar, E., Mason, C. E., Aschner, M., & Altundağ, A. (2025) · Neurochemical Research · doi:10.1007/s11064-025-04505-9 · Cited by 5
Fleur, L. C. L., Zhang, Z., Amador, C. M., Christopher, J., Reed, M., Zheng, J., Cropp, T. A., & Williams, G. J. (2025) · Biochemistry · doi:10.1021/acs.biochem.4c00795 · Cited by 4
Self-citationOdhiambo, C. A., Ali, I., & Williams, G. J. (2026) · RSC Chemical Biology · doi:10.1039/d5cb00310e · Cited by 2
Self-citation
Research works printed but not linked: 5
- Zhang, 2017, Nat. Prod. Rep., 1
- Chen, 2015, Am. J. Cancer Res., 5, 1580
- Kasey, 2018, R. Soc. Chem., 203
- Juárez, 2018, Nat. Commun., 9, 1
- Evans, 2022, bioRxiv, 2021, 463034
Metadata
- Authors
- Odhiambo, C. A., Malico, A. A., & Williams, G. J.
- Affiliations
- North Carolina State University (US)
- Corresponding author
- Williams, Gavin J.
- Venue
- RSC Advances
- Publisher
- Royal Society of Chemistry (RSC)
- Published
- 2026
- Volume
- 16
- Issue
- 35
- Pages
- 35590-35600
- ISSN
- 2046-2069 (ISSN-L)
- PMC
- PMC13329868
- OpenAlex
- W7167252865
- Cited by
- 1
- References
- 64
- Citations by year
- 2026: 1
- FWCI
- 2.04
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- RSC Advances (publishedVersion, cc-by)
- ChemRxiv (acceptedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion)
- Funders
- National Institutes of Health (GM143450, T32GM133366, T32GM141887)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Enzyme Catalysis and Immobilization
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Plant biochemistry and biosynthesis
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Microbial Metabolic Engineering and Bioproduction
- Keywords
- directed evolution, cytochrome P450 monooxygenase, genetically encoded biosensors, regioselectivity, chemoselectivity, fluorescence-based screening
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