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Cai S, Chen D, Cai J, Tan A, Zhou J, Zhuo M, Liu M, Zhu C, Li S. Machine Learning-Guided Selection of Cyclodextrins for Enhanced Biosynthesis and Capture of Volatile Terpenes. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2025; 73:3602-3610. [PMID: 39902613 DOI: 10.1021/acs.jafc.4c10990] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/05/2025]
Abstract
Nootkatone and limonene are valuable volatile organic compounds (VOCs), but their biosynthetic production is hindered by volatility. This study employed machine learning to guide cyclodextrin (CD) selection for encapsulating these VOCs, with a focus on nootkatone capture during fermentation to prevent losses and potentially replace dodecane as an organic solvent extractant. A LightGBM model accurately predicted complexation free energies (ΔG) between CDs and guest molecules (R2 = 0.80 on a 10% test set, with a mean absolute error of 1.31 kJ/mol and a root-mean-squared error of 1.90 kJ/mol). Experimental ranking of 7 CD types validated the model's ΔG predictions and encapsulation performance rankings. Nootkatone showed high encapsulation efficiencies ranging from 21.29% (α-CD) to 88.41% (Me-β-CD), capturing 22.61-116.71 mg/g CD. Notably, Hp-γ-CD, which is the least studied or used CD in research, performed well with nootkatone (63.64%, 84.01 mg/g CD) despite model discrepancies. For limonene, encapsulation efficiencies spanned from 0.62% (Hp-γ-CD) to 55.45% (β-CD), with 0.61-84.28 mg/g CD encapsulated. Constructed engineered Saccharomyces cerevisiae strains produced nootkatone (up to 97.30 mg/L captured by 10 mM Me-β-CD) from de novo fermentation using glucose as a carbon source. This approach demonstrated the potential of CDs to replace dodecane as an organic solvent for terpene extraction during fermentation. The study highlights machine learning's potential for guiding CD selection to enhance volatile terpene biosynthesis, capture, and utilization during fermentation, offering a more environmentally friendly alternative to traditional organic solvent-based extraction methods.
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Affiliation(s)
- Shengliang Cai
- School of Biology and Biological Engineering, South China University of Technology, Guangzhou 510006, China
| | - Dongying Chen
- School of Biology and Biological Engineering, South China University of Technology, Guangzhou 510006, China
| | - Jiaping Cai
- School of Computer Science and Engineering, South China University of Technology, Guangzhou 510006, China
| | - Anliang Tan
- School of Biology and Biological Engineering, South China University of Technology, Guangzhou 510006, China
| | - Jingtao Zhou
- School of Biology and Biological Engineering, South China University of Technology, Guangzhou 510006, China
| | - Min Zhuo
- School of Biology and Biological Engineering, South China University of Technology, Guangzhou 510006, China
| | - Meifeng Liu
- School of Chemistry and Chemical Engineering, South China University of Technology, Guangzhou 510640, China
| | - Chaoyi Zhu
- School of Biology and Biological Engineering, South China University of Technology, Guangzhou 510006, China
- Terpiot (Guangzhou) Biotechnology Co., Ltd. , Guangzhou 510700, China
| | - Shuang Li
- School of Biology and Biological Engineering, South China University of Technology, Guangzhou 510006, China
- Terpiot (Guangzhou) Biotechnology Co., Ltd. , Guangzhou 510700, China
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Wu Q, Li HP, Liu Y, Shou C, Chen Q, Xu JH, Li CX. Discovery and Engineering of a Bacterial (+)-Pulegone Reductase for Efficient (-)-Menthol Biosynthesis. CHEMSUSCHEM 2024; 17:e202400704. [PMID: 38860330 DOI: 10.1002/cssc.202400704] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/01/2024] [Revised: 06/02/2024] [Accepted: 06/10/2024] [Indexed: 06/12/2024]
Abstract
The biosynthesis of valuable plant-derived monoterpene (-)-menthol from readily available feedstocks (e. g., (-)-limonene) is of great significance because of the high market demand for this product. However, biotransforming (+)-pulegone into (-)-menthone, the (-)-menthol precursor, through (+)-pulegone reductase (PGR) catalysis is inefficient because of the poor protein expression or catalytic efficiency (kcat/Km) of plant origin PGRs. In this study, a novel bacterial PGR from Pseudomonas resinovorans (PrPGR) was identified, and the most successful variant, PrPGRM2-1 (A50 V/G53 W), was obtained, showing respective 20-fold and 204-fold improvements in specific activity and catalytic efficiency. PrPGRM2-1 was employed to bioreduce (+)-pulegone, resulting in 4.4-fold and 35-fold enhancements in (-)-menthone titers compared with the bioreductions catalyzed by wild-type (WT) PrPGR and MpPGR, respectively. Furthermore, a whole-cell biocatalyst containing PrPGRM2-1, MpMMR, and BstFDH was constructed and achieved the highest (-)-menthol titer reported to date without externally supplemented NADPH/NADP+. Overall, this study details an efficient PGR with high catalytic efficiency that possesses great potential for (-)-menthol biosynthesis.
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Affiliation(s)
- Qiong Wu
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, 130 Meilong Road, Shanghai, 200237, P.R. China
| | - Hai-Peng Li
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, 130 Meilong Road, Shanghai, 200237, P.R. China
| | - Ya Liu
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, 130 Meilong Road, Shanghai, 200237, P.R. China
| | - Chao Shou
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, 130 Meilong Road, Shanghai, 200237, P.R. China
| | - Qi Chen
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, 130 Meilong Road, Shanghai, 200237, P.R. China
| | - Jian-He Xu
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, 130 Meilong Road, Shanghai, 200237, P.R. China
| | - Chun-Xiu Li
- State Key Laboratory of Bioreactor Engineering, East China University of Science and Technology, 130 Meilong Road, Shanghai, 200237, P.R. China
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Dickey RM, Gopal MR, Nain P, Kunjapur AM. Recent developments in enzymatic and microbial biosynthesis of flavor and fragrance molecules. J Biotechnol 2024; 389:43-60. [PMID: 38616038 DOI: 10.1016/j.jbiotec.2024.04.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2024] [Revised: 04/08/2024] [Accepted: 04/08/2024] [Indexed: 04/16/2024]
Abstract
Flavors and fragrances are an important class of specialty chemicals for which interest in biomanufacturing has risen during recent years. These naturally occurring compounds are often amenable to biosynthesis using purified enzyme catalysts or metabolically engineered microbial cells in fermentation processes. In this review, we provide a brief overview of the categories of molecules that have received the greatest interest, both academically and industrially, by examining scholarly publications as well as patent literature. Overall, we seek to highlight innovations in the key reaction steps and microbial hosts used in flavor and fragrance manufacturing.
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Affiliation(s)
- Roman M Dickey
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19711, USA
| | - Madan R Gopal
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19711, USA
| | - Priyanka Nain
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19711, USA
| | - Aditya M Kunjapur
- Department of Chemical and Biomolecular Engineering, University of Delaware, Newark, DE 19711, USA.
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Yang H, Wang C, Zhou G, Zhang Y, He T, Yang L, Wu Y, Wang Z, Tang X, Chen G, Liu Z, Tang H, Zhou H, Kang X, Zhang S, Leng L, Chen S, Song C. A haplotype-resolved gap-free genome assembly provides novel insight into monoterpenoid diversification in Mentha suaveolens 'Variegata'. HORTICULTURE RESEARCH 2024; 11:uhae022. [PMID: 38469381 PMCID: PMC10925848 DOI: 10.1093/hr/uhae022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 11/04/2023] [Accepted: 01/11/2024] [Indexed: 03/13/2024]
Abstract
Mentha is a commonly used spice worldwide, which possesses medicinal properties and fragrance. These characteristics are conferred, at least partially, by essential oils such as menthol. In this study, a gap-free assembly with a genome size of 414.3 Mb and 31,251 coding genes was obtained for Mentha suaveolens 'Variegata'. Based on its high heterozygosity (1.5%), two complete haplotypic assemblies were resolved, with genome sizes of 401.9 and 405.7 Mb, respectively. The telomeres and centromeres of each haplotype were almost fully annotated. In addition, we detected a total of 41,135 structural variations. Enrichment analysis demonstrated that genes involved in terpenoid biosynthesis were affected by these structural variations. Analysis of volatile metabolites showed that M. suaveolens mainly produces piperitenone oxide rather than menthol. We identified three genes in the M. suaveolens genome which encode isopiperitenone reductase (ISPR), a key rate-limiting enzyme in menthol biosynthesis. However, the transcription levels of ISPR were low. Given that other terpenoid biosynthesis genes were expressed, M. suaveolens ISPRs may account for the accumulation of piperitenone oxide in this species. The findings of this study may provide a valuable resource for improving the detection rate and accuracy of genetic variants, thereby enhancing our understanding of their impact on gene function and expression. Moreover, our haplotype-resolved gap-free genome assembly offers novel insights into molecular marker-assisted breeding of Mentha.
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Affiliation(s)
- Hanting Yang
- Institute of Herbgenomics, Chengdu University of Traditional Chinese Medicine, Chengdu 611137, China
- Pharmacy College, Chengdu University of Traditional Chinese Medicine, Chengdu 611137, China
| | - Can Wang
- Institute of Herbgenomics, Chengdu University of Traditional Chinese Medicine, Chengdu 611137, China
- Innovative Institute of Chinese Medicine and Pharmacy, Chengdu University of Traditional Chinese Medicine, Chengdu 611137, China
| | - Guanru Zhou
- Hubei University of Chinese Medicine, Wuhan 430065, China
| | - Yuxuan Zhang
- Institute of Herbgenomics, Chengdu University of Traditional Chinese Medicine, Chengdu 611137, China
- Pharmacy College, Chengdu University of Traditional Chinese Medicine, Chengdu 611137, China
| | - Tianxing He
- Institute of Herbgenomics, Chengdu University of Traditional Chinese Medicine, Chengdu 611137, China
- Pharmacy College, Chengdu University of Traditional Chinese Medicine, Chengdu 611137, China
| | - Lulu Yang
- Wuhan Benagen Technology Co., Ltd, Wuhan 430000, China
| | - Ya Wu
- Institute of Herbgenomics, Chengdu University of Traditional Chinese Medicine, Chengdu 611137, China
- Pharmacy College, Chengdu University of Traditional Chinese Medicine, Chengdu 611137, China
| | - Zhengnan Wang
- Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences, Beijing 100700, China
| | - Xin Tang
- Chongqing Academy of Chinese Materia Medica, Chongqing College of Traditional Chinese Medicine, Chongqing, China
| | - Gang Chen
- Wuhan Benagen Technology Co., Ltd, Wuhan 430000, China
| | - Zhaoyu Liu
- Institute of Herbgenomics, Chengdu University of Traditional Chinese Medicine, Chengdu 611137, China
| | - Huanyu Tang
- Wuhan Benagen Technology Co., Ltd, Wuhan 430000, China
| | - Hanlin Zhou
- Institute of Herbgenomics, Chengdu University of Traditional Chinese Medicine, Chengdu 611137, China
| | - Xumei Kang
- Wuhan Benagen Technology Co., Ltd, Wuhan 430000, China
| | - Sanyin Zhang
- Innovative Institute of Chinese Medicine and Pharmacy, Chengdu University of Traditional Chinese Medicine, Chengdu 611137, China
| | - Liang Leng
- Institute of Herbgenomics, Chengdu University of Traditional Chinese Medicine, Chengdu 611137, China
- Innovative Institute of Chinese Medicine and Pharmacy, Chengdu University of Traditional Chinese Medicine, Chengdu 611137, China
| | - Shilin Chen
- Institute of Herbgenomics, Chengdu University of Traditional Chinese Medicine, Chengdu 611137, China
- Hubei University of Chinese Medicine, Wuhan 430065, China
| | - Chi Song
- Institute of Herbgenomics, Chengdu University of Traditional Chinese Medicine, Chengdu 611137, China
- Innovative Institute of Chinese Medicine and Pharmacy, Chengdu University of Traditional Chinese Medicine, Chengdu 611137, China
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Jiang H, Wang X. Biosynthesis of monoterpenoid and sesquiterpenoid as natural flavors and fragrances. Biotechnol Adv 2023; 65:108151. [PMID: 37037288 DOI: 10.1016/j.biotechadv.2023.108151] [Citation(s) in RCA: 21] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2022] [Revised: 03/27/2023] [Accepted: 04/06/2023] [Indexed: 04/12/2023]
Abstract
Terpenoids are a large class of plant-derived compounds, that constitute the main components of essential oils and are widely used as natural flavors and fragrances. The biosynthesis approach presents a promising alternative route in terpenoid production compared to plant extraction or chemical synthesis. In the past decade, the production of terpenoids using biotechnology has attracted broad attention from both academia and the industry. With the growing market of flavor and fragrance, the production of terpenoids directed by synthetic biology shows great potential in promoting future market prospects. Here, we reviewed the latest advances in terpenoid biosynthesis. The engineering strategies for biosynthetic terpenoids were systematically summarized from the enzyme, metabolic, and cellular dimensions. Additionally, we analyzed the key challenges from laboratory production to scalable production, such as key enzyme improvement, terpenoid toxicity, and volatility loss. To provide comprehensive technical guidance, we collected milestone examples of biosynthetic mono- and sesquiterpenoids, compared the current application status of chemical synthesis and biosynthesis in terpenoid production, and discussed the cost drivers based on the data of techno-economic assessment. It is expected to provide critical insights into developing translational research of terpenoid biomanufacturing.
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Affiliation(s)
- Hui Jiang
- ZJU-Hangzhou Global Scientific and Technological Innovation Center, Hangzhou, Zhejiang 311200, PR China
| | - Xi Wang
- ZJU-Hangzhou Global Scientific and Technological Innovation Center, Hangzhou, Zhejiang 311200, PR China; College of Chemical and Biological Engineering, Zhejiang University, Hangzhou, Zhejiang 310027, PR China.
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Enantioseparation and determination of oxypeucedanin and its application to a stereoselective analysis in Angelica Dahuricae Radix and pharmacokinetic study of rats. J Chromatogr B Analyt Technol Biomed Life Sci 2022; 1207:123355. [DOI: 10.1016/j.jchromb.2022.123355] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/10/2022] [Revised: 06/20/2022] [Accepted: 06/26/2022] [Indexed: 11/18/2022]
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Fuchs LK, Holland AH, Ludlow RA, Coates RJ, Armstrong H, Pickett JA, Harwood JL, Scofield S. Genetic Manipulation of Biosynthetic Pathways in Mint. FRONTIERS IN PLANT SCIENCE 2022; 13:928178. [PMID: 35774811 PMCID: PMC9237610 DOI: 10.3389/fpls.2022.928178] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/25/2022] [Accepted: 05/24/2022] [Indexed: 06/15/2023]
Abstract
In recent years, the study of aromatic plants has seen an increase, with great interest from industrial, academic, and pharmaceutical industries. Among plants attracting increased attention are the Mentha spp. (mint), members of the Lamiaceae family. Mint essential oils comprise a diverse class of molecules known as terpenoids/isoprenoids, organic chemicals that are among the most diverse class of naturally plant derived compounds. The terpenoid profile of several Mentha spp. is dominated by menthol, a cyclic monoterpene with some remarkable biological properties that make it useful in the pharmaceutical, medical, cosmetic, and cleaning product industries. As the global market for Mentha essential oils increases, the desire to improve oil composition and yield follows. The monoterpenoid biosynthesis pathway is well characterised so metabolic engineering attempts have been made to facilitate this improvement. This review focuses on the Mentha spp. and attempts at altering the carbon flux through the biosynthetic pathways to increase the yield and enhance the composition of the essential oil. This includes manipulation of endogenous and heterologous biosynthetic enzymes through overexpression and RNAi suppression. Genes involved in the MEP pathway, the menthol and carvone biosynthetic pathways and transcription factors known to affect secondary metabolism will be discussed along with non-metabolic engineering approaches including environmental factors and the use of plant growth regulators.
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Affiliation(s)
- Lorenz K. Fuchs
- School of Biosciences, Cardiff University, Cardiff, United Kingdom
| | | | | | - Ryan J. Coates
- School of Biosciences, Cardiff University, Cardiff, United Kingdom
| | - Harvey Armstrong
- School of Biosciences, Cardiff University, Cardiff, United Kingdom
| | - John A. Pickett
- School of Chemistry, Cardiff University, Cardiff, United Kingdom
| | - John L. Harwood
- School of Biosciences, Cardiff University, Cardiff, United Kingdom
| | - Simon Scofield
- School of Biosciences, Cardiff University, Cardiff, United Kingdom
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