Open Access Article
Sergio
Gutiérrez
a,
Sebastian
Overmans
a,
Gordon B.
Wellman
a,
Vasilios G.
Samaras
b,
Claudia
Oviedo
cd,
Martin
Gede
ce,
Gyorgy
Szekely
cde and
Kyle J.
Lauersen
*a
aBioengineering Program, Biological, Environmental Sciences and Engineering Division (BESE), King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia. E-mail: kyle.lauersen@kaust.edu.sa
bAnalytical Chemistry Core Lab (ACL), King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia
cAdvanced Membranes and Porous Materials Center (AMPM), Physical Science and Engineering Division (PSE), King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia
dEnvironmental Science and Engineering Program, Biological, Environmental Sciences and Engineering Division (BESE), King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia
eChemical Engineering Program, Physical Science and Engineering Division (PSE), King Abdullah University of Science and Technology (KAUST), Thuwal, Saudi Arabia
First published on 19th December 2023
Certain endangered Thymelaeaceous trees are major sources of the fragrant and highly valued resinous agarwood, comprised of hundreds of oxygenated sesquiterpenoids (STPs). Despite growing pressure on natural agarwood sources, the chemical complexity of STPs severely limits their synthetic production. Here, we catalogued the chemical diversity in 58 agarwood samples by two-dimensional gas chromatography–mass spectrometry and used synthetic biology to produce subsets of the complex STP mixtures found in agarwood. We improved STP yields in the unicellular alga Chlamydomonas reinhardtii by 25-fold through combinatorial engineering to biosynthesise nine macrocyclic STP backbones found in agarwood. A bioprocess following green-chemistry principles was developed that exploits ‘milking’ of STPs without cell lysis, solvent–solvent STP extraction, solvent–STP nanofiltration, and bulk STP oxy-functionalisation to obtain terpene mixtures like those of agarwood. This green bioprocess allows total solvent recycling and continuous production. Our synthetic biology and green bioprocess approach enables a more sustainable synthesis of complex, fragrant terpenes as an alternative to their exploitation from natural sources.
The chemical composition of agarwood is species-specific and often unique to individual plants, depending on certain abiotic factors.10,11 The main fragrant compounds in agarwood are sesquiterpenoids (STPs), an ecologically important class of 15-carbon atom terpenoid compounds that play a crucial role in cloud formation.12 These STPs originate from at least seven distinct primary chemical skeletons: agarofuran, agarospirane/vetispirane, cadinene, eremophilane/valencene, eudesmane/selinene, guaianes, and prezizanes.3,10,13 Both abiotic and biotic factors govern their creation in situ where oxygenation of STPs to derivatives occurs, further shaping their individual scent profiles. The tree itself serves only as the vehicle and matrix for chemical biosynthesis and resin accumulation, such that STP biosynthesis by metabolic engineering could be an alternative means for production of fragrant chemicals.4,14 However, biochemical pathways leading to agarwood STPs are complex, poorly understood, and can be non-enzymatic in nature. So far, only guaiene STP synthases (STPSs) have been identified from Aquilaria crassna or A. sinensis and enzymatic routes to other primary STPs skeletons found in agarwood are not yet identified.11,14–16
Although the biochemical pathways to agarwood STPs are not elucidated, the diversity of natural product chemistry found in other organisms can provide alternative starting points to recreate agarwood STP chemical complexity. The primary carbon rings of agarofuran, cadinene, valencene, and selinane mirror STPs biosynthesised by valencene,17 valerianol,18 cadinol,19 and aristolochene20 synthases, whereas zizaene synthase21 produces a prezizane-like STP. This existing repertoire of known STP synthases from plant and fungal species can produce STP mixtures that largely replicate the primary STP skeletons in agarwood.
Here, we aimed to reproduce some of the chemical complexity of agarwood STPs using synthetic biology and a bioprocess following the principles of green chemistry. To inform the engineering approach, we first catalogued the chemical complexity of STPs in 58 agarwood samples using high-resolution, two-dimensional (2D) gas chromatography–time-of-flight mass spectrometry (GCxGC–TOF/MS). We then engineered unicellular algae as a sustainable cell chassis to produce nine distinct STP chemical skeletons widely found in agarwood. A low-energy ‘microbial-milking’ technique was exploited to extract the STPs from growing algal cells, and energy-efficient solvent nanofiltration was used to concentrate the extracted STPs. Finally, we used green chemical reactions on these STP skeletons to generate a complex mixture of 103 oxygenated STPs typically found in agarwood. This green bioprocess employs an autotrophic host that produced chemicals from carbon dioxide as an input and a low-energy, gentle STP-harvesting technique that enables solvent recycling. Our process represents a sustainable alternative source of fragrant terpene mixtures compared to the harvest of agarwood trees.
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| Fig. 1 Comprehensive chemical characterisation of agarwood samples and distillates. (a) Left: map of Asia, colour-coded to represent different origins of agarwood samples. Right: countries, their ISO 366 codes, and the total samples analysed from each, further categorised into agarwood wood chips (“bakhour”) and steam distillate oils (“oudh”). (b and c) Photographs of agarwood (b) and distillate samples (c). (d) 2D chromatogram of wood-extract sample (34) with three primary chemical clusters circled. (e) 2D chromatogram for distillate sample (39). MTP: monoterpenoids; STP: non-functionalised sesquiterpenoids; fSTP: functionalised sesquiterpenoids. 2D chromatograms for each sample shown are found in ESI Table 1.† ESI Tables 2 and 3† provide summaries of common STPs identified in agarwoods and distillates, respectively. ESI Files 1–3† contain the supporting data for GC–TOF/MS, GC-MS/FID, and GCxGC–TOF/MS, respectively. | ||
The identified sesquiterpenoid skeletons, spanning from the aromatic agarofurans to the complex prezizanes, offer a detailed insight into agarwood products and their chemistry. Compounds such as α-guaiene, δ-guaiene, and isolongifolene, expected from earlier research, were confirmed, indicating the reliability of our analytical approach. Although, many compounds were identified across all agarwood and its distillates, each sample had a distinct chemical profile. These detailed observations increase our understanding of the natural chemical complexity of agarwood samples.
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| Fig. 2 Native and engineered terpenoid pathway in C. reinhardtii for enhanced sesquiterpenoid biosynthesis. (a) Left: illustration of the endogenous terpenoid biosynthetic pathway in wild type C. reinhardtii. Right: representation of an engineered C. reinhardtii strain characterised by absent flagella, cell-wall deficiency, and modifications of its terpenoid biosynthesis pathway known to improve heterologous STP production. Engineered changes are highlighted in red. (b) Left: depiction of algal-optimised transgenes including mVenus (yellow fluorescent protein, YFP), PcPS–mVenus fusion, CrBKT, and CrSQS-k.d., transformed into C. reinhardtii. Right: yield of patchoulol from each engineered construct combination. Abbreviations: k.d.: knockdown, PcPS: P. cablin patchoulol synthase; CrBKT: C. reinhardtii β-carotene ketolase; CrSQS: C. reinhardtii squalene synthase amiRNA expression construct, FPP: farnesyl pyrophosphate, G3P: glyceraldehyde 3-phosphate, MEP: methylerythritol phosphate, CBB: Calvin–Benson–Bassham cycle, IPP: isopentenyl pyrophosphate, DMAPP: dimethylallyl pyrophosphate, PQ: plastoquinone, paroR: paromomycin resistance cassette, specR: spectinomycin resistance cassette, H-β: combined HSP70A-β tubulin promoter, FDX: ferredoxin 1 gene terminator, P: photosystem I reaction centre subunit II chloroplast-targeting peptide. Statistically significant differences between each combination were determined through ANOVA employing Turkey's method for multiple comparisons. Statistical significance: *p < 0.05, **p < 0.01, ***p < 0.001. Detailed calculations, cell concentrations and p-values are in ESI Table 4.† | ||
When expressed and localised in the algal cytoplasm, the patchoulol synthase from Pogostemon cablin (PcPS) produced 5.4 ± 2.1 fg per cell patchoulol. Biosynthesis of ketocarotenoids and perturbation of carotenoid homeostasis through CrBKT overexpression led to higher patchoulol levels of 41.2 ± 5.9 fg per cell, representing an 8-fold increase over PcPS expression alone. Suppressing endogenous CrSQS through artificial micro-RNA in a strain expressing PcPS further increased patchoulol yield to 71.7 ± 7.8 fg per cell (a 12-fold increase over a strain expressing PcPS alone). The combination of CrSQS-k.d. and CrBKT overexpression in a strain expressing PcPS gave patchoulol yields of 132.7 ± 41.1 fg per cell (2215 μg L−1 culture, ESI Fig. 4, ESI Table 5†). This strategy resulted in a 25-fold improvement in patchoulol yields over PcPS alone and approximately a 2-3-fold enhancement over each individual strategy (ESI Table 5†), one-way ANOVA (F(6, 2) = 158, p < 0.05). These yields were higher than any previous single engineering event for patchoulol production to date under the growth conditions tested.26,27 No statistically significant growth changes were detected in any strain grown photoheterotrophically with acetate (F(3, 20) = 0.035, p = 0.99) or photoautotrophically with CO2 (F(3, 20) = 0.265, p = 0.84) (ESI Fig. 5†). A strain with both CrBKT overexpression and CrSQS-k.d. was used in all subsequent STP production experiments.
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| Fig. 3 Biosynthesis of diverse STPs in C. reinhardtii through sesquiterpenoid synthase isoforms expression. (a) The research workflow depicts the progression from selecting sesquiterpenoid synthases across various species for expression in C. reinhardtii. Isoform integration location into the pOpt3 in fusion to fluorescent reporter and robotics-assisted colony screening. Top-right box: depicted is a transformant plate one week after transformation, organised transformant colonies and YFP signal indicating synthase–reporter fusion expression. Brightest colonies were screened for expression in replica-plate assays with dodecane solvent overlay, which could be separated from the culture by gravity and directly used for analysis in GC-MS/FID. (b) Isoform performance was quantified from the most highly expressed transformants per STP (n = 25). Those chosen for further analysis are underlined (c). An illustrated vector structure of the STPS–YFP with paromomycin resistance and (d) –mTFP1 with bleomycin resistance. (e) GC-MS/FID chromatograms for each target STP. Annotated peaks include: A – santalene, B – zizaene, C – aristolochene, D – valencene, E – δ-guaiene, F – cadinol, G – valerianol, H – patchoulol, I – bisabolol. (f) STP titres of single and double transformations. Abbreviations: YFP: mVenus yellow fluorescent protein; TFP: mTFP1 cyan fluorescent protein; paroR and bleR: paromomycin and bleomycin resistance, respectively; STPS: terpene synthase; Tag: strepII epitope. Chevrons i1/i2: intron addition to codon-optimised transgenes to enable strong algal expression. For a comprehensive list of plasmids, refer to ESI Table 5.† Detailed calculations of productivity and cell concentrations are in ESI Tables 6–8.† ESI Files 5 and 6† provide supporting data for GC-MS/FID and genetic constructs, respectively. | ||
The optimal isoform with highest target-compound production was identified for each STPS (Fig. 3b). Subsequently, a second transformation was performed with the same STPS (Fig. 3c) fused to the monomeric teal (cyan) fluorescent protein 1 (mTFP1) reporter with a different selection marker (Fig. 3d). Secondary transformation was used to increase heterologous STPS enzyme titter in the cell to catalyse increased target STP biosynthesis. STP yield improvements were observed in all strains after secondary transformation (Fig. 3f), with an average 5.3-fold improvement in titre for each product (ESI Tables 7–9†). Additional STP peaks were also identified in these extracts by GCxGC–TOF/MS, representing known side products of the individual synthases (ESI Table 10†).
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| Fig. 4 A green bioprocess workflow for the generation of agarwood-related sesquiterpenoids. (a) STPs biosynthesised by engineered algae can be milked from the growing culture using heavy perfluorinated solvent (FC3283) underlays. STP-containing fluorocarbons can be separated from culture and STPs rapidly transferred to ethanol through liquid–liquid extraction from fluorocarbons. STPs can be concentrated in ethanol at room temperature in gas-pressure-driven nanofiltration cells wherein a nanoporous membrane retains STPs and allows permeation of ethanol. Concentrated STPs in ethanol can be subjected to hydroxylation reactions using BH3 or 9-BBN to increase molecular species diversity. Analysis throughout the process can be performed by GC–MS and GCxGC–TOF/MS. (b) One-dimensional (1D) chromatograms of analysed process fractions, with STP skeletons labelled A to I and their respective derivatives after functionalisation: A: santalene, A1: santalol, A2: bergamotene, B: zizaene, B1: cedrenol, B3: 12-nor-preziza-7(15)-en-2-one, B3: khusimol, C: aristolochene, C1: aristolone, C2: dihydrokaranone, D: valencene, D1: nootkatol, D2: nootkatone, E: δ-guaiene, E1: guaiol, E2: globulol, E3: guaia-1(10),11-dien-15,2-olide, F: cadinol, G: valerianol, H: patchoulol, I: bisabolol, I1: bisabolol oxide B, I2: bisabolol oxide A. (c) Two-dimensional (2D) chromatogram depicting the starting mixed STPs. (d) 2D chromatogram of STPs post-hydroxylation. Abbreviations: BH3: borane; 9-BBN: 9-borabicyclo[3.3.1]nonane; nfSTP: non-functionalised sesquiterpenoid; fSTP: functionalised sesquiterpenoid; H2O2: hydrogen peroxide; GC-MS/FID: gas chromatography with flame-ionisation detection and mass spectrometry; GCxGC–TOF/MS: 2D gas chromatography with time-of-flight mass spectrometry; EtOH: ethanol; 1: step one; anti-Markovnikov hydroboration of the STP, BH3 adds boron to the alkene in the less substituted carbon. 2: step two, a three-part oxidation process: initiation by H2O2 ion donation to the trialkyl borane, rearrangement leading to a hydroxide ion removal, and oxidation completion by reaction with aqueous NaOH, forming alcohol and sodium borate. ESI Tables 9 and 10† provide detailed GCxGC–TOF/MS data for panels (c) and (d), ESI File 4† contains supporting raw data for (b). ESI File 7† contains supporting raw data for GCxGC–TOF/MS. | ||
The hydroboration-oxidation technique is commonly used in organic synthesis for alkenes conversion to alcohols. Compared to halogenation, it results in consistent stereochemistry and minimal waste generation and is within the principles of green chemistry. The non-functionalised cyclic primary STP structures produced by algae were then subjected to hydroboration reactions to cause bulk hydroxy-functionalisation of double-bond locations within the STP backbone (Fig. 4a). Reactions used either borane (BH3) or 9-borabicyclo[3.3.1]nonane (9-BBN) reagents and subsequent treatment with hydrogen peroxide (H2O2) to furnish the hydroxy-functionalised STP backbones, thereby mimicking natural chemical-oxygenation processes (Fig. 4a). The nine STPs observed in chromatograms were successfully hydroxylated, or otherwise oxy-functionalized, to yield α-santalol/β-santol, cedrenol, 12-nor-preziza-7(15)-en-2-one, khusimol, aristolone, dihydrokaranone, nootkatol, nootkatone, guaiol, globulol, and bisabolol oxide (Fig. 4b and ESI Tables 10 and 11†). This mixture was clear and did not have the amber colour associated with traditional agarwood distillates which are largely derived from other chemicals in the resin (Fig. 1). Using GCxGC–TOF/MS quantification, STP diversity increased in the 9-BBN reaction: from an initial 42 to 103 chemical species (Fig. 4c, d and ESI Tables 10 and 11†). A total of 41 agarwood-STPs derivatives matched compounds typically found in natural agarwood terpene profiles, including α-santalol/β-santol, cedrenol, guaiol, and bisabolol oxide B (Fig. 5 and ESI Tables 2, 3, 10–13†). Overlap of chemical species in this mixture and agarwood or its steam distillate are compared in figure in ESI Table 12.†
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| Fig. 5 Summary of synthesis of agarwood-like sesquiterpenoids via an integrated algal-chemical methodology. Schematic representation of sesquiterpenoids (STPs) analogous to agarwood, synthesized through a bioengineered algal pathway and characterized by GC–MS. The precursor, farnesyl pyrophosphate (FPP), undergoes enzymatic conversion by various STP synthase isoforms (numerical annotations) to yield distinct STPs labeled A–I. Subsequent hydroxy-boron oxidation produces functionalized derivatives, denoted by additional numbers or asterisks. A: santalene, A1: santalol, A2: bergamotene, B: zizaene, B1: cedrenol, B3: 12-nor-preziza-7(15)-en-2-one, B3: khusimol, C: aristolochene, C1: aristolone, C2: dihydrokaranone, D: valencene, D1: nootkatol, D2: nootkatone, E: δ-guaiene, E1: guaiol, E2: globulol, E3: guaia-1(10),11-dien-15,2-olide, F: cadinol, G: valerianol, G*: eudesmol, G**: jinkoheremol, H: patchoulol, H*: pogostol, and I: bisabolol, I1: bisabolol oxide B, I2: bisabolol oxide A. ESI,† including mass spectra and raw data from GC-MS/FID, are in ESI Tables 2, 3, 11–13, and ESI File 5.† | ||
We sought to develop a sustainable approach using metabolically engineered algae to heterologously biosynthesise the STP backbones found in agarwood, followed by oxy-functionalisation using green chemistry as an alternative to tree sources of STPs. Our goal was to generate not only a microbial production alternative to agarwood STPs, but also to develop a sustainable process that generates minimal waste and uses only gentle reagents within the principles of green chemistry and bioprocess design.29,30 We opted for a microalgal host as our bioengineering platform due to its ability to thrive on the nutrients found in wastewaters and CO2 as a sole carbon source.31 This not only enhances the sustainability of the process but also potentially facilitates the conversion of wasted materials into valuable resources, aligning with the principles of circular economy. Our downstream bioprocess uses only low-energy methods for STP extraction and concentration; that is, microbial-milking of STPs during cultivation, liquid–liquid STP transfer to ethanol, and nanofiltration for STP concentration. Using boron and H2O2, we generated complex, functionalised STP mixtures that resemble those found in agarwood samples in nature.
Endogenous isoprenoids in C. reinhardtii are supplied exclusively by the methyl-D-erythritol phosphate (MEP) pathway localised to the plastid (Fig. 2a).32 That algae rely on this pathway for essential photosynthetic carotenoids implies an inherent capacity to channel carbon fixed by photosynthesis to isoprenoids, which could be tapped for heterologous terpene biosynthesis. The first reports of micrograms of heterologous terpenes per litre of algal culture27 have now been superseded by hundreds of milligrams per litre,25,33 owing to improved transgene design,34,35 enhanced metabolic channelling, and high-cell-density cultivation strategies.26,36 Here, we demonstrate for the first time a combinatorial modification of two metabolic pathways simultaneously in C. reinhardtii by perturbing plastid carotenoid and cytoplasmic sterol biosynthesis in the same strain (Fig. 2). This combination improved target STP production by up to 25-fold over wild-type levels and enabled us to use this strain to produce other STPs of interest. Improvements in transgene optimisation and DNA synthesis capacity together with improved robotic handling and fluorescent screening methods of transformants has facilitated STP isoform benchmarking directly in alga (Fig. 3). This is a key step as isoform-performance testing is a role previously conducted only in fermentative microbes. Screening directly in alga enabled nuances of expression in this host to be ruled out directly when choosing a target isoform.
Terpene extraction from engineered microbes is a challenge in any bioprocess design. Microbes lack the specialised tissues of multicellular organisms to accumulate hydrophobic terpene products, necessitating a physical hydrophobic contactor be used as sink for terpene extraction during cultivation. This can be achieved in numerous ways: using resinous particles,37 membrane contactors,38 and through biocompatible solvent–culture two-phase milking.17,39 We previously found that perfluorinated heat-transfer fluids (namely fluorocarbons) can be used as heavy solvents that sit underneath microbial cultures as an underlay for terpene milking.39 We also found that accumulated terpenes in the fluorocarbons rapidly partitioned into ethanol in subsequent liquid–liquid extractions.39 We leveraged this property to first milk STP skeletons from algal cultures and subsequently pool the ethanol extracts to make a starting mixture of STPs (Fig. 4). This extraction method is advantageous for its simplicity, operating at standard atmospheric conditions, and not requiring complex machinery to yield STPs in ethanol. Although not yet demonstrated at larger scales, the process presented here could readily be incorporated into tubular photobioreactor or even raceway pond algal production facilities.
To create alternatives to fragrant agarwood-derived STPs, synthases for the central seven classes of common STP skeletons were required. However, only a handful of δ-guaiene synthase isoforms from Aquilaria trees have been reported.11,15,40 We overcame this limitation by using terpene synthases from different plants and fungi that could produce substitute chemical skeletons to those detected in agarwood (Table 1). However, the fragrances of agarwood largely comprise oxy-functionalised derivative STPs. Terpene functionalisation in metabolic engineering is traditionally conducted by the concerted action of highly regio- and stereo-specific enzymes, such as P450s.41 The chemical complexity of agarwood terpene profiles is both the product of time and likely non-enzymatic chemistry, however, some P450s may be implicated in certain classes of functionalisation observed within.42 These P450s have yet to be biochemically characterised and would require expression optimisation gene-by-gene to participate in single-STP functionalisation in a microbe. By starting with a mixture of STP skeletons and subjecting them to a chemical process that catalyses oxygenation reactions at sterically accessible double bonds, we could bypass biological functionalisation to obtain complex STP mixtures (Fig. 4). In practice, this procedure mimics parts of the natural maturation process of STPs subjected to abiotic factors in resins over time and successfully reproduced numerous functionalised STPs typical of agarwood samples using a green-chemical process (Fig. 4, 5 and ESI Table 12†).
| Isoform number | Origin | Sesquiterpenoid | UniProt | Ref. |
|---|---|---|---|---|
| a Mutation C415F and H454A. | ||||
| 1 | Santalum album | Santalene | E3W202 | 54 |
| 2 | Clausena lansium | Santalene | E5LLI1 | 54 |
| 3 | Cinnamomum camphora | Santalene | A0A7S6HRZ4 | 55 |
| 4 | Chrysopogon zizanioides | Zizaene | AJQ30127 | 37 |
| 5 | Penicillium expansus | Aristolochene | C0LW28 | 56 |
| 6 | Penicillium camemberti | Aristolochene | A0A0G4NXL3 | 57 |
| 7 | Penicillium chrysogenum | Aristolochene | A0A167QKS4 | 58 |
| 8 | Penicillium roqueforti | Aristolochene | Q03471 | 59 |
| 9 | Citrus sinensis | Valencene | D0UZK2 | 60 |
| 10 | Callitropsis nootkatensis | Valencene | S4SC87 | 61 |
| 11 | Aquilaria crassna | δ-Guaiene | D0VMR6 | 15 |
| 12 | Aquilaria crassna | δ-Guaiene | D0VMR8 | 15 |
| 13 | Aquilaria crassna | δ-Guaiene | D0VMR7 | 15 |
| 14 | Aquilaria sinensis | δ-Guaiene | K9MQ67 | 62 |
| 15 | Aquilaria sinensis | δ-Guaiene | K9MNV6 | 62 |
| 16 | Aquilaria sinensis | δ-Guaiene | K9MPP8 | 62 |
| 17 | Lavandula angustifolia | τ-Cadinol | U3LW50 | 63 |
| 18 | Camellia sinensis | Valerianol | A0A167V661 | 18 |
| 19 | Camellia hiemalis | Valerianol | A0A348AUV5 | 18 |
| 20 | Pogostemon cablin | Patchoulol | Q49SP3a | 64 |
| 21 | Cynara cardunculus | Bisabolol | XP_024994640 | 65 |
Traditional methods of oxidation or hydroxylation of STPs have often involved the use of heavy-metal catalysts43 (such as chromium and mercury), strong oxidising agents44 (i.e., osmium tetroxide), toxic solvents45 (i.e., benzene), or hazardous reagents46 (i.e., chlorine)—all of which pose serious environmental and health risks. There are few means of achieving regio-specific hydroxylation of alkene sites using green chemistry. Here, we used organoboron reagents to introduce hydroxyl groups to the most accessible double bonds of the STP skeletons and eliminated use of heavy-metal reagents and hazardous by-products associated with conventional methods (Fig. 4b–d, 5 and ESI Table 11†). This represents a green chemistry solution to increasing the chemical diversity of starting terpene backbones. Coupling this green chemical step to a photosynthetic (green) cell host, and chemical milking strategy involving complete solvent recycling and low energy OSN concentration, allows classification of this as a complete green bioprocess to fragrant STPs.
Mono- and di-terpenes are also present in agarwood (Fig. 1 and ESI File 1†). Using more complex mixtures of terpenes obtained by additional metabolic engineering will undoubtedly increase the complexity achievable in synthetically functionalised mixtures. Here, we did not express specific α-humulene, β-eudesmol14 and vetispiradiene synthases, which could broaden the complexity of the starting mixtures, as would expression of mono and di-terpene synthases. The combination of possibilities for these mixtures is immense, offering wide scope for additional combinations of microbial engineered terpene production and synthetic chemistry to yield fragrant mixtures. Previous hype around novel terpene production techniques created instability in natural-product markets, leading to economic challenges within legitimate supply chains.47 This work showcases the potential of combining synthetic biology, sustainable bioprocess design and green-chemistry as a complementary alternative source of fragrant terpenes to natural agarwood and may alleviate some of its overharvest from the wild. Our approach should be considered alongside silviculture or emerging methods like tissue culture as alternatives to fragrance sourcing.
In summary, we have developed a strategy following green-bioprocess design principles that combines metabolic engineering, terpene milking, and pharmaceutical-grade chemical processing with a green chemistry-functionalization step to obtain terpene mixtures that mimic some of the natural chemical diversity found in agarwood. Our set of 103 semi-synthetic engineered sesquiterpenoids partially captures the diversity found in agarwood and it will be possible to expand the chemical diversity by simply engineering production of other terpene backbones. Our approach presents a sustainable complement to legitimate sources of fragrances from agarwood, and offers a potential solution to the current demand that has surpassed natural supply for these culturally important goods. We demonstrate the feasibility of a cyclic, synthetic-biology-mediated and chemically complemented green bioprocess to generate functionalised STP mixtures.
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1 hexane
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acetone and subjected to ultrasonic agitation at 40 °C for 8 h to facilitate terpenoid extraction. The samples were then passed through a 0.2 μm filter to obtain clear solvent extracts that were evaporated under a nitrogen stream for 20 min to concentrate the terpenoids in the samples. Concentrated samples were resuspended in 500 μL acetone and stored at −20 °C until gas chromatography–flame-ionisation detector and mass spectrometry (GC-MS/FID) and two-dimensional gas chromatography with time-of-flight mass spectrometry (GCxGC–TOF/MS) analyses. All photographs were captured with a Canon EOS RP camera using a Canon RF 24–105 mm f/4–7.1 IS STM lens (Canon, Tokyo, Japan) and ColorChecker Passport (CCPP2, Calibrite LLC, DE, USA) used for colour calibration.
The glass-bead protocol was used to transform the nuclear genome of C. reinhardtii with a plasmid DNA.52 Each plasmid was linearised using restriction enzymes (XbaI + KpnI, Thermo Scientific FastDigest), and 10 μg of DNA was used for each transformation. Following an ∼8 h recovery period in liquid TAPhi-NO3 medium under low light, algal cells were plated on a selective medium with paromomycin (10 μg mL−1), spectinomycin (200 μg mL−1) or zeocin (15 μg mL—1) antibiotics either individual or combinations of selection agents relative to each target plasmid. Plates were illuminated continuously for ∼7 d before colony picking. A PIXL robot (Singer Instruments, Watchet, UK) transferred up to 384 colonies per transformation event to TAPhi-NO3 agar plates. After an additional 3 d, a ROTOR robot (Singer Instruments) was used to replicate colonies onto new medium and plates containing amido black (150 μg mL−1) for fluorescence screening as previously described.35
All algal-optimised STPSs were expressed as fusions with mVenus (yellow fluorescent protein) or the monomeric teal (cyan) fluorescent protein 1 (mTFP1). Transgene expression of each STPS was determined by fluorescence imaging at the agar-plate level, as previously described.27,35 Chlorophyll fluorescence was observed with 2 s of 475/20 nm excitation and 640/160 nm emission to show colony presence/absence on amido black-containing plates. Cyan-green fluorescence was captured with 420/20 nm excitation and 480/20 nm emission filters using 2.5 min exposure. Yellow fluorescent signals were captured with 504/10 nm excitation and 530/10 nm emission filters with 30-s exposures. Transformants displaying strong fluorescent-protein signals were selected and inoculated into 12-well plates containing 2 mL of liquid TAPhi-NO3 medium and grown with shaking at 160 rpm. Predicted molecular masses of the expressed heterologous STPS-FP fusions were verified using sodium dodecyl sulphate-polyacrylamide gel electrophoresis (SDS-PAGE) in-gel fluorescence against the fusion-protein fluorescent reporter.
000 × g for 3 min, then 150 μL clarified solvent was transferred into amber GC vials in triplicate prior to analysis.
Samples were analysed as previously described26,38 using an Agilent 7890A gas chromatograph equipped with a mass spectrometer and a flame-ionisation detector (GC-MS/FID). The gas chromatograph comprises a 5975C inert MSD with a triple-axis detector and a DB-5MS column (30 m × 0.25 mm i.d., 0.25 μm film thickness). The injector, interface, and ion-source temperature profiles were set to 250 °C, 250 °C, and 220 °C, respectively. In splitless mode, 1 μL of the sample was injected using an autosampler (G4513A, Agilent). The column flow was constant at 1 mL min−1, with helium as carrier gas. The initial GC oven temperature was set to 80 °C for 1 min, increased to 120 °C at 10 °C min−1, raised to 160 °C at 3 °C min−1, and to 240 °C at 10 °C min−1, holding for 3 min. After a 12 min solvent delay, mass spectra were recorded using a scanning range of 50–750 m/z at 20 scans per second. Chromatograms were analysed with MassHunter Workstation software version B.08.00 (Agilent), and STPs were identified using the National Institute of Standards and Technology (NIST) library (Gaithersburg, MD, USA). Further identification was conducted with purified standard calibration curves ranging from concentrations of 1–1200 μM in dodecane of δ-guaiene (CAT#B942760), patchoulol (CAT#P206200), santalene (CAT#S15065), valerianol (CAT#V914000, Toronto Research Chemicals, ON, Canada), bisabolol (CAT#95426), valencene (CAT#06808), cedrene (CAT#22133, Sigma-Aldrich, MO, USA) (ESI Fig. 6†). For compound identification, retention-time acquisition, internal digital-library calibration, and method development, we used a set of 12 microampules containing a standard terpene mixture, which covered 98 terpenes at 1 mM in methanol (CAT# MSITPN101, MetaSci, ON, Canada, ESI Table 4†).
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1 split ratio. The oven temperature was initially held at 80 °C for 1 min, then increased to 325 °C at 2 °C min−1. The modulation period was set at 6 s with a pulse time of 0.35 ms. The mass spectrometer operated in electron ionisation (EI+) mode at 70 eV. Both the transfer-line and ion-source temperatures were maintained at 250 °C. The detector voltage of TOF was set to 2500 Volts, and data were acquired at a rate of 50 Hz. Mass spectra were obtained within a mass-to-charge ratio (m/z) from 50 to 600.
For each of the nine STPs biosynthesised by the algae, 20 mL 96% ethanol-containing STPs were generated. The ethanol fractions were pooled and subjected to organic solvent nanofiltration (OSN) in a dead-end cell to concentrate the terpenes in ethanol without evaporative losses. A Duramem solvent-resistant membrane (Evonik, Germany) with a nominal molecular weight cut-off value of 300 g mol−1 suitable for STP retention and chemical compatibility with ethanol was selected. The 200 mL ethanol–sesquiterpenoid mixture was loaded into the OSN chamber containing a 16 mm membrane disc and subjected to 20 bar pressure delivered by CO2 as an inert gas, to drive the ethanol phase through the nanofiltration membrane at 2.84 L m−2 h−1 flux. While ethanol permeated the membrane, STPs were kept in the retentate due to their molecular weight and consequently concentrated in the ethanol. The permeate ethanol is suitable for recycling and can be reused in subsequent liquid–liquid extraction processes.
Footnote |
| † Electronic supplementary information (ESI) available. See DOI: https://doi.org/10.1039/d3gc03708h |
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