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MINI REVIEW article

Front. Bioeng. Biotechnol., 15 January 2026

Sec. Synthetic Biology

Volume 13 - 2025 | https://doi.org/10.3389/fbioe.2025.1716709

This article is part of the Research TopicBiosynthesis of Terpenoids: Mechanism, Engineering, and IndustrializationView all articles

Beyond pigments and perfumes: engineering in the carotenoid and apocarotenoid spectrum, novel enzymes, and synthetic biology strategies

  • Department of Biological Sciences, University at Buffalo, The State University of New York, Buffalo, NY, United States

Carotenoids and apocarotenoids constitute a structurally and functionally sundry class of isoprenoids whose significance extends from photosynthetic light capture and photoprotection to phytohormone signaling, flavor and aroma formation, and emerging biomedical applications. While recent appraisals have emphasized quantitative advances in microbial production, this mini-review adopts a pathway module-centric perspective. We examine each biosynthetic stage from precursor supply, condensation to geranylgeranyl diphosphate (GGPP), phytoene synthesis, desaturation/isomerization, cyclization, hydroxylation, ketolation, epoxidation, and oxidative cleavage, highlighting novel enzymatic variants, mutagenesis studies, fusion strategies, and compartmentalization approaches that impart metabolic control. Special emphasis is placed on recently discovered and engineered enzymes, as well as synthetic biology tools. This review integrates diverse enzyme sources, host ranges across plants, fungi, algae, yeasts, and bacteria, as well as pathway modularity, to provide an updated review of recent literature. We conclude by outlining future directions that highlight gaps and potential areas for future work. This focused synthesis aims to equip researchers with a hierarchical understanding of the pathways and strategies to advance carotenoid and apocarotenoid biosynthesis.

1 Introduction

Carotenoids are one of the most diverse and versatile classes of isoprenoids in nature (Gómez-Sagasti et al., 2023). Beyond their roles in photosynthesis, carotenoids contribute to the vivid pigmentation in diverse organisms and serve as precursors to various bioactive apocarotenoids (Nisar et al., 2015; Sun et al., 2018). This duality of structural pigments and bioactive precursors has made carotenoids a key focus of both basic and applied research.

From a commercial standpoint, carotenoids and their oxidative derivatives occupy an exceptionally broad spectrum beyond pigments and perfumes. In nutrition and pharmaceuticals, β-carotene serves as a provitamin A source (Hermanns et al., 2020), lutein and zeaxanthin support eye health (Mrowicka et al., 2022), and apocarotenoids such as crocetin and bixin exhibit antioxidant and anti-inflammatory properties (Imtiaz et al., 2023). In the cosmetics and food industries, carotenoids such as lycopene and astaxanthin are widely used as natural colorants and anti-aging ingredients (Hermanns et al., 2020). In agriculture, apocarotenoids, such as strigolactones and abscisic acid, function as signaling molecules that regulate plant growth and stress responses (Simkin, 2021; Imtiaz et al., 2023).

To meet rising demand, microbial platforms now enable the scalable and sustainable production of high-value carotenoids, such as lycopene, β-carotene, zeaxanthin, and astaxanthin (Jing et al., 2022; Promdonkoy et al., 2024). These systems offer precise control over metabolic flux, avoid the seasonal and environmental limitations of plant cultivation, and allow cost-effective bioprocessing in industrial fermenters. Additionally, apocarotenoids, such as picrocrocin, strigolactones, and vitamin A (retinol), hold immense industrial relevance and are currently being targeted for microbial production (Varghese et al., 2023).

Building upon this industrial momentum, it becomes essential to understand the biochemical logic that generates such structural and functional diversity. This diversity stems from a series of biosynthetic transformations, including condensation, desaturation, isomerization, cyclization, hydroxylation, ketolation, and epoxidation. Beyond these modifications, the oxidative cleavage of specific carotenoids by carotenoid cleavage dioxygenases (CCDs) represents a crucial branching point that gives rise to apocarotenoids. Figure 1 summarizes carotenoid and apocarotenoid biosynthetic modules from precursor supply to late-stage tailoring (panels a–g) and distinguishes native reactions (solid black lines) from heterologous/engineered steps (dotted colored lines). Additionally, we review genetic approaches, enzyme sources, host platforms, and outcomes in recent literature, while highlighting emerging trends, persistent bottlenecks, and future directions that bridge fundamental understanding with applied biotechnology, moving beyond pigments and perfumes.

Figure 1
Diagram of carotenoid and apocarotenoid biosynthesis pathways, showing the conversion of isoprenoids to various compounds like lycopene and beta-carotene. It includes enzyme names, organism abbreviations, and color codes for yeast, bacteria, plants, and algae. The pathways are labeled from A to G, illustrating complex biochemical transitions.

Figure 1. Overview of recent works on carotenoid and apocarotenoid biosynthesis. (a) IPP and DMAPP Pathway Engineering, (b) Initial Condensation Steps, (c) Desaturation and Isomerization, (d) Cyclization Reactions, (e) Hydroxylation Reactions, (f) Ketolation Reactions, (g) Epoxidation and Isomerization. (Reactions: Solid black line - native reactions, Dotted colored lines - heterologous reactions. Abbreviations: IP, isopentenyl monophosphate; ISO, isopentenol; IPP, isopentenyl diphosphate; DMAPP, dimethylallyl diphosphate; GPP, geranyl diphosphate; FPP, farnesyl diphosphate; GGPP, geranylgeranyl diphosphate).

2 Engineering strategies by biosynthetic steps

2.1 Precursor engineering for carotenoid and apocarotenoid production

Precursor engineering defines the fluxes of carotenoid and apocarotenoid pathways that can be channeled to the final products in any host. Engineering the upstream supply of C5 isoprenoid precursors, isopentenyl pyrophosphate (IPP) and dimethylallyl pyrophosphate (DMAPP), is essential for boosting carotenoid and apocarotenoid yield. The two main biosynthetic routes, the methylerythritol (MEP) and the mevalonate (MVA) pathways, have been extensively engineered in various organisms. The following studies illustrate the control points and how relieving them increases carotenoid precursor levels.

Khana et al. analyzed the bottlenecks of the MEP pathway in the bacterium Zymomonas mobilis. They identified 1-deoxy-D-xylulose 5-phosphate synthase (dxs) as the first major bottleneck, and 4-hydroxy-3-methylbut-2-enyl diphosphate (HMBDP) synthase (ispG) and HMBDP reductase (ispH) as the subsequent bottlenecks. Overexpressing dxs, ispG, and ispH alleviated these blocks, while the introduction of a heterologous isoprene synthase provided an effective carbon sink to channel flux (Khana et al., 2023). Similar bottlenecks were identified in the Escherichia coli MEP pathway. Raghavan et al. showed that dxs, ispG, and ispH constrain flux through the MEP pathway. Chromosomal integration of the whole MEP pathway genes significantly increased the IPP/DMAPP supply compared with episomal expression (Raghavan et al., 2024).

Extensive MVA pathway engineering has been conducted in Saccharomyces cerevisiae in recent years. Mukherjee et al. targeted the MVA pathway to both the cytosol and peroxisomes, resulting in a 94-fold increase in the titer of monoterpene geraniol (Mukherjee et al., 2022). Additionally, they revealed that mevalonate kinase (ERG12) is another bottleneck, along with HMG-CoA reductase (HmgR) and isopentenyl-diphosphate isomerase (IDI). Yanagibashi et al. targeted the mevalonate (MVA) pathway to mitochondria, where the substrate acetyl-CoA is abundant, resulting in a 15-fold increase in IPP and DMAPP. Furthermore, mutants with enlarged mitochondria showed a 1.3-fold increase in IPP/DMAPP and terpenoids, including squalene and β-carotene, which were increased by 2.8- and 1.4-fold, respectively (Yanagibashi et al., 2024).

Beyond the MEP and the MVA pathways, the isopentenol utilization pathway (IUP) presents a robust alternative to boost IPP/DMAPP production. In Chlamydomonas reinhardtii, a choline kinase from S. cerevisiae (ScCK) converts isoprenol to isopentenyl monophosphate (IP), followed by isopentenyl phosphate kinase from Arabidopsis thaliana (AtIPK) converting IP to IPP. Isoprenol feeding increased IPP 8.6-fold and limonene production 23-fold (Zhao et al., 2022). Kinase-driven phosphorylation of C5 alcohols (isopentenol and prenol) bypasses native regulation to directly supply IPP and DMAPP. Ma et al. (2023) combined IUP with the native MVA pathway in S. cerevisiae, creating a universal IPP/DMAPP platform for mono-, di-, and tetraterpene synthesis. Other microbial studies optimized IUP modules, engineered better kinases, and extended the pathway to E. coli and non-conventional hosts like Yarrowia lipolytica (Ma X. et al., 2022; Zhao et al., 2022; Ma et al., 2023; Pan et al., 2023; Roth and Ward, 2023; Li G. et al., 2024).

Together, these approaches demonstrate that precursor engineering lays the groundwork for subsequent carotenoid pathway optimizations, as summarized in Figure 1a.

2.2 Initial condensation steps—GGPP and phytoene synthesis

Iterative condensation of IPP and DMAPP yields C20 geranylgeranyl diphosphate (GGPP); two GGPP molecules then condense to form C40 phytoene, the first committed step in carotenoid biosynthesis. Expressing bacterial GGPP synthase (GGPPS) crtE and phytoene synthase crtB, along with downstream enzymes, enabled zeaxanthin production in Yarrowia lipolytica at 21.98 mg/L (Xie et al., 2021). Additionally, bifunctional enzymes CarRP (phytoene synthase + lycopene cyclase) and phytoene dehydrogenase CarB from the fungus M. circinelloides efficiently convert GGPP to lycopene (Xie et al., 2021).

Recent studies identified novel GGPPS enzymes from higher plants Liriodendron tulipifera and Withania somnifera, oleaginous yeast Rhodosporidium toruloides, and bacterium Elizabethkingia meningoseptica, expanding the GGPP biosynthesis toolbox (Zhang et al., 2021; Satta et al., 2022; Srivastava et al., 2022; Yang et al., 2022; Song et al., 2023; Adusumilli et al., 2024). A pentuple mutant of NtGGPPS from Nicotiana tabacum showed enhanced catalytic efficiency and carotenoid output (Dong et al., 2022).

Recent studies also expanded the potential phytoene synthases (PSY) that could be employed for metabolic engineering. In tomato, fruit-specific expression of the autumn olive PSY (EutPSY), combined with the suppression of lycopene ε-cyclase (SlLCYe), enhanced the accumulation of lycopene and β-carotene (Wang et al., 2020). In the green alga Dunaliella salina, DsPSY1 was confirmed to be catalytically active, and its stabilization by the Orange (OR) protein boosted carotenoid levels (Liang M. H. et al., 2023). Expression of tea PSY1 (CsPSY1) in carrot callus increased α- and β-carotene to about 400 and 1250 μg/g dry weight, respectively (Li J. W. et al., 2024). In the archaeon Haloferax volcanii, the phytoene synthase (HVO-PSY) was identified as the rate-limiting step for bacterioruberin (C50 carotenoid) biosynthesis (Lin et al., 2025). Finally, in Pyropia yezoensis, the first bona fide phytoene synthase (PyPSY) from a red alga was functionally validated (Li C. L. et al., 2024).

Fusion of GGPPS with PSY also demonstrated promise. The GGPS11-PSY chimera (PYGG) in Arabidopsis thaliana allowed efficient GGPP channeling to phytoene. Despite a lower turnover rate, this fusion protein showed high substrate utilization and minimal GGPP leakage (Camagna et al., 2019). This strategy may be extendable to other GGPPS and PSY enzymes.

The initial condensation steps determine how effectively the C5 precursor carbons can commit to carotenoid backbones, as depicted in Figure 1b, which connects IPP/DMAPP condensation to phytoene formation.

2.3 Desaturation and isomerization—phytoene to lycopene conversion

Desaturation and isomerization of phytoene to lycopene are key bottlenecks in carotenoid biosynthesis. Engineering across diverse hosts has utilized both one-step bacterial or fungal enzymes, such as CrtI, and multi-enzyme plant modules including the phytoene desaturase (PDS), the 15-cis-ζ-carotene isomerase (ZISO), the ζ-carotene desaturase (ZDS), and the carotenoid isomerase (CRTISO).

Notably, CrtI from bacterium Pantoea ananatis and red-pigmented yeast Xanthophyllomyces dendrorhous enables a streamlined, high-yield conversion of phytoene to lycopene in E. coli and S. cerevisiae, respectively, when codon-optimized and paired with FAD support (Yoon et al., 2007; Schaub et al., 2012; Hong et al., 2019). Diversified crtI homologs across evolutionary clades demonstrated broad variability in desaturation and could be used for bioengineering (Fournié and Truan, 2020). Integrative pathway designs, such as expression of heterologous Pantoea ananatis crtE, Pantoea agglomerans crtB, and Blakeslea trispora crtI, along with membrane efflux transporters, further enhance yield by relieving product inhibition in S. cerevisiae systems, resulting in a lycopene yield of 343.7 mg/L (Huang et al., 2024).

Plant-based strategies emphasize modular control, as demonstrated by overexpressing Lycium chinense PDS, ZDS, and CRTISO in Nicotiana tabacum, which increased total carotenoid content and enhanced stress tolerance (Li et al., 2020). Other recently identified plant-based phytoene desaturases and isomerases include PDS, ZISO, ZDS, and CRTISO from microalga Dunaliella salina (Chen et al., 2023).

In short, desaturation/isomerization is often the first place where tuning redox balance and enzyme expression have a substantial impact on pathway throughput, as shown in Figure 1c, which traces the phytoene-to-lycopene transition catalyzed by CrtI and plant PDS/ZDS modules.

2.4 Cyclization reactions—formation of α and β-carotene

Cyclization reactions are key steps in carotenoid biosynthesis, converting lycopene into cyclic carotenoids like β-carotene (two β-ionone rings) and α-carotene (one β- and one α-ionone ring). In plants, LCYB and LCYE catalyze these two reactions, respectively. In microbes, CrtY and CrtL-b form β-carotene, while CrtL-e with CrtL-b/CrtY yields α-carotene (Williamson, 1994; Cunningham Jr and Gantt, 2001). Modulating LCYB and LCYE expression via overexpression, mutagenesis, and promoter tuning regulates carotenoid flux partitioning. Overexpressing IbLCYB2 in sweet potato boosted β-carotene and stress tolerance (Kang et al., 2018), while bifunctional enzyme DbLCYB (lycopene β-cyclase and weak lycopene ε-cyclase activity) from Dunaliella bardawil enabled dual cyclization in E. coli (Liang et al., 2019). Ma Y. et al. (2022) demonstrated high-yield of β-carotene production in Yarrowia lipolytica through expression of the phytoene dehydrogenase (CarB) (Velayos et al., 2000a) and bifunctional phytoene synthase and lycopene cyclase carRP genes (Velayos et al., 2000b) from Mucor circinelloides. It involved overcoming CarRP’s lycopene substrate inhibition by introducing a specific point mutation, Y27R, within its lycopene cyclase domain, alleviating this feedback inhibition. Co-expressing CarB and X. dendrorhous GGPP synthase crtE further improved flux after relieving CarRP inhibition. The engineered strain produced 39.5 g/L β-carotene at a rate of 0.165 g/L/h, which was 1,441-fold higher than that of the parent, highlighting the industrial promise of fungal β-cyclization (Ma Y. et al., 2022).

Recent advances highlight the utility of other fungal systems for lycopene cyclization. In the fungus Trichoderma reesei, introduction of the Mucor circinelloides carB and the bifunctional carRP enabled concurrent cellulase production and β-carotene accumulation (Li et al., 2023). Similarly, in Yarrowia lipolytica, expression of crtE, crtB, crtI, and carRP, followed by the addition of bacterial β-carotene hydroxylase crtZ, achieved efficient β-cyclization and zeaxanthin formation (∼22 mg/L), demonstrating the usefulness of fungal β-cyclases in microbial platforms (Xie et al., 2021).

In Chlamydomonas reinhardtii, expressing crtY from the bacterium Pantoea agglomerans increased β-carotene more than the Dunaliella salina lycopene β-cyclase (DsLCYB1), showing bacterial cyclases outperform algal ones (Huang et al., 2023). Cross-kingdom enzyme substitution can enhance carotenoid yields in microalgae.

Functionally, this step is the main lever for steering α/β-branch allocation in both plants and engineered microbes, as illustrated in Figure 1d, showing the bifurcation of lycopene into α- and β-carotene via LCYE and LCYB.

2.5 Hydroxylation reactions—zeaxanthin, cryptoxanthin, and lutein formation

Hydroxylation increases polarity, converting carotenes into nutritionally and industrially relevant xanthophylls (e.g., zeaxanthin, cryptoxanthins, and lutein) and priming them for further tailoring steps (Cunningham Jr and Gantt, 1998; Cunningham Jr and Gantt, 2001). Key enzymes include non-heme, di-iron type β-carotene hydroxylase (CrtZ/BCH) and cytochrome P450s (CYP97 family), acting on β- or α-ionone rings (Tian et al., 2004; Kim and DellaPenna, 2006; Quinlan et al., 2012). The bacterial crtZ gene is preferred for microbial engineering. Enzyme localization, when targeting the bacterial Pantoea ananatis CrtZ to peroxisomes or the ER, increased titers, reaching up to 412 mg/L zeaxanthin in Y. lipolytica (Soldat et al., 2024). Engineering a β-carotene pathway using carRP and carB from Mucor circinelloides, along with optimized enzyme variants and enhancements to the MVA pathway, increased the supply of the precursor β-carotenoid. The crtZ gene from Pantoea ananatis enabled zeaxanthin synthesis from β-carotenoid. Further, co-expression of RFNR1 (ferredoxin–NADP+ reductase 1) improved hydroxylation via optimizing electron transfer. This modular strategy achieved a zeaxanthin titer of 775.3 mg/L, among the highest reported in Yarrowia lipolytica (Zhang et al., 2023).

CYP97 family members are known to catalyze the hydroxylation of carotenoid ionone rings. Engineering of CYP97H1 and CYP97A3/C1 by strategies such as codon optimization, truncation, cytochrome P450 reductase (CPR) screening, and co-expression enabled hydroxylation of the β-ring of β-carotene and β-/ε-rings of α-carotene, respectively, enabling the production of lutein, zeinoxanthin, α- and β-cryptoxanthin in E. coli (Niu et al., 2020; Lautier et al., 2023). Meanwhile, the recently identified CYP97B family enzymes from the diatom Phaeodactylum tricornutum and the red alga P. umbilicalis can also hydroxylate β-carotene to zeaxanthin (Yang et al., 2014; Cui et al., 2019). Hydroxylases from bacterium Chondromyces crocatus (CcBCH), higher plant Arabidopsis thaliana (CYP97A3, CYP97C1), and algae Euglena gracilis (CYP97H1), have also been engineered into E. coli, Y. lipolytica, and S. cerevisiae (Tian et al., 2004; Yang et al., 2014; Cui et al., 2019; Tamaki et al., 2019; Wang et al., 2023; Soldat et al., 2024).

Thus, hydroxylation is the step that converts pigment backbones into market-relevant xanthophylls and expands the palette for downstream chemistry, as detailed in Figure 1e, which highlights the CrtZ/BCH- and CYP97-mediated conversions to zeaxanthin, lutein, and cryptoxanthin.

2.6 Ketolation reactions—astaxanthin formation

Ketocarotenoids (astaxanthin, canthaxanthin, echinenone) have vivid coloration and exceptional antioxidant properties, which are central to aquaculture pigmentation, cosmetic applications, and nutraceutical/pharmaceutical uses. Ketolation modifies the ionone rings of β-carotene, yielding ketocarotenoids (Tran and Kaldenhoff, 2020). Engineering efforts focus on β-carotene ketolases (e.g., crtW and BKT) and β-hydroxylases (crtZ) to divert flux toward astaxanthin (Martín et al., 2008; Allen et al., 2022; Abdullah et al., 2025; Hou et al., 2025).

Bacterial CrtW enzymes, especially from Brevundimonas sp., showed robust ketolation activities in E. coli and yeast, with mutagenesis boosting astaxanthin titers to 81 mg/L in 5-L bioreactors (Ye et al., 2006; Wang R. et al., 2017). Co-expression of crtZ and crtW enabled 1.82 g/L astaxanthin production in fed-batch fermentation (Zhang et al., 2022). Expressing bacterium Pantoea agglomerans β-carotene hydroxylases (crtZ) and alga Haematococcus pluvialis β-carotene ketolases (HpBKT) in Synechocystis sp. PCC 6803 converted β-carotene to astaxanthin via echinenone and canthaxanthin. Balanced expression of ketolases and hydroxylases, achieved by tuning promoter strength and expression ratios to harmonize their catalytic activities, was essential for efficient flux (Liang H. et al., 2023).

Taken together, precise tuning between hydroxylases and ketolases is the crux of industrial astaxanthin pathways, as shown in Figure 1f, where balanced CrtW/BKT and CrtZ activities channel β-carotene toward astaxanthin.

2.7 Epoxidation and isomerization reactions—violaxanthin and downstream carotenoids

The zeaxanthin–antheraxanthin–violaxanthin route links pigment composition with photoprotection. Engineering this node can modulate light stress responses. Epoxidation and de-epoxidation reactions form the xanthophyll cycle, crucial for balancing photoprotection and carotenoid flux in plants and algae. The epoxidation of zeaxanthin to violaxanthin, catalyzed by zeaxanthin epoxidase (ZEP), is a critical step in the xanthophyll cycle, essential for responding to light stress and maintaining a balance of carotenoids.

Zeaxanthin epoxidase (ZEP) converts zeaxanthin to violaxanthin. In the microalga Nannochloropsis oceanica, NoZEP1/2 modulate violaxanthin pools and non-photochemical quenching (Liu et al., 2023). Expressing the alga Ulva prolifera ZEP in S. cerevisiae and Chlamydomonas reinhardtii improved salt tolerance, consistent with enhanced xanthophyll-cycle activity and increased violaxanthin formation (He et al., 2024). The engineering of violaxanthin de-epoxidase (VDE) remains limited, although strategies such as redox circuit optimization and balancing ZEP/VDE expression could be explored (Xinrui et al., 2023).

A review of violaxanthin biosynthesis and heterologous production in E. coli and yeast has been published (Takemura et al., 2021). Expressing bamboo VDE shifted the xanthophyll equilibrium toward zeaxanthin, lowering violaxanthin content, and enhanced quenching and stress resilience in Arabidopsis (Lou et al., 2022), while ZEP mutations (a single recessive splicing mutation) altered carotenoid balance in pepper (Capsicum annuum) (Lee et al., 2021). In E. coli, expressing the crtY, crtZ, and ZEP genes and optimizing redox balance resulted in violaxanthin production of 25.3 mg/g DCW (Xinrui et al., 2023). Expression of Capsicum annuum capsanthin/capsorubin synthase CsCCS yielded 6.77 mg/g capsanthin and 2.18 mg/g capsorubin from antheraxanthin and violaxanthin (Chen et al., 2025).

Hence, epoxidation engineering serves both physiology (light tolerance) and product diversification (epoxy- and keto-xanthophylls), as summarized in Figure 1g, which situates ZEP within the violaxanthin cycle.

2.8 Carotenoid cleavage enzymes in apocarotenoid biosynthesis

Cleavage defines the branching from pigments to signaling molecules. Carotenoid cleavage dioxygenases (CCDs) and 9-cis-epoxycarotenoid dioxygenases (NCEDs) generate apocarotenoids such as β-ionone and abscisic acid (ABA). CCDs and the specialized subfamily, NCEDs, are key enzymes in apocarotenoid biosynthesis, producing compounds like β-ionone, crocetin dialdehyde, and ABA. CCDs are non-heme iron-dependent enzymes that cleave carotenoid polyenes via a dioxygenase mechanism, forming keto or aldehyde cleavage products (Ahrazem et al., 2016; Wang et al., 2022). NCEDs, a CCD subfamily, specifically cleave 9-cis-epoxycarotenoids to xanthoxin—the direct ABA precursor—thereby linking carotenoid turnover to stress-responsive hormone biosynthesis (Daruwalla and Kiser, 2020). Overexpressing Oryza sativa OsNCED3 in Arabidopsis and rice increased ABA and stress tolerance (Hwang et al., 2010; Feng et al., 2024). Their catalytic mechanisms, active site architecture, and substrate specificity have been elucidated through structural and biochemical studies. CCD clade diversity and their bond-cleaving roles across carotenoids have been extensively reviewed (Harrison and Bugg, 2014; Ahrazem et al., 2016; Daruwalla and Kiser, 2020).

Plant CCD1 and CCD4 enzymes cleave β-carotene to produce β-ionone and other volatiles. Dendrobium officinale CCD1 forms β-ionone and pseudoionone from β-carotene and lycopene, respectively (Wang et al., 2022). Expressing Nicotiana tabacum NtCCD1-3 in yeast, with a K38A mutation and redox balancing, boosted β-ionone yields (Gong et al., 2022). In S. cerevisiae, precursor pool size and membrane access were key bottlenecks (López et al., 2020). Microbial hosts, such as Yarrowia lipolytica and Candida tropicalis, have been engineered for β-ionone production, yielding 358 mg/L and 400.5 mg/L, respectively, in shake flasks through enhanced carotenogenic flux and CCD1 expression (Lu et al., 2020; Xu et al., 2024). Enhancements include membrane anchoring, NADPH/ferredoxin boosting, and modular cassette design. CCDs paired with enoate reductases also enable chemo-enzymatic conversion to dihydro-β-ionone (Qi et al., 2022).

Additionally, CCD4 can cleave zeaxanthin to crocetin dialdehyde, initiating crocin biosynthesis. Gardenia jasminoides CCD4a exhibited efficient crocin formation, with an expanded product profile that included cleavage of β-carotene, lycopene, and β-apo-8′-carotenal, yielding diverse C17–C20 dialdehyde apocarotenoids (Zheng et al., 2022). A recent CCD-independent route in E. coli using an engineered CrtMLIKE, CrtN, and CrtP enzymes to produce crocetin dialdehyde, where CrtM catalyzes head-to-head condensation of geranylpyrophosphate (GPP) to C20-phytoene; CrtN mediates sequential desaturation to form 8,8′-diapo-carotenoids; and CrtP performs further oxidation leading to crocetin dialdehyde. This strategy directly converted GPP to a C20 intermediate, thereby bypassing the multi-step β-carotene- and CCD-dependent route, reducing enzyme load and yielding 1.13 mg/L of crocetin dialdehyde. (Lee et al., 2025).

Beyond these metabolites, carotenoid cleavage also drives the biosynthesis of strigolactone (SL), a class of apocarotenoid-derived phytohormones with crucial developmental and ecological functions. SLs originate from the sequential cleavage of 9-cis-β-carotene by CCD7 and CCD8, yielding carlactone, which is further oxidized by cytochrome P450s of the MAX1 (CYP711) family into carlactonoic acid and various canonical and non-canonical SLs (Yoneyama et al., 2009; Alder et al., 2012; Jia et al., 2018). These compounds regulate shoot branching and root architecture and mediate rhizosphere signaling, promoting arbuscular mycorrhizal symbiosis but also triggering germination of parasitic weeds such as Striga and Orobanche (Ito et al., 2017; López-Ráez et al., 2017). Recent work has advanced microbial reconstruction of SL biosynthesis. A peach (Prunus) CYP711A homolog was shown to catalyze multi-step oxidation to strigol, the first identified SL, and the entire pathway from xylose feedstock to strigol was built in an E. coli–yeast consortium, proving the feasibility of industrial-scale SL production (Wu et al., 2023).

Collectively, cleavage chemistry extends the pathway beyond pigments into hormones, aromas, and specialty ingredients, as shown by the side of the modules in Figures 1c–f, marking the transition from carotenoids to apocarotenoids.

A consolidated overview of all engineering strategies, associated host systems, yields, and fold improvements across Section 2 is presented in Table 1.

Table 1
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Table 1. Summary of metabolic engineering strategies for carotenoid and apocarotenoid biosynthesis across hosts, core-pathways, and tailoring modules.

3 Discussion

The engineering advances outlined above and summarized in Table 1 reveal how each biosynthetic module contributes to the overall efficiency and diversity of carotenoid and apocarotenoid production. The discussion that follows synthesizes these developments to highlight common design principles, challenges, and opportunities.

3.1 Current challenges in microbial carotenoid and apocarotenoid biosynthesis

The challenges limiting predictable, scalable carotenoid and apocarotenoid production stem from several interconnected biological constraints. Precursor limitations and imbalanced fluxes remain central issues, as even strengthened MVA and MEP pathways exhibit fluctuations tightly coupled to growth rate and cellular redox balance (Kang et al., 2016; Zhao et al., 2022; Raghavan et al., 2024). Redox imbalance caused by demanding enzymes, such as CrtI, can deplete reducing equivalents (NADPH/NADH) during sequential desaturation steps, introducing flux bottlenecks and metabolic stress. Regulatory limitations further constrain pathway performance because most systems rely on constitutive promoters; however, carotenoid synthesis requires dynamic control to prevent metabolic burden. Product specificity is strongly influenced by the balance of cyclases and tailoring enzymes LCYB/LCYE, CrtZ, BKT/CrtW, and ZEP, whose optimization is complicated by cofactor requirements and substrate competition. Spatial factors add another challenge, as unstable intermediates would diffuse or degrade without appropriate compartmentalization. Additionally, the field remains heavily centered on S. cerevisiae and E. coli, leaving algae, fungi, and other bacterial hosts underexplored despite their unique advantages. Finally, industrial implementation demands solutions for scale-up, especially low-cost feedstocks, robust high-stress sustaining strains, and efficient downstream processing tailored to highly hydrophobic carotenoids.

3.2 Strategies emerging from recent engineering advances

The engineering concepts discussed in Section 2 address the interconnected challenges above. Precursor balancing and redox management remain foundational. Strengthened MVA and MEP pathways increase IPP/DMAPP availability. However, optimal flux requires redox-balanced pathway design, the use of feedback-resistant enzyme variants, and machine-learning-guided promoter tuning. AlphaFold-enabled structural models now support rational redesign of PSY, a longstanding catalytic bottleneck.

Modular desaturation and isomerization strategies combine the robustness of bacterial CrtI with the regulatory precision of plant desaturation complexes (Schaub et al., 2012; Li et al., 2020). Dynamic control using inducible, quorum-sensing, or metabolite-responsive promoters (Wan et al., 2019; Stephens and Bentley, 2020) enables tunable desaturation while preventing redox collapse.

Cyclization precision is strongly governed by the LCYB/LCYE ratio, which determines the ratio of α-to β-carotene formation (Kang et al., 2018; Liang et al., 2019). Directed evolution and CRISPR-based genome editing provide powerful means for modulating cyclase specificity, especially in hosts with existing carotenoid machinery.

Hydroxylation, ketolation, and epoxidation efficiencies depend heavily on tailoring enzymes such as CrtZ, BKT/CrtW, and CYP97 homologs, whose activities remain constrained by cofactor requirements and kinetic limitations (Zhang et al., 2022; Lautier et al., 2023). ZEP engineering is still in its early stages, which requires improving catalytic efficiency and electron-transfer support (Liu et al., 2023; He et al., 2024).

Spatial engineering strategies address the instability of intermediates by leveraging organelle targeting, peroxisome engineering (Choi et al., 2022), lipid droplet remodeling (Lin et al., 2024), scaffold-based assemblies (Wang Y. et al., 2017; Kang et al., 2019), and emerging synthetic bacterial microcompartments (Yung, 2015; Moon et al., 2024) that enhance colocalization.

Tailoring apocarotenoid enzymes such as CCD1 and NCED unlocks higher-value apocarotenoids, including β-ionone and ABA. Specialized CCDs, such as CCD2, catalyze the formation of crocetin dialdehyde, a key intermediate in saffron crocins (López et al., 2020; Chen et al., 2025). Future opportunities include extremophile enzyme mining, intermediate stabilization, and engineered microbial consortia to distribute pathway burden.

3.3 Future perspectives

Drawing from these challenges and strategies, several future directions emerge. First, comprehensive kinetic and structural enzyme characterization remains essential, particularly for PSY, CRTISO, ε-hydroxylases, ZEP, and NCEDs, which represent key catalytic nodes that currently constrain carotenoid bioengineering. Second, system-level flux design integrating genome-scale metabolic models, proteomics, and AI-guided optimization will improve our ability to predict pathway performance and design balanced flux distributions that respond dynamically to metabolic demands (Blazeck and Alper, 2010; Mukherjee et al., 2022; Zhang and Wang, 2025). Third, diversification of host chassis, including algae, cyanobacteria, and non-model yeasts, offers untapped advantages in compartmentation, redox environment, and tolerance to metabolic stress (Santos-Merino et al., 2019). Fourth, dynamic pathway regulation using CRISPRi/a, optogenetics, and synthetic feedback loops presents a frontier for controlling flux, stress responses, and metabolite toxicity with temporal precision (Han et al., 2023). Finally, industrial translation depends on innovations in low-cost feedstocks, co-product strategies, strain robustness, and scalable downstream processing tailored to carotenoids and apocarotenoids (Su et al., 2023). Collectively, carotenoid and apocarotenoid engineering are moving towards precision synthetic biology, bridging enzyme discovery with rational design, expanding into novel hosts, and transforming proof-of-concept pathways into robust platforms for nutrition, pharmaceuticals, and sustainable agriculture.

Author contributions

BR: Conceptualization, Data curation, Formal Analysis, Investigation, Visualization, Writing – original draft, Writing – review and editing. ZW: Data curation, Formal Analysis, Funding acquisition, Investigation, Project administration, Resources, Validation, Writing – review and editing.

Funding

The author(s) declared that financial support was received for this work and/or its publication. Research reported in this publication was supported by the National Institute of General Medical Sciences of the National Institutes of Health under Award Number R35GM150552 to Z.Q.W.

Conflict of interest

The author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Generative AI statement

The author(s) declared that generative AI was used in the creation of this manuscript. Generative AI was used to compress some sections of the initial draft.

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References

Abdullah, C. N., Liu, M., Chen, Q., Gao, S., Zhang, C., Liu, S., et al. (2025). Efficient production of astaxanthin in Yarrowia lipolytica through metabolic and enzyme engineering. Synthetic Syst. Biotechnol. 10, 737–750. doi:10.1016/j.synbio.2025.02.014

PubMed Abstract | CrossRef Full Text | Google Scholar

Adusumilli, S. H., Dabburu, G. R., Arora, P., Chattopadhyaya, B., Behera, D., Bachhawat, A. K., et al. (2024). The potential of R. toruloides mevalonate pathway genes in increasing isoprenoid yields in S. Cerevisiae: evaluation of GGPPS and HMG-CoA reductase. Enzyme Microb. Technol. 174, 110374. doi:10.1016/j.enzmictec.2023.110374

PubMed Abstract | CrossRef Full Text | Google Scholar

Ahrazem, O., Gómez-Gómez, L., Rodrigo, M. J., Avalos, J., and Limón, M. C. (2016). Carotenoid cleavage oxygenases from microbes and photosynthetic organisms: features and functions. Int. J. Molecular Sci. 17, 1781. doi:10.3390/ijms17111781

PubMed Abstract | CrossRef Full Text | Google Scholar

Alder, A., Jamil, M., Marzorati, M., Bruno, M., Vermathen, M., Bigler, P., et al. (2012). The path from β-carotene to carlactone, a strigolactone-like plant hormone. Science 335, 1348–1351. doi:10.1126/science.1218094

PubMed Abstract | CrossRef Full Text | Google Scholar

Allen, Q. M., Febres, V. J., Rathinasabapathi, B., and Chaparro, J. X. (2022). Engineering a plant-derived astaxanthin synthetic pathway into Nicotiana benthamiana. Front. Plant Sci. 12, 831785. doi:10.3389/fpls.2021.831785

PubMed Abstract | CrossRef Full Text | Google Scholar

Blazeck, J., and Alper, H. (2010). Systems metabolic engineering: genome-scale models and beyond. Biotechnol. J. 5, 647–659. doi:10.1002/biot.200900247

PubMed Abstract | CrossRef Full Text | Google Scholar

Camagna, M., Grundmann, A., Bär, C., Koschmieder, J., Beyer, P., and Welsch, R. (2019). Enzyme fusion removes competition for geranylgeranyl diphosphate in carotenogenesis. Plant Physiol. 179, 1013–1027. doi:10.1104/pp.18.01026

PubMed Abstract | CrossRef Full Text | Google Scholar

Chen, H. H., Liang, M. H., Ye, Z. W., Zhu, Y. H., and Jiang, J. G. (2023). Engineering the β-carotene metabolic pathway of microalgae Dunaliella to confirm its carotenoid synthesis pattern in comparison to bacteria and plants. Microbiol. Spectr. 11, e0436122. doi:10.1128/spectrum.04361-22

PubMed Abstract | CrossRef Full Text | Google Scholar

Chen, H., Guo, G., Li, Q., and Liu, Z. (2025). Designing a microbial factory suited for plant chloroplast-derived enzymes to efficiently and green synthesize natural products: capsanthin and capsorubin as examples. Metab. Eng. 88, 215–227. doi:10.1016/j.ymben.2025.01.005

PubMed Abstract | CrossRef Full Text | Google Scholar

Choi, B. H., Kang, H. J., Kim, S. C., and Lee, P. C. (2022). Organelle engineering in yeast: enhanced production of protopanaxadiol through manipulation of peroxisome proliferation in Saccharomyces cerevisiae. Microorganisms 10, 650. doi:10.3390/microorganisms10030650

PubMed Abstract | CrossRef Full Text | Google Scholar

Cui, H., Ma, H., Cui, Y., Zhu, X., Qin, S., and Li, R. (2019). Cloning, identification and functional characterization of two cytochrome P450 carotenoids hydroxylases from the diatom Phaeodactylum tricornutum. J. Biosci. Bioeng. 128, 755–765. doi:10.1016/j.jbiosc.2019.06.008

PubMed Abstract | CrossRef Full Text | Google Scholar

Cunningham Jr, F. X., and Gantt, E. (1998). Genes and enzymes of carotenoid biosynthesis in plants. Annu. Review Plant Bio. 49, 557–583. doi:10.1146/annurev.arplant.49.1.557

PubMed Abstract | CrossRef Full Text | Google Scholar

Cunningham Jr, F. X., and Gantt, E. (2001). One ring or two? Determination of ring number in carotenoids by lycopene ɛ-cyclases. Proc. National Academy Sci. 98, 2905–2910. doi:10.1073/pnas.051618398

PubMed Abstract | CrossRef Full Text | Google Scholar

Daruwalla, A., and Kiser, P. D. (2020). Structural and mechanistic aspects of carotenoid cleavage dioxygenases (CCDs). Biochimica Biophysica Acta (BBA)-Molecular Cell Biol. Lipids 1865, 158590. doi:10.1016/j.bbalip.2019.158590

PubMed Abstract | CrossRef Full Text | Google Scholar

Dong, C., Qu, G., Guo, J., Wei, F., Gao, S., Sun, Z., et al. (2022). Rational design of geranylgeranyl diphosphate synthase enhances carotenoid production and improves photosynthetic efficiency in Nicotiana tabacum. Sci. Bulletin 67, 315–327. doi:10.1016/j.scib.2021.07.003

PubMed Abstract | CrossRef Full Text | Google Scholar

Feng, Z., Xu, Y., Xie, Z., Yang, Y., Lu, G., Jin, Y., et al. (2024). Overexpression of abscisic acid biosynthesis gene OsNCED3 enhances survival rate and tolerance to alkaline stress in rice seedlings. Plants 13, 1713. doi:10.3390/plants13121713

PubMed Abstract | CrossRef Full Text | Google Scholar

Fournié, M., and Truan, G. (2020). Multiplicity of carotene patterns derives from competition between phytoene desaturase diversification and biological environments. Sci. Rep. 10, 21106. doi:10.1038/s41598-020-77876-4

PubMed Abstract | CrossRef Full Text | Google Scholar

Gómez-Sagasti, M. T., López-Pozo, M., Artetxe, U., Becerril, J. M., Hernández, A., García-Plazaola, J. I., et al. (2023). Carotenoids and their derivatives: a “Swiss Army knife-like” multifunctional tool for fine-tuning plant-environment interactions. Environ. Exp. Bot. 207, 105229. doi:10.1016/j.envexpbot.2023.105229

CrossRef Full Text | Google Scholar

Gong, X., Li, F., Liang, Y., Han, X., and Wen, M. (2022). Characteristics of NtCCD1-3 from tobacco, and protein engineering of the CCD1 to enhance β-ionone production in yeast. Front. Microbiol. 13, 1011297. doi:10.3389/fmicb.2022.1011297

PubMed Abstract | CrossRef Full Text | Google Scholar

Han, Y. H., Kim, G., and Seo, S. W. (2023). Programmable synthetic biology tools for developing microbial cell factories. Curr. Opin. Biotechnol. 79, 102874. doi:10.1016/j.copbio.2022.102874

PubMed Abstract | CrossRef Full Text | Google Scholar

Harrison, P. J., and Bugg, T. D. (2014). Enzymology of the carotenoid cleavage dioxygenases: reaction mechanisms, inhibition and biochemical roles. Archives Biochem. Biophys. 544, 105–111. doi:10.1016/j.abb.2013.10.005

PubMed Abstract | CrossRef Full Text | Google Scholar

He, H., Yang, X., Zeb, A., Liu, J., Gu, H., Yang, J., et al. (2024). Cloning and functional analysis of a zeaxanthin epoxidase gene in Ulva prolifera. Biology 13, 695. doi:10.3390/biology13090695

PubMed Abstract | CrossRef Full Text | Google Scholar

Hermanns, A. S., Zhou, X., Xu, Q., Tadmor, Y., and Li, L. (2020). Carotenoid pigment accumulation in horticultural plants. Hortic. Plant J. 6, 343–360. doi:10.1016/j.hpj.2020.10.002

CrossRef Full Text | Google Scholar

Hong, J., Park, S. H., Kim, S., Kim, S. W., and Hahn, J. S. (2019). Efficient production of lycopene in Saccharomyces cerevisiae by enzyme engineering and increasing membrane flexibility and NAPDH production. Appl. Microbio. Biotechnol. 103, 211–223. doi:10.1007/s00253-018-9449-8

PubMed Abstract | CrossRef Full Text | Google Scholar

Hou, Y., Guan, A., Fan, X., and Qin, J. (2025). Harnessing synthetic biology for astaxanthin production: recent advances and challenges. Synthetic Syst. Biotechnol. doi:10.1016/j.synbio.2025.08.005

PubMed Abstract | CrossRef Full Text | Google Scholar

Huang, D., Liu, C., Su, M., Zeng, Z., Wang, C., Hu, Z., et al. (2023). Enhancement of β-carotene content in Chlamydomonas reinhardtii by expressing bacterium-driven lycopene β-cyclase. Biotechnol. Biofuels Bioprod. 16, 127. doi:10.1186/s13068-023-02377-1

PubMed Abstract | CrossRef Full Text | Google Scholar

Huang, G., Li, J., Lin, J., Duan, C., and Yan, G. (2024). Multi-modular metabolic engineering and efflux engineering for enhanced lycopene production in recombinant Saccharomyces cerevisiae. J. Industrial Microbiol. Biotechnol. 51, kuae015. doi:10.1093/jimb/kuae015

PubMed Abstract | CrossRef Full Text | Google Scholar

Hwang, S. G., Chen, H. C., Huang, W. Y., Chu, Y. C., Shii, C. T., and Cheng, W. H. (2010). Ectopic expression of rice OsNCED3 in arabidopsis increases ABA level and alters leaf morphology. Plant Sci. 178, 12–22. doi:10.1016/j.plantsci.2009.09.014

CrossRef Full Text | Google Scholar

Imtiaz, H., Arif, Y., Alam, P., and Hayat, S. (2023). Apocarotenoids biosynthesis, signaling regulation, crosstalk with phytohormone, and its role in stress tolerance. Environ. Exp. Bot. 210, 105337. doi:10.1016/j.envexpbot.2023.105337

CrossRef Full Text | Google Scholar

Ito, S., Yamagami, D., Umehara, M., Hanada, A., Yoshida, S., Sasaki, Y., et al. (2017). Regulation of strigolactone biosynthesis by gibberellin signaling. Plant Physiol. 174, 1250–1259. doi:10.1104/pp.17.00301

PubMed Abstract | CrossRef Full Text | Google Scholar

Jia, K.-P., Baz, L., and Al-Babili, S. (2018). From carotenoids to strigolactones. J. Experimental Botany 69, 2189–2204. doi:10.1093/jxb/erx476

PubMed Abstract | CrossRef Full Text | Google Scholar

Jing, Y., Wang, Y., Zhou, D., Wang, J., Li, J., Sun, J., et al. (2022). Advances in the synthesis of three typical tetraterpenoids including β-carotene, lycopene and astaxanthin. Biotechnol. Adv. 61, 108033. doi:10.1016/j.biotechadv.2022.108033

PubMed Abstract | CrossRef Full Text | Google Scholar

Kang, A., George, K. W., Wang, G., Baidoo, E., Keasling, J. D., and Lee, T. S. (2016). Isopentenyl diphosphate (IPP)-bypass mevalonate pathways for isopentenol production. Metab. Eng. 34, 25–35. doi:10.1016/j.ymben.2015.12.002

PubMed Abstract | CrossRef Full Text | Google Scholar

Kang, C., Zhai, H., Xue, L., Zhao, N., He, S., and Liu, Q. (2018). A lycopene β-cyclase gene, IbLCYB2, enhances carotenoid contents and abiotic stress tolerance in transgenic sweetpotato. Plant Sci. 272, 243–254. doi:10.1016/j.plantsci.2018.05.005

PubMed Abstract | CrossRef Full Text | Google Scholar

Kang, W., Ma, T., Liu, M., Qu, J., Liu, Z., Zhang, H., et al. (2019). Modular enzyme assembly for enhanced cascade biocatalysis and metabolic flux. Nat. Communications 10, 4248. doi:10.1038/s41467-019-12247-w

PubMed Abstract | CrossRef Full Text | Google Scholar

Khana, D. B., Tatli, M., Rivera Vazquez, J., Weraduwage, S. M., Stern, N., Hebert, A. S., et al. (2023). Systematic analysis of metabolic bottlenecks in the methylerythritol 4-phosphate (MEP) pathway of Zymomonas mobilis. MSystems 8, e0009223. doi:10.1128/msystems.00092-23

PubMed Abstract | CrossRef Full Text | Google Scholar

Kim, J., and Dellapenna, D. (2006). Defining the primary route for lutein synthesis in plants: the role of arabidopsis carotenoid β-ring hydroxylase CYP97A3. Proc. Natl. Acad. Sci. 103, 3474–3479. doi:10.1073/pnas.0511207103

PubMed Abstract | CrossRef Full Text | Google Scholar

Lautier, T., Smith, D. J., Yang, L. K., Chen, X., Zhang, C., Truan, G., et al. (2023). Cytochrome P450 surface domains prevent the β-carotene monohydroxylase CYP97H1 of Euglena gracilis from acting as a dihydroxylase. Biomolecules 13, 366. doi:10.3390/biom13020366

PubMed Abstract | CrossRef Full Text | Google Scholar

Lee, S. Y., Jang, S. J., Jeong, H. B., Lee, S. Y., Venkatesh, J., Lee, J. H., et al. (2021). A mutation in zeaxanthin epoxidase contributes to orange coloration and alters carotenoid contents in pepper fruit (Capsicum annuum). Plant J. 106, 1692–1707. doi:10.1111/tpj.15264

PubMed Abstract | CrossRef Full Text | Google Scholar

Lee, J. H., Park, J. Y., Seo, M. D., and Lee, P. C. (2025). Protein engineering of an oxidative cleavage-free pathway for crocetin-dialdehyde production in Escherichia coli. Metab. Eng. 88, 137–147. doi:10.1016/j.ymben.2024.12.009

PubMed Abstract | CrossRef Full Text | Google Scholar

Li, C., Ji, J., Wang, G., Li, Z., Wang, Y., and Fan, Y. (2020). Over-expression of LcPDS, LcZDS, and LcCRTISO, genes from wolfberry for carotenoid biosynthesis, enhanced carotenoid accumulation, and salt tolerance in tobacco. Front. Plant Sci. 11, 119. doi:10.3389/fpls.2020.00119

PubMed Abstract | CrossRef Full Text | Google Scholar

Li, J., Chen, Y., Gao, A., Wei, L., Wei, D., and Wang, W. (2023). Simultaneous production of cellulase and β-carotene in the filamentous fungus Trichoderma reesei. J. Agric. Food Chem. 71, 6358–6365. doi:10.1021/acs.jafc.3c00690

PubMed Abstract | CrossRef Full Text | Google Scholar

Li, C. L., Pu, J. Q., Zhou, W., Hu, C. M., Deng, Y. Y., Sun, Y. Y., et al. (2024a). Functional characterization of the first bona fide phytoene synthase in red algae from Pyropia yezoensis. Mar. Drugs 22, 257. doi:10.3390/md22060257

PubMed Abstract | CrossRef Full Text | Google Scholar

Li, G., Liang, H., Gao, R., Qin, L., Xu, P., Huang, M., et al. (2024b). Yeast metabolism adaptation for efficient terpenoids synthesis via isopentenol utilization. Nat. Commun. 15, 9844. doi:10.1038/s41467-024-54298-8

PubMed Abstract | CrossRef Full Text | Google Scholar

Li, J. W., Zhou, P., Deng, Y. J., Hu, Z. H., Li, X. H., Chen, X., et al. (2024c). Overexpressing CsPSY1 gene of tea plant, encoding a phytoene synthase, improves α-carotene and β-carotene contents in carrot. Mol. Biotechnol. 66, 3311–3322. doi:10.1007/s12033-023-00942-5

PubMed Abstract | CrossRef Full Text | Google Scholar

Liang, M. H., Liang, Z. C., Chen, H. H., and Jiang, J.-G. (2019). The bifunctional identification of both lycopene β-and ε-cyclases from the lutein-rich Dunaliella bardawil. Enzyme Microb. Technol. 131, 109426. doi:10.1016/j.enzmictec.2019.109426

PubMed Abstract | CrossRef Full Text | Google Scholar

Liang, H., Chen, H., Liu, X., Wang, Z., Li, P., and Lu, S. (2023a). Heterologous production in the synechocystis chassis suggests the biosynthetic pathway of astaxanthin in cyanobacteria. Antioxidants 12, 1826. doi:10.3390/antiox12101826

PubMed Abstract | CrossRef Full Text | Google Scholar

Liang, M. H., Xie, S. R., Dai, J. L., Chen, H. H., and Jiang, J. G. (2023b). Roles of two phytoene synthases and orange protein in carotenoid metabolism of the β-carotene-accumulating Dunaliella salina. Microbiol. Spectr. 11, e0006923. doi:10.1128/spectrum.00069-23

PubMed Abstract | CrossRef Full Text | Google Scholar

Lin, J. Y., Bu, X., Lan, Y. B., Duan, C. Q., and Yan, G. L. (2024). Combined metabolic engineering and lipid droplets degradation to increase vitamin A production in Saccharomyces cerevisiae. Microb. Cell Factories 23, 317. doi:10.1186/s12934-024-02596-7

PubMed Abstract | CrossRef Full Text | Google Scholar

Lin, Y., Chen, M., Jiang, W., Zhang, L., Shen, L., and Bai, Y. (2025). Functional role and mutational analysis of the phytoene synthase from the halophilic euryarchaeon Haloferax volcanii in bacterioruberin biosynthesis. J. Agric. Food Chem. 73, 2393–2403. doi:10.1021/acs.jafc.4c08894

PubMed Abstract | CrossRef Full Text | Google Scholar

Liu, M., Ding, W., Pan, Y., Hu, H., and Liu, J. (2023). Zeaxanthin epoxidase is involved in the carotenoid biosynthesis and light-dependent growth of the marine alga Nannochloropsis oceanica. Biotechnol. Biofuels Bioprod. 16, 74. doi:10.1186/s13068-023-02326-y

PubMed Abstract | CrossRef Full Text | Google Scholar

López, J., Bustos, D., Camilo, C., Arenas, N., Saa, P. A., and Agosin, E. (2020). Engineering Saccharomyces cerevisiae for the overproduction of β-ionone and its precursor β-carotene. Front. Bioeng. Biotechnol. 8, 578793. doi:10.3389/fbioe.2020.578793

PubMed Abstract | CrossRef Full Text | Google Scholar

López-Ráez, J. A., Shirasu, K., and Foo, E. (2017). Strigolactones in plant interactions with beneficial and detrimental organisms: the Yin and Yang. Trends Plant Science 22, 527–537. doi:10.1016/j.tplants.2017.03.011

PubMed Abstract | CrossRef Full Text | Google Scholar

Lou, Y., Sun, H., Zhu, C., Yang, K., Li, X., and Gao, Z. (2022). PeVDE, a violaxanthin de-epoxidase gene from moso bamboo, confers photoprotection ability in transgenic arabidopsis under high light. Front. Plant Sci. 13, 927949. doi:10.3389/fpls.2022.927949

PubMed Abstract | CrossRef Full Text | Google Scholar

Lu, Y., Yang, Q., Lin, Z., and Yang, X. (2020). A modular pathway engineering strategy for the high-level production of β-ionone in Yarrowia lipolytica. Microb. Cell Factories 19, 49. doi:10.1186/s12934-020-01309-0

PubMed Abstract | CrossRef Full Text | Google Scholar

Ma, Y., Zu, Y., Huang, S., and Stephanopoulos, G. (2023). Engineering a universal and efficient platform for terpenoid synthesis in yeast. Proc. Natl. Acad. Sci. U. S. A., 120, e2207680120, doi:10.1073/pnas.2207680120

PubMed Abstract | CrossRef Full Text | Google Scholar

Ma, X., Liang, H., Pan, Q., Prather, K. L., Sinskey, A. J., Stephanopoulos, G., et al. (2022). Optimization of the isopentenol utilization pathway for isoprenoid synthesis in Escherichia coli. J. Agric. Food Chem. 70, 3512–3520. doi:10.1021/acs.jafc.2c00014

PubMed Abstract | CrossRef Full Text | Google Scholar

Ma, Y., Liu, N., Greisen, P., Li, J., Qiao, K., Huang, S., et al. (2022). Removal of lycopene substrate inhibition enables high carotenoid productivity in Yarrowia lipolytica. Nat. Commun. 13, 572. doi:10.1038/s41467-022-28277-w

PubMed Abstract | CrossRef Full Text | Google Scholar

Martín, J. F., Gudiña, E., and Barredo, J. L. (2008). Conversion of β-carotene into astaxanthin: two separate enzymes or a bifunctional hydroxylase-ketolase protein? Microb. Cell Factories 7, 3. doi:10.1186/1475-2859-7-3

PubMed Abstract | CrossRef Full Text | Google Scholar

Moon, S. Y., Son, S. H., Baek, S. H., and Lee, J. Y. (2024). Designing microbial cell factories for programmable control of cellular metabolism. Curr. Opin. Syst. Biol. 37, 100493. doi:10.1016/j.coisb.2023.100493

CrossRef Full Text | Google Scholar

Mrowicka, M., Mrowicki, J., Kucharska, E., and Majsterek, I. (2022). Lutein and zeaxanthin and their roles in age-related macular degeneration—neurodegenerative disease. Nutrients 14, 827. doi:10.3390/nu14040827

PubMed Abstract | CrossRef Full Text | Google Scholar

Mukherjee, M., Blair, R. H., and Wang, Z. Q. (2022). Machine-learning guided elucidation of contribution of individual steps in the mevalonate pathway and construction of a yeast platform strain for terpenoid production. Metab. Engineering 74, 139–149. doi:10.1016/j.ymben.2022.10.004

PubMed Abstract | CrossRef Full Text | Google Scholar

Nisar, N., Li, L., Lu, S., Khin, N. C., and Pogson, B. J. (2015). Carotenoid metabolism in plants. Mol. Plant 8, 68–82. doi:10.1016/j.molp.2014.12.007

PubMed Abstract | CrossRef Full Text | Google Scholar

Niu, G., Guo, Q., Wang, J., Zhao, S., He, Y., and Liu, L. (2020). Structural basis for plant lutein biosynthesis from α-carotene. Proc. Natl. Acad. Sci. 117, 14150–14157. doi:10.1073/pnas.2001806117

PubMed Abstract | CrossRef Full Text | Google Scholar

Pan, Q., Ma, X., Liang, H., Liu, Y., Zhou, Y., Stephanopoulos, G., et al. (2023). Biosynthesis of geranate via isopentenol utilization pathway in Escherichia coli. Biotechnol. Bioeng. 120, 230–238. doi:10.1002/bit.28255

PubMed Abstract | CrossRef Full Text | Google Scholar

Promdonkoy, P., Watcharawipas, A., Bubphasawan, S., Sansatchanon, K., Suwanakitti, N., Kocharin, K., et al. (2024). Metabolic engineering of Saccharomyces cerevisiae for production of canthaxanthin, zeaxanthin, and astaxanthin. J. Fungi 10, 433. doi:10.3390/jof10060433

PubMed Abstract | CrossRef Full Text | Google Scholar

Qi, Z., Tong, X., Zhang, X., Lin, H., Bu, S., and Zhao, L. (2022). One-pot synthesis of dihydro-β-ionone from carotenoids using carotenoid cleavage dioxygenase and enoate reductase. Bioprocess Biosyst. Eng. 45, 891–900. doi:10.1007/s00449-022-02707-x

PubMed Abstract | CrossRef Full Text | Google Scholar

Quinlan, R. F., Shumskaya, M., Bradbury, L. M., Beltrán, J., Ma, C., Kennelly, E. J., et al. (2012). Synergistic interactions between carotene ring hydroxylases drive lutein formation in plant carotenoid biosynthesis. Plant Physiol. 160, 204–214. doi:10.1104/pp.112.198556

PubMed Abstract | CrossRef Full Text | Google Scholar

Raghavan, I., Juman, R., and Wang, Z. Q. (2024). The non-mevalonate pathway requires a delicate balance of intermediates to maximize terpene production. Appl. Microbiology Biotechnology 108, 245. doi:10.1007/s00253-024-13077-7

PubMed Abstract | CrossRef Full Text | Google Scholar

Roth, J. H., and Ward, V. C. (2023). Production of astaxanthin using CBFD1/HFBD1 from adonis aestivalis and the isopentenol utilization pathway in Escherichia coli. Bioengineering 10, 1033. doi:10.3390/bioengineering10091033

PubMed Abstract | CrossRef Full Text | Google Scholar

Santos-Merino, M., Singh, A. K., and Ducat, D. C. (2019). New applications of synthetic biology tools for cyanobacterial metabolic engineering. Front. Bioengineering Biotechnology 7, 33. doi:10.3389/fbioe.2019.00033

PubMed Abstract | CrossRef Full Text | Google Scholar

Satta, A., Esquirol, L., Ebert, B. E., Newman, J., Peat, T. S., Plan, M., et al. (2022). Molecular characterization of cyanobacterial short-chain prenyltransferases and discovery of a novel GGPP phosphatase. FEBS J. 289, 6672–6693. doi:10.1111/febs.16556

PubMed Abstract | CrossRef Full Text | Google Scholar

Schaub, P., Yu, Q., Gemmecker, S., Poussin-Courmontagne, P., Mailliot, J., Mcewen, A. G., et al. (2012). On the structure and function of the phytoene desaturase CRTI from Pantoea ananatis, a membrane-peripheral and FAD-dependent oxidase/isomerase. PLoS One 7, e39550. doi:10.1371/journal.pone.0039550

PubMed Abstract | CrossRef Full Text | Google Scholar

Simkin, A. J. (2021). Carotenoids and apocarotenoids in planta: their role in plant development, contribution to the flavour and aroma of fruits and flowers, and their nutraceutical benefits. Plants 10, 2321. doi:10.3390/plants10112321

PubMed Abstract | CrossRef Full Text | Google Scholar

Soldat, M., Markuš, T., Magdevska, V., Kavšček, M., Kruis, A. J., Horvat, J., et al. (2024). Screening of novel β-carotene hydroxylases for the production of β-cryptoxanthin and zeaxanthin and the impact of enzyme localization and crowding on their production in Yarrowia lipolytica. Microb. Cell Factories 23, 298. doi:10.1186/s12934-024-02569-w

PubMed Abstract | CrossRef Full Text | Google Scholar

Song, S., Jin, R., Chen, Y., He, S., Li, K., Tang, Q., et al. (2023). The functional evolution of architecturally different plant geranyl diphosphate synthases from geranylgeranyl diphosphate synthase. Plant Cell 35, 2293–2315. doi:10.1093/plcell/koad083

PubMed Abstract | CrossRef Full Text | Google Scholar

Srivastava, Y., Tripathi, S., Mishra, B., and Sangwan, N. S. (2022). Cloning and homologous characterization of geranylgeranyl pyrophosphate synthase (GGPPS) from Withania somnifera revealed alterations in metabolic flux towards gibberellic acid biosynthesis. Planta 256, 4. doi:10.1007/s00425-022-03912-4

PubMed Abstract | CrossRef Full Text | Google Scholar

Stephens, K., and Bentley, W. E. (2020). Synthetic biology for manipulating quorum sensing in microbial consortia. Trends Microbiology 28, 633–643. doi:10.1016/j.tim.2020.03.009

PubMed Abstract | CrossRef Full Text | Google Scholar

Su, B., Deng, M. R., and Zhu, H. (2023). Advances in the discovery and engineering of gene targets for carotenoid biosynthesis in recombinant strains. Biomolecules 13, 1747. doi:10.3390/biom13121747

PubMed Abstract | CrossRef Full Text | Google Scholar

Sun, T., Yuan, H., Cao, H., Yazdani, M., Tadmor, Y., and Li, L. (2018). Carotenoid metabolism in plants: the role of plastids. Mol. Plant 11, 58–74. doi:10.1016/j.molp.2017.09.010

PubMed Abstract | CrossRef Full Text | Google Scholar

Takemura, M., Sahara, T., and Misawa, N. (2021). Violaxanthin: natural function and occurrence, biosynthesis, and heterologous production. Appl. Microbiol. Biotechnol. 105, 6133–6142. doi:10.1007/s00253-021-11452-2

PubMed Abstract | CrossRef Full Text | Google Scholar

Tamaki, S., Kato, S., Shinomura, T., Ishikawa, T., and Imaishi, H. (2019). Physiological role of β-carotene monohydroxylase (CYP97H1) in carotenoid biosynthesis in Euglena gracilis. Plant Sci. 278, 80–87. doi:10.1016/j.plantsci.2018.10.017

PubMed Abstract | CrossRef Full Text | Google Scholar

Tian, L., Musetti, V., Kim, J., Magallanes-Lundback, M., and Dellapenna, D. (2004). The arabidopsis LUT1 locus encodes a member of the cytochrome P450 family that is required for carotenoid ε-ring hydroxylation activity. Proc. Natl. Acad. Sci. 101, 402–407. doi:10.1073/pnas.2237237100

PubMed Abstract | CrossRef Full Text | Google Scholar

Tran, N. T., and Kaldenhoff, R. (2020). Metabolic engineering of ketocarotenoids biosynthetic pathway in Chlamydomonas reinhardtii strain CC-4102. Sci. Rep. 10, 10688. doi:10.1038/s41598-020-67756-2

PubMed Abstract | CrossRef Full Text | Google Scholar

Varghese, R., Buragohain, T., Banerjee, I., Mukherjee, R., Penshanwar, S. N., Agasti, S., et al. (2023). The apocarotenoid production in microbial biofactories: an overview. J. Biotechnol. 374, 5–16. doi:10.1016/j.jbiotec.2023.07.009

PubMed Abstract | CrossRef Full Text | Google Scholar

Velayos, A., Blasco, J. L., Alvarez, M. I., Iturriaga, E. A., and Eslava, A. P. (2000a). Blue-light regulation of phytoene dehydrogenase (carB) gene expression in Mucor circinelloides. Planta 210, 938–946. doi:10.1007/s004250050701

PubMed Abstract | CrossRef Full Text | Google Scholar

Velayos, A., Eslava, A. P., and Iturriaga, E. A. (2000b). A bifunctional enzyme with lycopene cyclase and phytoene synthase activities is encoded by the carRP gene of Mucor circinelloides. Eur. J. Biochem. 267, 5509–5519. doi:10.1046/j.1432-1327.2000.01612.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Wan, X., Marsafari, M., and Xu, P. (2019). Engineering metabolite-responsive transcriptional factors to sense small molecules in eukaryotes: current state and perspectives. Microb. Cell Factories 18, 61. doi:10.1186/s12934-019-1111-3

PubMed Abstract | CrossRef Full Text | Google Scholar

Wang, T., Hou, Y., Hu, H., Wang, C., Zhang, W., Li, H., et al. (2020). Functional validation of phytoene synthase and lycopene ε-cyclase genes for high lycopene content in autumn olive fruit (Elaeagnus umbellata). J. Agric. Food Chem. 68, 11503–11511. doi:10.1021/acs.jafc.0c03092

PubMed Abstract | CrossRef Full Text | Google Scholar

Wang, Y., Xu, J., and Liu, A. (2022). Identification of the carotenoid cleavage dioxygenase genes and functional analysis reveal DoCCD1 is potentially involved in beta-ionone formation in Dendrobium officinale. Front. Plant Sci. 13, 967819. doi:10.3389/fpls.2022.967819

PubMed Abstract | CrossRef Full Text | Google Scholar

Wang, N., Peng, H., Yang, C., Guo, W., Wang, M., Li, G., et al. (2023). Metabolic engineering of model microorganisms for the production of xanthophyll. Microorganisms 11, 1252. doi:10.3390/microorganisms11051252

PubMed Abstract | CrossRef Full Text | Google Scholar

Wang, R., Gu, X., Yao, M., Pan, C., Liu, H., Xiao, W., et al. (2017). Engineering of β-carotene hydroxylase and ketolase for astaxanthin overproduction in Saccharomyces cerevisiae. Front. Chem. Sci. Eng. 11, 89–99. doi:10.1007/s11705-017-1628-0

CrossRef Full Text | Google Scholar

Wang, Y., Heermann, R., and Jung, K. (2017). CipA and CipB as scaffolds to organize proteins into crystalline inclusions. ACS Synth. Biol. 6, 826–836. doi:10.1021/acssynbio.6b00323

PubMed Abstract | CrossRef Full Text | Google Scholar

Williamson, P. R. (1994). Biochemical and molecular characterization of the diphenol oxidase of cryptococcus Neoformans: identification as a laccase. J. Bacteriology 176, 656–664. doi:10.1128/jb.176.3.656-664.1994

PubMed Abstract | CrossRef Full Text | Google Scholar

Wu, S., Zhou, A., Hiugano, K., Yoda, A., Xie, X., Yamane, K., et al. (2023). Identification of a prunus MAX1 homolog as a unique strigol synthase. New Phytol. 239, 1819–1833. doi:10.1111/nph.19052

PubMed Abstract | CrossRef Full Text | Google Scholar

Xie, Y., Chen, S., and Xiong, X. (2021). Metabolic engineering of non-carotenoid-producing yeast Yarrowia lipolytica for the biosynthesis of zeaxanthin. Front. Microbiol. 12, 699235. doi:10.3389/fmicb.2021.699235

PubMed Abstract | CrossRef Full Text | Google Scholar

Xinrui, D., Bo, L., Yihong, B., Weifeng, L., and Yong, T. (2023). Metabolic engineering of Escherichia coli for high-level production of violaxanthin. Microb. Cell Factories 22, 115. doi:10.1186/s12934-023-02098-y

PubMed Abstract | CrossRef Full Text | Google Scholar

Xu, J., Xia, Y., Shi, Y., Zhu, M., Zhang, H., Gui, X., et al. (2024). Metabolic engineering of Candida tropicalis for the de novo synthesis of β-ionone. ACS Synth. Biol. 13, 2533–2544. doi:10.1021/acssynbio.4c00286

PubMed Abstract | CrossRef Full Text | Google Scholar

Yanagibashi, S., Bamba, T., Kirisako, T., Kondo, A., and Hasunuma, T. (2024). The potency of mitochondria enlargement for mitochondria-mediated terpenoid production in yeast. Appl. Microbiol. Biotechnol. 108, 110. doi:10.1007/s00253-023-12922-5

PubMed Abstract | CrossRef Full Text | Google Scholar

Yang, L. E., Huang, X. Q., Hang, Y., Deng, Y. Y., Lu, Q. Q., and Lu, S. (2014). The P450-type carotene hydroxylase PuCHY1 from porphyra suggests the evolution of carotenoid metabolism in red algae. J. Integrative Plant Biology 56, 902–915. doi:10.1111/jipb.12229

PubMed Abstract | CrossRef Full Text | Google Scholar

Yang, Q., Zheng, Z., Zhao, G., Wang, L., Wang, H., Ni, W., et al. (2022). Cloning and functional characterization of the geranylgeranyl diphosphate synthase (GGPPS) from Elizabethkingia meningoseptica sp. F2. Protein Expr. Purif. 189, 105986. doi:10.1016/j.pep.2021.105986

PubMed Abstract | CrossRef Full Text | Google Scholar

Ye, R. W., Stead, K. J., Yao, H., and He, H. (2006). Mutational and functional analysis of the β-carotene ketolase involved in the production of canthaxanthin and astaxanthin. Appl. Environmental Microbiology 72, 5829–5837. doi:10.1128/AEM.00918-06

PubMed Abstract | CrossRef Full Text | Google Scholar

Yoneyama, K., Xie, X., Yoneyama, K., and Takeuchi, Y. (2009). Strigolactones: structures and biological activities. Pest Manag. Sci. Formerly Pesticide Sci. 65, 467–470. doi:10.1002/ps.1726

PubMed Abstract | CrossRef Full Text | Google Scholar

Yoon, S.-H., Kim, J.-E., Lee, S.-H., Park, H.-M., Choi, M.-S., Kim, J.-Y., et al. (2007). Engineering the lycopene synthetic pathway in E. coli by comparison of the carotenoid genes of Pantoea agglomerans and Pantoea ananatis. Appl. Microbiology Biotechnology 74, 131–139. doi:10.1007/s00253-006-0623-z

PubMed Abstract | CrossRef Full Text | Google Scholar

Yung, M. C. (2015). Engineering bacterial cell-like compartments as platforms for synthetic biology. Lawrence Livermore Natl. Lab. LLNL-POST, 672368.

Google Scholar

Zhang, G., and Wang, J. (2025). “Artificial intelligence-driven metabolic engineering is applied to the development of active ingredients in traditional Chinese medicine,” in BIO Web of Conferences: EDP Sciences.03013

CrossRef Full Text | Google Scholar

Zhang, C., Liu, H., Zong, Y., Tu, Z., and Li, H. (2021). Isolation, expression, and functional analysis of the geranylgeranyl pyrophosphate synthase (GGPPS) gene from Liriodendron tulipifera. Plant Physiology Biochem. 166, 700–711. doi:10.1016/j.plaphy.2021.06.052

PubMed Abstract | CrossRef Full Text | Google Scholar

Zhang, M., Gong, Z., Tang, J., Lu, F., Li, Q., and Zhang, X. (2022). Improving astaxanthin production in Escherichia coli by co-utilizing CrtZ enzymes with different substrate preference. Microb. Cell Factories 21, 71. doi:10.1186/s12934-022-01798-1

PubMed Abstract | CrossRef Full Text | Google Scholar

Zhang, G., Chen, J., Wang, Y., Liu, Z., and Mao, X. (2023). Metabolic engineering of Yarrowia lipolytica for zeaxanthin production. J. Agric. Food Chem. 71, 13828–13837. doi:10.1021/acs.jafc.3c01772

PubMed Abstract | CrossRef Full Text | Google Scholar

Zhao, M. L., Cai, W. S., Zheng, S. Q., Zhao, J. L., Zhang, J. L., Huang, Y., et al. (2022). Metabolic engineering of the isopentenol utilization pathway enhanced the production of terpenoids in Chlamydomonas reinhardtii. Mar. Drugs 20, 577. doi:10.3390/md20090577

PubMed Abstract | CrossRef Full Text | Google Scholar

Zheng, X., Mi, J., Balakrishna, A., Liew, K. X., Ablazov, A., Sougrat, R., et al. (2022). Gardenia carotenoid cleavage dioxygenase 4a is an efficient tool for biotechnological production of crocins in green and non-green plant tissues. Plant Biotechnol. J. 20, 2202–2216. doi:10.1111/pbi.13901

PubMed Abstract | CrossRef Full Text | Google Scholar

Keywords: apocarotenoids, biosynthesis, carotenoids, metabolic engineering, synthetic biology

Citation: Ravi Gopal B and Wang ZQ (2026) Beyond pigments and perfumes: engineering in the carotenoid and apocarotenoid spectrum, novel enzymes, and synthetic biology strategies. Front. Bioeng. Biotechnol. 13:1716709. doi: 10.3389/fbioe.2025.1716709

Received: 30 September 2025; Accepted: 25 December 2025;
Published: 15 January 2026.

Edited by:

Akaraphol Watcharawipas, Mahidol University, Thailand

Reviewed by:

Alice Stra, King Abdullah University of Science and Technology, Saudi Arabia

Copyright © 2026 Ravi Gopal and Wang. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

*Correspondence: Zhen Q. Wang, emhlbndAYnVmZmFsby5lZHU=

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