Summary
Increasing demands for bioactive compounds have motivated researchers to employ micro‐organisms to produce complex natural products. Currently, Bacillus subtilis has been attracting lots of attention to be developed into terpenoids cell factories due to its generally recognized safe status and high isoprene precursor biosynthesis capacity by endogenous methylerythritol phosphate (MEP) pathway. In this review, we describe the up‐to‐date knowledge of each enzyme in MEP pathway and the subsequent steps of isomerization and condensation of C5 isoprene precursors. In addition, several representative terpene synthases expressed in B. subtilis and the engineering steps to improve corresponding terpenoids production are systematically discussed. Furthermore, the current available genetic tools are mentioned as along with promising strategies to improve terpenoids in B. subtilis, hoping to inspire future directions in metabolic engineering of B. subtilis for further terpenoid cell factory development.
Keywords: Bacillus subtilis, cell factory, MEP pathway, metabolic engineering, terpenoids
Introduction
The nature of Bacillus subtilis
Bacillus subtilis, a well‐known Gram‐positive bacterium, was one of the first organisms to have its genome successfully annotated. In academia, B. subtilis strain 168 has become a model micro‐organism for the study of physiological properties covering the proteome, protein secretory and translocation mechanisms, the cell division mechanism and last but not least the development of minimal cell bacteria. For the industries, B. subtilis 168 has been well‐known for its generally recognized as safe status facilitating easier purification of the protein or metabolites in the absence of endotoxin (Schallmey et al.2004).
Residing as a special niche of the soil microbial ecosystem, B. subtilis has its strength in metabolite production required for survival (Yang et al.2016). It is known that the bacterium has its capability to produce diverse secondary metabolites including polyketides and terpenoids acting as antimicrobial agents or being part of a defence mechanism against particular stresses (Calderone et al.2006; Butcher et al.2007; Bosak et al.2008; Kontnik et al.2008; Lee and Kim 2011; Barbosa et al.2015; Caulier et al.2019). However, the engineering of B. subtilis for metabolite production is lagging behind compared to Escherichia coli or Saccharomyces cerevisiae (Gu et al.2018). Numerous small organic molecules nonnative to these microbial hosts have been produced and many of them have reached the market (Schempp et al.2018). The reasons include the late development of diverse molecular tools and genome scale exploratory research that are required to facilitate precise engineering of the bacterium. Only during the past 10 years that more attention has been given to provide more tools for molecular engineering of the bacterium (Vavrová et al.2010; Wang et al.2012; Guiziou et al.2016; Popp et al.2017; Castillo‐Hair et al.2019). To give better perspective on B. subtilis, comparison among these three microbial platforms are available in Table 1.
Table 1.
Comparison of Escherichia coli, Saccharomyces cerevisiae and Bacillus subtilis as metabolite cell factories
| Microbial platform | Advantage | Disadvantage | References |
|---|---|---|---|
| Escherichia coli |
Diverse and sophisticated molecular engineering tools Fast and easy to grow; has been a routine microbial platform in synthetic biology |
Safety concern related to its endotoxin production nature Lack of endomembrane system for expression of eukaryotic CYP450 involving downstream steps of some terpenoid biosynthetic pathways |
Dietrich et al.(2009); Zhou et al.(2013); Yang et al.(2020) |
| Saccharomyces cerevisiae |
GRAS micro‐organism Diverse molecular engineering tools Possesses endomembrane system readily for CYP450 expression |
Relatively slow growth More complex structure of the genome for engineering More difficult to put the whole heterologous pathway into the micro‐organism since limited capability in polycistronic expression |
Zhou et al.(2013); Rahmat and Kang (2020); Yang et al.(2020) |
| Bacillus subtilis |
GRAS bacterium Bacterium with considerably high isoprene emission Possessing potential CYP450s that can be developed for terpenoid oxidation, such as CYP109B1, CYP102A2 and CYP102A3. CYP109B1 has the ability to oxidize valencene (a sesquiterpene) to nootkatone Possesses potential glycosyltransferases that might be utilized for production of glycoside terpenoids. UDP‐glycosyltransferase (Yji) of B. subtilis was able to transfer glycosyl moiety to protopanaxadiol leading to unnatural ginsenoside |
Limited molecular engineering tools especially for dynamic range of protein expression and genomic engineering. Nevertheless, more tools are currently investigated | Kuzma et al.(1995); Gustafsson et al.(2004); Schallmey et al.(2004); Girhard et al.(2010); Liang et al.(2017); Popp et al.(2017) |
This review deals with the progress on engineering of B. subtilis as the microbial cell factory. Data on the basic knowledge of the biosynthesis pathway, especially related to bacteria or in particular B. subtilis are presented. Future perspectives based on the progress in synthetic biology and current cutting‐edge technology are also the focus of this review.
B. subtilis terpenoids producing ability
Bacillus subtilis is known for high emission of isoprene compared to other species of bacteria including E. coli (Kuzma et al.1995). Isoprene, a simple form of a terpenoid molecule (also known as hemiterpene), is hypothesized as one of the signal molecules indicating the carbon metabolism rate of individual bacterium (Sivy et al.2002). Isoprene might also be the channel for the bacterium to drain out the terpenoids building blocks after some excess metabolism, in order to prevent further toxicity caused by prenyl diphosphate precursors such as dimethylallyl diphosphate (DMADP), isopentenyl diphosphate (IDP) or farnesyl diphosphate (FDP) (Sivy et al.2011). Bacillus subtilis has an endogenous methylerythritol phosphate (MEP) pathway to produce terpenoid building blocks, IDP and DMADP (Fig. 1).
Figure 1.

Scheme of MEP pathway, glycolysis and TCA cycle in Bacillus subtilis 168. Pgi, glucose 6‐phosphate isomerase; PfkA, phosphofructokinase; FbaA, fructose 1,6‐bisphosphate aldolase; GapA, glyceraldehyde 3‐phosphate dehydrogenase; Pgk, phosphoglycerate kinase; Pgm, phosphoglycerate mutase; Eno, enolase; PykA, pyruvate kinase; PdhA, pyruvate dehydrogenase (E1 alpha subunit); PdhB, pyruvate dehydrogenase (E1 beta subunit); PdhC, pyruvate dehydrogenase (dihydrolipoamide acetyltransferase E2 subunit); PdhD, dihydrolipoamide dehydrogenase E3 subunit; PycA, pyruvate carboxylase; CitA, minor citrate synthase; CitZ, citrate synthase II; CitB, aconitase; Icd, isocitrate dehydrogenase; OdhA, 2‐Oxoglutarate dehydrogenase (E1 subunit); OdhB, 2‐Oxoglutarate dehydrogenase complex (dihydrolipoamide transsuccinylase, E2 subunit); PdhD, dihydrolipoamide dehydrogenase E3 subunit; SucC, succinyl‐CoA synthetase (beta subunit); SucD, succinyl‐CoA synthetase (alpha subunit); SdhA, succinate dehydrogenase (flavoprotein subunit); SdhB, succinate dehydrogenase; SdhC, succinate dehydrogenase (cytochrome b558 subunit); FumC, fumarase; Mdh, malate dehydrogenase; YhfS, hydroxymethylglutaryl CoA synthase; Dxs, 1‐deoxy‐d‐xylulose‐5‐phosphate synthase; IspC, 1‐deoxy‐d‐xylulose‐5‐phosphate reductoisomerase; IspD, 4‐diphosphocytidyl‐2‐C‐methyl‐d‐erythritol synthase; IspE, 4‐diphosphocytidyl‐2‐C‐methyl‐d‐erythritol kinase; IspF, 2C‐methyl‐d‐erythritol 2,4‐cyclodiphosphate synthase; IspG, 1‐hydroxy‐2‐methyl‐2‐(E)‐butenyl 4‐diphosphate synthase; IspH, 1‐hydroxy‐2‐methyl‐butenyl 4‐diphosphate reductase; Idi, isopentenyl pyrophosphate isomerase; IspA, garnesyl diphosphate synthase; Metabolite abbreviations: G6P, glucose‐6‐phosphate; F6P, fructose‐6‐phosphate; FBP, fructose 1,6‐bisphosphate; DHAP, dihydroxyacetone phosphate; G3P, glyceraldehyde‐3‐phosphate; G13P, glycerate 1,3‐diphosphate; 3‐PG, glycerate 3‐phosphate; 2‐PG, glycerate ‐2‐phosphate; PEP, phosphoenolpyruvate; DXP, 1‐deoxy‐d‐xylulose 5‐phosphate; MEP, 2‐C‐methyl‐d‐erythritol 4‐phosphate; CDP‐ME, 4‐(cytidine 5'‐diphospho)‐2‐C‐methyl‐d‐erythritol; CDP‐MEP, 2‐phospho‐4‐(cytidine 5'‐diphospho)‐2‐C‐methyl‐d‐erythritol; MEcDP, 2‐C‐methyl‐d‐erythritol 2,4‐cyclodiphosphate; HMBDP; 1‐hydroxy‐2‐methyl‐2‐butenyl 4‐diphosphate; IDP, isopentenyl diphosphate; DMADP, dimethylallyl diphosphate; GDP, geranyl diphosphate; FDP, farnesyl pyrophosphate; GGDP, geranylgeranyl pyrophosphate; HEPP, heptaprenyl diphosphate; UDPP, undecaprenyl diphosphate. [Colour figure can be viewed at wileyonlinelibrary.com]
As a Gram‐positive model bacterium, B. subtilis does not reflect the whole Gram‐positive terpenoid biosynthesis pathway. Gram‐positive cocci bacteria together with Lactobacillus own solely the mevalonate (MVA) pathway, while Listeria genera and a minor number of Actinobacteria such as Streptomyces own the MVA pathway as their secondary route in addition to MEP pathway (Lange et al.2000; Wilding et al.2000; Hedl et al.2002; Kuzuyama and Seto 2003; Campobasso et al.2004; Lombard and Moreira 2011; Heuston et al.2012). Meanwhile, most gram‐positive rod bacteria including B. subtilis possess the MEP pathway (Fig. 1) (Fall and Copley 2000; Wagner et al.2000).
The MEP pathway consists of eight enzymatic steps starting with the conjugation of pyruvate and glyceraldehyde 3‐phosphate (G3P) that eventually ends with DMADP and IDP as the universal precursors of terpenoids. Understanding the structure and biochemical properties of each enzyme and their respective reaction mechanisms would be ideal for performing further optimizations. Up until now, only three enzymes of B. subtilis MEP pathway have been structurally elucidated. Nevertheless, crystal structures of MEP pathway enzymes from other related micro‐organisms can be used as models in engineering B. subtilis enzymes.
First step of the MEP pathway: Linking the Terpenoid and central carbon pathway
A functional study on the MEP pathway revealed that step 1 and 2 of MEP pathway are critical and that a reduction in gene expression of both constitutes enzymes which hampered the growth of the bacterium (Julsing et al.2007). Improvement of terpenoid production via MEP pathway usually starts with the overexpression of these two enzymes (Xue and Ahring 2011; Zhou et al.2013; Xue et al.2015). Hence, investigations on the enzyme structures and mechanisms of the reactions would be beneficial for improving the overall terpenoid production.
Dxs is responsible for the first step of the MEP pathway, the formation of 1‐deoxy‐d‐xylulose 5‐phosphate (DXP) from pyruvate and G3P. DXP is not only precursor for subsequent MEP pathway reaction but also for thiamine (vitamin B1) and pyridoxol (vitamin B6) biosynthesis (Hill et al.1989; Wagner et al.2000; Hazra et al.2009). Several studies indicate that formation of DXP is the limiting step of the MEP pathway (Julsing et al.2007; Zhao et al.2011; Banerjee et al.2013; Hess et al.2013; Banerjee and Sharkey 2014; Kudoh et al.2017). Suppression of the gene impaired the growth of the bacterium shown by its small colony and reduced isoprene emission and full suppression of the gene led to lethality (Julsing et al.2007). Meanwhile overexpression of the gene increased the isoprene emission (Hess et al.2013).
Dxs requires the presence of thiamine diphosphate (ThDP) as the cofactor. The requirement of ThDP is one of the properties shared by the transketolase group of enzymes including transketolases, the tricarboxylic acid (TCA) cycle and pentose phosphate pathway. Other enzymes which require ThDP include pyruvate decarboxylase that breaks down pyruvate forming acetaldehyde, pyruvate dehydrogenase and α‐ketoglutarate dehydrogenase of Kreb’s cycle (Xiang et al.2007; Kowalska and Kozik 2008). ThDP assists the binding of pyruvate in the active site of the enzyme by forming C2α‐lactylThDP (LThDP) (Patel et al.2012). LThDP bears a carbanion that is ready to contact with G3P. Upon G3P attachment, the 2‐hydroxyethyl moiety of pyruvate will ligate to the molecule and eventually lead to DXP formation accompanied by the release of CO2 (Patel et al.2012).
Negative feedback imposed by IDP and DMADP is natural to Dxs and exists across species. Nevertheless, a study comparing several different Dxs enzymes found that B. subtilis Dxs is more resistant to feedback inhibition compared to E. coli and other bacteria (Kudoh et al.2017). Bacillus subtilis Dxs is also considered to be more resistant to proteases as compared to Dxs from E. coli, Paracoccus aminophilus and Rhodobacter capsulatus.
2‐C‐methyl erythritol 4‐phosphate (MEP) production mediates forward reactions in MEP pathway
The second step of the MEP pathway involves the reduction and isomerization of DXP to produce MEP. It is speculated to involve two putative steps of a reaction catalyzed by 1‐deoxy‐d‐xylulose 5‐phosphate reductoisomerase (DXR), also known as IspC in microbes.
Dxr requires a divalent cation of Mg2+, Mn2+ or Co2+ and NADPH as cofactors. Mechanistic studies on Dxr suggested that divalent cation and NADPH should occupy their binding sites prior to the attachment of DXP. It is also showed that MEP could undergo the reverse reaction with the help of NADP+ resulting in DXP. However, this reverse reaction occurs at a very low rate and is limited by the presence of NADPH (Hoeffler et al.2002). Thus, the availability of NADPH ensures the forward reaction of DXP towards MEP.
The expression of both B. subtilis enzymes in E. coli led to more than twofold higher production of isoprene compared to E. coli strain overexpressing its own endogenous enzymes (Zhao et al.2011). While there is no available 3D structure of B. subtilis Dxr, other related micro‐organisms can be referred to for predicting the amino acid sequences involved in enzyme–substrate dynamic interaction.
B. subtilis IspD facilitates efficient cytidyl transfer to MEP
In the following step, MEP obtains the additional cytidine monophosphate (CMP) moiety resulting in 4‐diphosphocytidyl‐2‐C‐methyl‐d‐erythritol (CDP‐ME) with the help of 4‐diphosphocytidyl‐2‐C‐methylerythritol synthase (CMS/IspD). The reaction requires cytidine triphosphate (CTP) as the donor of CMP, with a conjunct loss of pyrophosphate molecules.
IspD is in homodimeric conformation with each monomer containing up to 10 β sheets mostly in parallel configuration (Richard et al.2001). The enzyme possesses three loops that participate in binding and activity namely P‐loop, L1‐loop and L2‐loop. Hydrogen bonds among the amino acid residues inside the pocket play a role in the conformational change of the loop. In its inactive state, the loop is open and has more surface contact with the solvent. Upon the CTP‐Mg2+ binding, the pocket becomes narrower and there is less contact with the solvent. Bacillus subtilis IspD has narrower surface in contact with solvent compared to the E. coli version. This presumably has impact on the lower K M of B. subtilis enzyme that eventually led to higher catalytic efficiency, that is, up to two folds of E. coli IspD (Jin et al.2016). The competition and interaction between solvent and CTP towards the pocket residues by hydrogen bond seems to be the primary cause. With more hydrogen bonds, the transition state would be more stable and readier for nucleophilic attack of MEP phosphate. With a higher catalytic efficiency, utilizing B. subtilis IspD would give extra flux on MEP pathway than in E. coli.
IspE and IspF catalyze the formation of MECDP, acting as intermediates in the MEP pathway as well as oxidative‐stress response in bacteria
IspE is responsible for phosphate group addition to CDP‐ME molecule, generating 4‐diphosphocytidyl‐2‐C‐methyl‐d‐erythritol 2‐phosphate (CDP‐ME2P). IspE consists of two domains, ATP binding domain and substrate (CDP‐ME) binding domain (Kalinowska‐Tłuścik et al.2010). Volke et al. estimated that the amount of IspE is considered as the second highest amount of MEP enzymes, after IspH, in E. coli with a total maximum reaction rate up to 2·1 × 105 molecules per min per cell (Volke et al.2019). In contrast, Dxs, IspF and IspG are estimated to have maximum reaction rate up to 16 × 103, 6·66 × 103 and 4·83 × 103 molecules per min per cell respectively. Those three enzymes are considered as MEP pathway enzymes with low turnover numbers per cell. Hence compared to those three enzymes, IspE might not be considered as the limiting step of MEP pathway.
The subsequent reaction involves the cleavage of the cytidyl moiety and cyclization of CDP‐ME2P resulting in methyl erythritol cyclic diphosphate (MEcDP) catalyzed by IspF (Banerjee and Sharkey 2014). Hydrogen peroxide addition (up to 0·02%) into B. subtilis medium increased the isoprene emission up to twofolds (Xue and Ahring 2011; Hess et al.2013). It is suggested that MEcDP is involved in DNA stabilization upon the exposure to oxidative stress by preventing the peroxide formation (Artsatbanov et al.2012).
IspF presents in a homotrimer forming three active pockets with each situated at the interface of two vicinal monomers (Liu et al.2018). Compared to E. coli, B. subtilis IspF has a smaller solvent accessible surface that might influence the catalytic activity, but both possess hydrophobic cavity that is speculated to play a role in the binding of the inhibitor ligands (Bitok and Meyers 2012; Liu et al.2018). It is interesting to note that an in vitro study of E. coli IspF showed the stable complex formation between the enzyme and MEP, the product of Dxr/ IspC. The complex stabilized the enzyme activity and improved the catalytic efficiency by up to 4·8 times compared to IspF alone (Bitok and Meyers 2012). It is speculated that the improvement was facilitated by the higher affinity of the substrate, CDP‐MEP towards IspF. However, in contrast to IspF, IspF‐MEP complex is negatively affected by FDP and other prenyl diphosphate including DMADP and IDP. This might hold a regulatory mechanism to feedforward the MEP pathway but at the same time prevent the cell toxicity due to the prenyl phosphate build‐up. In another side, this fact is insightful in an effort to increase the MEP pathway flux. Increasing the supply of MEP would produce a domino effect by increasing the activity of IspF that ends up with higher supply of terpenoid precursor of IDP and DMADP. In addition, FDP should be utilized efficiently by the downstream pathway of terpenoid in order to prevent the feedback inhibition of FDP to IspF–MEP–CDP–MEP complex.
The last two steps of MEP pathway involve reductive reactions
The last two steps of MEP pathway are reductive reactions. MEcDP conversion to 4‐hydroxy‐3‐ methylbut‐2‐enyl‐diphosphate (HMBDP) requires the cleavage of C‐O bond between the phosphate and C2 of the substrate. Meanwhile the last step of MEP pathway converts HMBDP to either IDP or DMADP by dehydroxylation and isomerization steps. In E. coli, both steps of MEP pathway require NADPH as the cofactor and flavodoxin/flavodoxin reductase (Wolff et al.2003; Gräwert et al.2004; Puan et al.2005). Mutation on fldA (encoding flavodoxin I) of E. coli decreased the HMBDP level dramatically, signifying the role of flavodoxin in the pathway. Bacillus subtilis owns two flavodoxins encoded by ykuN and ykuP and a ferredoxin (fer) in its genome (Lawson et al.2004; Girhard et al.2010). It also has ferredoxin (flavodoxin) reductase (yumC) (Seo et al.2004). However, the involvement of both flavodoxins or ferredoxin and their reductases in B. subtilis MEP pathway is still to be explored.
IspG and IspH are Fe‐S cluster containing enzymes, both of them are susceptible to reactive oxygen species and reactive nitrogen species. IspG forms homodimer, and each contains two domains (N and C domain) connected by a short linker of arginines (Lee et al.2010). The N domain of the enzyme contains the catalytic active site, while the C domain is responsible for Fe‐S cluster coordination. The reaction occurs at the interface of N domain from one monomer with the C domain from the other monomer (Liu et al.2012). The Fe‐S cluster is coordinated by three Cys and a Glu of the C domain and situated at the interface of both domains.
IspH is suspected to have promiscuous activities. In addition to having activity towards HMBDP, IspH isolated from alkaliphilic Bacillus sp. N16‐5 evidently possessed the isoprene and isoamylene synthase activity. Isoprene is generated from HMBDP, while two isoamylenes are directed from DMADP and IDP (Ge et al.2016). Yet, whether this activity is also found in B. subtilis 168 IspH still requires more exploration. In another in vitro study, IspH of E. coli was found to have acetylene hydratase activity catalyzing the conversion of acetylene into aldehyde or ketone (Span et al.2012). Nevertheless, this reaction took place on the oxidized IspH, underestimating its significance in the cytosol of the bacteria. The occurrence of these promiscuous events would underscore the divergence of MEP flux through IspH and its inhibition would lead to more IDP and DMADP.
Isopentenyl diphosphate isomerase (Idi) balances the IDP and DMADP content
Methylerythritol phosphate pathway of E. coli is able to generate IDP and DMADP simultaneously approximately in a ratio of 1 : 5 (DMADP to IDP) (Rohdich et al.2002; Volke et al.2019). In contrast, the MVA pathway can only provide IDP from the decarboxylation of mevalonate diphosphate (the last step of the pathway) and therefore strictly requires Idi to provide DMADP (Dewick 2002). In E. coli, the transcript number of endogenous Idi is noticeably low and this might be due to its nonessential role under natural circumstance (Hahn et al.1999; Volke et al.2019). A study on conditional knock‐out of Idi also revealed its nonessentiality to B. subtilis growth (Julsing et al.2007).
In contrast to E. coli that possesses type I Idi, B. subtilis owns type II Idi which is phylogenetically closer to Gram‐positive bacteria that possess MVA instead of MEP pathway (Steinbacher et al.2003; Laupitz et al.2004). While type I Idi requires only divalent cations as the cofactor, type II Idi requires FMN and NADPH under aerobic conditions. It is also interesting to note that type II Idi has an l‐lactate dehydrogenase activity.
Dimethylallyl diphosphate constitutes only the head part of prenyl diphosphate, while IDP would be required for the addition of allyl group in prenyl diphosphate elongation/ condensation. Hence the longer the prenyl precursor of a certain terpenoid is, the lower DMADP/IDP ratio would be required. As an illustration, to generate one molecule of FDP as precursor of sesquiterpenes, it requires one1 molecule of DMADP and two molecules of IDP, while GDP (the precursor of monoterpenes) requires an equal mol of DMADP and IDP. Thus, the balance between IDP and DMADP of MEP pathway would be more significant for producing small terpenoids such as isoprene or monoterpenes than for large terpenoids such as carotenoids.
IDP or DMADP can undergo further rearrangements through dephosphorylation yielding hemiterpene (C5 terpenoid) like isoprene. In addition to isoprene, B. subtilis is also able to produce isopentenol and dimethyl allyl alcohol, the alcohol derivative of IDP and DMADP respectively. Generation of isopentenol or prenyl alcohol involves a specific DMADP/IDP phosphatase. NudF and YhfR, the two phosphatases of B. subtilis that belong to ADP‐ribose phosphatase superfamily, are responsible for the dephosphorylation of DMADP and IDP (Withers et al.2007; Li et al.2018).
Isomerization and condensation of terpenoid precursors
Prenyl transferases catalyze the condensation reaction of IDP and DMADP resulting in GDP (monoterpene substrate, C10), FDP (sesquiterpenes substrate, C15), GGDP (diterpenes substrate, C20) or higher prenyl substrates such as heptaprenyl diphosphate (C35 terpene) or undecaprenyl diphosphate (C55 terpene). ispA gene of B. subtilis encodes FDP synthase, an enzyme for conjugation of two IDP and single DMADP molecules producing FDP. Some terpenoids are important for B. subtilis physiology and metabolism, for example, ubiquinone (important for electron transport), farnesol (an alcohol derivative of FDP important for the formation of biofilm), sporulene (a C35 terpene acting as antioxidant during the sporulation) (Bosak et al.2008; Kontnik et al.2008) and undecaprenyl diphosphate (a C55 terpene involves in cell wall biogenesis) (Noike et al.2008; Kingston et al.2014; Zhao et al.2016). Accumulation or depletion of essential endogenous terpenoid could be harmful for the bacterium. High formation of some prenyl diphosphates (IDP, DMADP and FDP) has been known to cause cellular toxicity (Martin et al.2001; Sivy et al.2011). Depletion of farnesol by knockout yisP prevents the bacterium to generate biofilms (Feng et al.2014). Meanwhile, overexpression of hepT and hepS to increase heptaprenyl diphosphate production could disrupt the cell wall biogenesis (Kingston et al.2014; Zhao et al.2016). Therefore, improvement on the production of terpenoids of economic importance should also consider the flux towards those essential endogenous terpenes.
Metabolic engineering of B. subtilis for terpenoid cell factory
Well known for its capability to emit high amounts of isoprene, B. subtilis was expected to be a superior microbial platform for terpenoid production. Though the fact that developing B. subtilis is lagging behind compared to E. coli and S. cerevisiae due to late development of its molecular tools, recent studies on B. subtilis show very promising results to develop it into terpenoid cell factories (summarized in Table 2). Production of isoprene, carotenoids, amorphadiene, taxadiene and menaquinone‑7 (MK‐7) with various bioactivities have been explored and boosted in B. subtilis.
Table 2.
Production of terpenoids by engineered Bacillus subtilis
| Terpenoids | Classification | Strategy | Culture conditions | Titre/yield | Reference |
|---|---|---|---|---|---|
| Isoprene | Hemeterpenoids (C5) | Dxs was overexpressed | Shake‐flask fermentation | – | Xue and Ahring, (2011) |
| Isoprene synthase (kIspS) gene overexpression | Shake‐flask fermentation | 1434·3 μg l−1 | Gomaa et al.(2017) | ||
| Amorphadiene | Sesquterpenoids (C15) | Amorphadiene synthase was fused with six arginine tag at N‐terminus, dxs and idi were overexpressed | Shake‐flask fermentation | 20 mg l−1 | Zhou et al.(2013) |
| Taxadiene | Diterpenoids (C20) | Geranylgeranyl diphosphate synthase (crtE) was overexpressed, all MEP pathway enzymes and ispA were overexpressed | Shake‐flask fermentation | 17·8 mg l−1 | Abdallah et al.(2019) |
| 4,4′‐diapolycopene and 4,4′‐diaponeurosporene | Triterpenoids (C30) | crtMN was overexpressed in high‐copy number plasmid, all MEP pathway enzymes and ispA were overexpressed | Shake‐flask fermentation | 10·65 mg g−1 | Yoshida et al.(2009); Xue et al.(2015); Abdallah et al.(2020) |
| Squalene | Triterpenoids (C30) | Dxs, ispD, ispF, ispH and ispA overexpressed in high‐copy number plasmid | Shake‐flask fermentation | 7·5 mg l−1 | Song et al.(2020) |
| Menaquinone‐7 | Terpenoid‐quinones (C35) | Overexpression of menA, dxs, dxr, yacM‐yacN, glpD and deletion of dhbB | 2 l bioreactor fed‐batch fermentation | 69·5 mg l−1 | Yang et al.(2019) |
| Overexpression of menA‐dxs‐dxr‐idi | Shake‐flask fermentation | 50 mg l−1 | Ma et al.(2019) | ||
| Fine‐tuned expression of different modules by applying Phr60‐Rap60‐Spo0A quorum‐sensing molecular switch |
Shake‐flask fermentation 15 l bioreactor fed‐batch fermentation |
9–360 mg l−1 200 mg l−1 |
Cui et al.(2019) |
Carotenoids
Carotenoids are being widely used in food, pharmaceutical and health protection industries. Early metabolic engineering on B. subtilis utilized two genes from Staphylococcus aureus (crtM and crtN) involved in the biosynthesis of C30 carotenoids especially 4,4′‐diapolycopene and 4,4′‐diaponeurosporene (Yoshida et al.2009). Relying only on the endogenous MEP pathway with a constitutive promoter regulating the expression of crtM and crtN, engineered B. subtilis could produce C30 carotenoids that lead to a higher resistance to oxidative stress exemplified with H2O2 (Yoshida et al.2009). However, there was no report on the quantity of the carotenoid product. Later work on engineering B. subtilis was directed at higher isoprene production and at the same time focusing on the most influential gene of the endogenous MEP pathway. Overexpression of dxs, but not dxr, leveraged isoprene emission of B. subtilis especially at the early and middle logarithmic phase (Xue and Ahring 2011). Meanwhile, modification of the medium by adding more salt, hydrogen peroxide and also heating up to 40°C increased the release of isoprene.
To further improve terpenoid production, overexpression of multiple MEP pathway genes was found to increase C30 terpenoid production in B. subtilis (Xue et al.2015). Xue et al.(2015) cloned MEP pathway genes step by step into two different constructs resulting in two strains of B. subtilis with each operon consisting of four enzymes of the MEP pathway, that is, SDFH subset for dxs‐ispD‐ispF‐ispH operon and CEGA subset for ispC/dxr‐ispE‐ispG‐ispA operon. As the read out, Xue et al utilized crtM and crtN genes encoding two enzymes involved in C30 carotenoid production. It is quite surprising that the strains with upregulation of dxr/ispC could produce high level of C30 carotenoid comparable to, if not better to strains overexpressing dxs. Eventually, the two strains with two different subsets of artificial operon as mentioned above could and can produce C30 carotenoid at more than 15‐fold increase (910 mg g−1 dcw) compared to B. subtilis carrying only the genes for carotenoid production (0·6 mg g−1 dcw). Interestingly, in another experiment, overexpression of dxr alone did not bring improvement to the isoprene production (Xue and Ahring 2011). These results can be explained by the high flux into the carotenoid pathway resulting in actual low levels of DMADP or IDP preventing negative feedback. In our recent result, upregulating the whole MEP pathway has further thrived the carotenoid production by up to around 20 mg g−1 dcw (Abdallah et al.2020), which was twofold higher compared to our previous result with only four enzymes of MEP pathway being upregulated.
Amorphadiene
Artemisinin is a sesquiterpene lactone which is by far the most effective antimalarial drug. Converting the precursor amorphadiene produced by microbes through chemical methods to artemisinin is considered to be more attractive than directly extracting from its host plants. Researchers have tried to construct the amorphadiene biosynthesis pathway in B. subtilis. Co‐expression of amorphadiene synthase (ADS) with dxs and idi, yields around 20 mg l−1 of amorphadiene in flask scale (Zhou et al.2013). Dxs performs the first enzymatic step of MEP pathway that considered the determinants of the pathway (Volke et al.2019). Meanwhile, Idi acts as an IDP isomerase converting IDP to DMADP or vice versa. In MVA pathway, Idi is essential as the final step of the pathway only produces IDP from decarboxylation of diphosphomevalonate. Hence, Idi is very critical in balancing the high flux of IDP generated by the MVA pathway. In contrast, the MEP pathway inherently produces both terpenoid precursors in parallel and therefore Idi overexpression probably is not essential. The high expression of ADS is mandatory in order to maximize the utilization of prenyl precursors. With respect to the negative feedback from prenyl precursors IDP, DMADP, GDP or FDP to Dxs, a high flux of the MEP pathway gives no benefit unless the downstream part of the pathway can utilize the provided precursors efficiently (Banerjee et al.2013). Improving ADS translation by modifying the N‐terminus of the protein proved to increase the amorphadiene production by up to 2·5‐fold (Zhou et al.2013). It is also interesting to note that a high flux of prenyl precursors, such as FDP, might be toxic to the cells implying the importance of higher expression of active terpene synthases (Martin et al.2003; Sivy et al.2011). N‐terminal fusion of green fluorescent protein to ADS significantly improved the expression of ADS and led to better production of amorphadiene. Providing more supply of precursors by additional expression of IspA and whole MEP pathway improved the production by up to 42·5 mg l−1. With medium modification by additional pyruvate and K2HPO4, our recent result shows very promising capacity of B. subtilis to produce this antimalarial artemisinin precursor (416 mg l−1) (in submission).
Taxadiene
Taxadiene is the critical precursor of the well‐known anticancer drug paclitaxel (Taxol®). Functional production of taxadiene in B. subtilis was attained by combining the heterologous expression of taxadiene synthase (TXS) in combination with the regulated overexpression of the full MEP pathway including ispA, the FDP synthase encoding gene. Overexpession of B. subtilis ispA did not lead to the production of taxadiene, suggesting that IspA does not act as the geranyl geranyl diphosphate synthase. Co‐expression of crtE (the GGDPS encoding gene of Pantoea ananatis) together with the synthetic operon of MEP pathway and TXS resulted in 17·8 mg l−1 of taxadiene in B. subtilis (Abdallah et al.2019). This surpasses the result achieved in yeast (8·7 mg l−1) (Engels et al.2008). Higher amounts of taxadiene were achieved by fine tuning the expression of MEP pathway in E. coli leading to 1 g l−1 of the product in fed‐batch fermentation (Ajikumar et al.2010). Taking this result as an inspiration, further improvement on B. subtilis taxadiene production capability might involve fine tuning the MEP pathway genes through different strengths of promoters or ribosome binding sites (RBS).
Menaquinone‑7
MK‐7, belonging to terpenoid‐quinones, is the major vitamin K2 compound, being extensively applied for promoting bone growth and cardiovascular health. Previously, many B. subtilis natto strains have been screened and mutated to produce MK‐7 by traditional fermentation without genetic modification (Mahdinia et al.2018). Recently, B. subtilis 168 was employed as chassis cells to produce and increase biosynthesis of MK‐7 by modular pathway engineering (Yang et al.2019). Four endogenous modular pathways (MK‐7 pathway, shikimate pathway, MEP pathway and glycerol metabolism pathway) are related to the biosynthesis of MK‐7, and parent strain could produce 3·1 mg l−1 MK‐7. When menA (MK‐7 pathway) were overexpressed under promoter Plaps, 2·1‐fold MK‐7 yield compared to the starting strain could be obtained. Also, simultaneous overexpression of four MEP pathway genes (dxs, dxr/ispC, yacM/ispD and yacN/ispF) together with menA led to 12·0 mg l−1 of MK‐7. With a further enhancement of the glycerol metabolism by overexpressing glpD and decreasing the intermediate metabolite consumption by dhbB knockout, the final production of MK‐7 significantly increased to 69·5 mg l−1 after 144 h of fermentation.
Interestingly, the integration sites for overexpression of MEP pathway genes also affect the final production of MK‐7. Based on Bacillus minimum genome, Yang et al inserted menA, dxs and dxr into three different loci: yxlA, yjoB and ydeO, respectively (Yang et al.2019). However, when menA‐dxs‐dxr‐idi were placed at the amyE locus of B. subtilis as an operon under IPTG‐inducible promoter Pspac, the final titre of MK‐7 significantly increased to 50 mg l−1 without further optimization (Ma et al.2019). Their results also indicated that overexpression of idi was beneficial in the presence of menA, dxs and dxr. To further improve the production of MK‐7, dynamically balanced cell growth and target compound synthesis is necessary. Cui et al.(2019) constructed the Phr60‐Rap60‐Spo0A quorum‐sensing molecular switch, which could dynamically upregulate and downregulate the expression level of related pathways without adding any inducers. Thus, the MK‐7 production level increased from 9 to 360 mg l−1 in B. subtilis, which is by far the highest production level reported at flask incubation level.
Current genetic engineering tools and promising strategies to improve terpenoid production in B. subtilis
Current engineering on B. subtilis for terpenoid cell factory still relies on the limited number of replicative plasmids as vector. Replicative plasmids are easier to handle and possess higher flexibility for expression manipulation. Based on replication mode, there are two types of plasmids, rolling circle replicating and theta replicating plasmids. Majority of B. subtilis plasmids, especially for high copy number plasmids, belong to rolling circle plasmids. However, rolling circle plasmids suffer from instability, especially those with more than 10 kilo base pairs of inserts. Theta replication plasmids offer more stability than rolling circle plasmids, but natural theta plasmids of B. subtilis are quite rare and mostly have large sizes (more than 50 kbps) (Meijer et al.1998). Nonetheless, several theta replication plasmids are currently available with different origins of replication allowing them to be combined (Nguyen et al.2005; Popp et al.2017).
In contrast to laboratory scale, fermentation at industry requires highly stable microbial strains. Integrative plasmids would be more acceptable as the gene would be integrated to the bacteria chromosome. Currently there is a bacillus tool box providing different types of promoters, RBSs and integrative plasmids for B. subtilis (Radeck et al.2013). Engineering on RBSs and constitutive promoters of B. subtilis has made it possible to tune protein expression by five orders of gradients (Guiziou et al.2016; Castillo‐Hair et al.2019). At genomic level, various manipulation tools for replacing or eliminating genes are also available (Wang et al.2012; Dong and Zhang 2014; Toymentseva and Altenbuchner 2019). Current CRISPR/Cas9 toolkit for B. subtilis has high efficiency and precision (Toymentseva and Altenbuchner 2019). Toxin–antitoxin system consisting of EndoA‐EndoB has been employed for protein expression in B. subtilis without the need of antibiotics as selective agents (Yang et al.2016). These might serve as beneficial tools either for nonnative gene insertion or fine‐tuning expression of particular genes of B. subtilis.
Another requirement on optimum expression of nonnative protein is codon optimization. B. subtilis owns three different classes of genes based on the codon preference. Class I with weak preference constitutes mainly genes involved in the intermediary metabolism, meanwhile class II has a very strong preference and constitutes genes responsible for exponential growth of the bacterium (Moszer et al.1999). Class III has its different properties with A+U rich codon preference that mostly belong to horizontally transferred gene (Moszer et al.1999). Nonetheless, compared to E. coli, B. subtilis has less bias on codon usage (Shields and Sharp 1987). This implies that codon optimization might have less relevant benefits for heterologous protein expression in B. subtilis.
As mentioned in previous section, B. subtilis could emit high amount of isoprene. With current genetic tools, there are more options in modulating terpenoid pathway at the genetic level. Flux improvement of the pathway evidently improved the production of several valuable terpenoids in B. subtilis including amorphadiene, carotenoids, taxadiene and menaquinones.
Protein engineering
Further efforts to increase terpenoid production might also involve protein engineering. Upregulating the expression of an enzyme or a pathway costs high energy for the cell replication, transcription and translation of particular proteins (Lynch and Marinov 2015). This high energy cost could be reduced by trade‐off between the expression level and enzyme catalytic activity. In addition, protein engineering could also be a tool to eliminate certain inhibition events by substrates or products or to eliminate unwanted side products (Hult and Berglund 2007).
Currently, there is still a small effort in protein engineering of the MEP pathway enzymes. Dxs for example has been a subject of site directed mutagenesis for alleviating the negative feedback inhibition of IDP/ DMADP. Mutation at A147G/A352G of P. trichocarpa Dxs which involves in the binding of IDP, reduced IDP binding affinity slightly (Banerjee et al.2016). However, it came with cost of higher K M of ThDP and pyruvate that overall decreased the catalytic efficiency of the enzyme about 15 times compared to the wild type (Banerjee et al.2016). Bacillus subtilis Dxs has been found to be more resistant to negative feedback of IDP/ DMADP but it has higher K M compared to Dxs of E. coli (five times higher for G3P and three times higher for pyruvate) (Kudoh et al.2017). Yet, expression of B. subtilis Dxs in E. coli produced higher amount of isoprene compared to Dxs of other micro‐organisms including E. coli counterpart after 24 h of incubation. The mechanism of B. subtilis Dxs resistant to negative feedback is still elusive since the binding site of ThDP is generally homologous. Apart from unsuccessful effort on engineering negative feedback‐resistant Dxs, single amino acid mutation on Dxs of E. coli and D. radiodurans has been found to increase their catalytic activities. Mutation on Y392F of E. coli Dxs increased the relative catalytic activity by more than 2·5‐fold compared to the WT (Xiang et al.2007). It is suggested that Y392 indirectly involves in the binding of G3P and with the alteration to Phe gave more optimum space for G3P to interact with ThDP.
As mentioned earlier, IspF (in addition to Dxs and IspG) is considered as MEP pathway enzymes with low maximum reaction rate per cell in E. coli (Volke et al.2019). In vitro experiment showed that IspF is subject to both positive and negative feedbacks by MEP (the second intermediate product of MEP pathway) and FDP respectively (Bitok and Meyers 2012). It comes as the effect of inhibition of the MEP‐IspF complex which helps the enzyme to bind to CDP–MEP as the substrate. Engineering IspF with FDP resistant property would be another way to enhance the MEP pathway capacity.
Not only to MEP pathway, protein engineering could also be applied to terpene synthases. Site directed mutagenesis to improve catalytic activity has been performed on ADS, and levopimaradiene synthase (LPS), the enzyme responsible for generating a diterpene precursor of ginkgolides. Escherichia coli expressing M593I mutant of LPS increased the overall productivity up to 3·7‐fold compared to the bacterium with WT LPS (Leonard et al.2010). Meanwhile, double mutant variant (M593I/Y700F) showed productivity of 10 fold higher than WT with no production of abietadiene as one of the side products of LPS. One of the characteristics of terpene synthase is its promiscuity that causes the enzyme to produce multitude minor products. Promiscuity would direct the flux not only to the major product but also to minor products which causes the inefficiency. This could also hamper the subsequent purification of the products with quite close physicochemical properties. Another example is the double mutant of ADS (T399S/H448A) that was evidently four times more efficient than the WT though with a slightly higher K M to FDP (Abdallah et al.2018). Overall productivity showed that E. coli expressing double mutant ADS produced amorphadiene three times higher than WT after 24 h of incubation. At the end, combining the highly active terpene synthase with upregulated isoprenoid precursor pathway (either MVA or MEP pathway) would be a potential approach on optimizing bacterial terpenoid cell factory, including B. subtilis. However, the structural elucidation or modelling of the specific enzymes would be necessary.
Downstream of the terpenoid pathway often involves hydroxylation or oxidation in general, and requires the involvement of specific monoxygenease P450s. Paclitaxel (Taxol®) requires eight specific P450s for specific oxygenation steps (Biggs et al.2016). Meanwhile amorphadiene conversion to dihydroartemisinic acid, a close precursor of artemisinin, involves a specific CYP450 called CYP71AV1 of Artemisia annua (Covello 2008). Eukaryotic expression of CYP450s in bacteria is often problematic as they are generally membrane bound proteins. In fact, this problem is hampering the use of bacterial terpenoid cell factory for further steps of terpenoid production. Several microbial cytochromes have been known for their capability on hydroxylation of terpenes. CYP109B1 of B. subtilis, for example, has the ability to oxidize valencene to nootkatone (a sequiterpene with grape fruit fragrance) (Girhard et al.2009, 2010). CYP102A1 of Bacillus megaterium (aka. P450BM3) has been known as one of the most versatile bacterial cytochromes (Whitehouse et al.2012). CYP102A1 has been extensively engineered including for amorphadiene oxidation. Tetramutant variant of P450BM3 was able to convert amorphadiene to amorphadiene epoxide up to 250 mg l−1 in E. coli (Dietrich et al.2009). This amorphadiene epoxide then underwent four chemical synthesis steps to yield dihydroartemisinic acid as the closest precursor of artemisinin. Up until now, cytochrome‐mediated steps of terpenoid biosynthesis is still one of the challenges in using bacteria as the platform. More exploration on bacterial cytochromes capable on terpene functionalization would definitely facilitate the advancement on engineering and utilization of bacterial terpenoid cell factory including B. subtilis.
Heterologous MVA pathway
The MVA heterologous pathway expression might also be considered when performing metabolic engineering of B. subtilis as a metabolite cell factory. MVA pathway has been known long before the MEP pathway and was discovered almost three decades ago. Both eukaryotic and prokaryotic organisms can be the genetic sources of a heterologous MVA pathway. Several prokaryotes, as has been described at the beginning of the chapter, depend on MVA‐ rather than MEP‐ pathway for the production of terpenoid precursors. Heterologous MVA pathway might offer a less strict regulation at genetic levels as well as possible allosteric interactions with the existing cellular pathways. Still, some issues regarding the interconnectedness between its metabolites especially at the pathway upstream to the central carbon metabolism should not be underestimated. Notwithstanding, the pathway has been successfully expressed in E. coli to produce amorphadiene by up to 700 mg l−1 in flask scale after 48 h of incubation and 29 g l−1 (100 h of incubation) in fed batch fermentation after adjustments of metabolites flux (Tsuruta et al.2009; Ma et al.2011).
Cofactor regenerating system
One of the important strategies in pathway optimization is cofactor supply. Both MEP and MVA pathway require NADPH as the electron carriers involved in reductive reactions. The cofactor is also required in redox reactions facilitated by CYP450s in many terpene functionalization. NADPH is involved in most of the anabolic cellular reactions and thus competition would be present whenever the terpenoid pathway flux is pushed. Thus, regeneration system to sustain NADPH supply is required. Many NADPH regenerating modules have been employed to support high titre metabolite production. Upregulating the expression of zwf encoding glucose‐6‐phosphate dehydrogenase has been utilized in the Bacillus genus such as for riboflavin (Duan et al.2010; Wang et al.2011), poly‐γ‐glutamic acid production (Cai et al.2017) and bacitracin (Zhu et al.2019). However, upregulating pentose phosphate pathway would split the glucose utilization which will decrease ATP and/or acetyl‐coA production. Other approaches include expression of heterologous NADH kinase (POS5) of S. cerevisiae to phosphorylate NADH (Lee et al.2013a, 2013b) and replacement of the native NAD+‐dependent glyceraldehyde 3‐phosphate by NADP+‐dependent dehydrogenase (GAPDH) facilitated by GapC of Clostridium acetobutylicum (Martínez et al.2008; Lee et al.2013b) or GapB of B. subtilis (Wang et al.2013). gapA substitution to gapC significantly increased lycopene and caprolactone production in E. coli but lower metabolite flux to pentose phosphate pathway. Upregulation of pos5 and zwf significantly improved lycopene production in S. cerevisiae (Zhao et al.2015). However, in other experiments to promote production of protopanaxadiol, precursor of ginsenoside, in baker yeast, pos5 overexpression resulted in decreased cell growth and eventually lower production of the compound (Kim et al.2018). Kim et al improved protopanaxadiol production in S. cerevisiae with more global approaches, by deleting zwf, replacing ald2 encoding NAD+‐dependent acetaldehyde dehydrogenase with NADP+‐dependent isoform ald6, and replacing gdh1, encoding NADPH‐dependent glutamate dehydrogenase with NADH‐dependent isoform gdh2 (Kim et al.2018). zwf overexpression though supplies more NADPH, also decreased the production of protopanaxadiol as the competition for pentose phosphate with glycolysis pathway.
NADPH involvement in anabolic pathway renders stricter regulation than NADH (Grabowska and Chelstowska 2003; Kim et al.2018). Hence, replacing the NADPH‐dependent HMGR by NADH‐dependent counterpart would compromise the trickiness in cofactor regeneration. Ma et al. exploited HMGR of D. acidovorans in which the organism is consuming NADH instead of NADPH in combination with overexpression of formate dehydrogenase (FDH) of Candida boidinii. Formate supplementation into the medium considerably increased amorphadiene production (Ma et al.2011). Meanwhile, Meadows et al.(2016) replaced yeast HMGR with NADH‐dependent HMGR of Silicibacter pomeroyi together with higher supply of acetyl‐coA, and enabled S. cerevisiae to produce up to 130 g l−1 farnesene in bioreactor scale.
Further strategies and conclusion
Bacillus subtilis has become a potential microbial platform for high production of valuable terpenoids. Some inherent tools of B. subtilis such as many potential CYP450s and glycosyltransferases would accentuate further utilization of the bacterium for diverse terpenoids. Current development on molecular tools of B. subtilis provides stepping stones for more comprehensive measurements and engineering. One of the critical steps is to understand well the characteristics of each enzyme in the biosynthetic pathway and their complicated regulations. With limited information of steady state kinetic parameters of each enzyme of its endogenous terpenoid pathway, currently available engineering on B. subtilis still focuses on overexpression of genetic elements of the pathway. Fine‐tuning of multiple enzymes of a pathway is currently possible with a diverse selection of promoters and RBSs available for B. subtilis (Fig. 2).
Figure 2.

A systematic approach for optimum metabolic engineering of Bacillus subtilis. The traditional approach involves fragment optimization including manipulation of genetic expression cassettes or protein engineering enzymes of the pathway (innermost frame). Selection of promoter and RBS would be required at this step. Protein engineering assists obtaining enzymes with desired catalytic activities (middle frame). Taking further, optimization might involve the flux tuning and manipulation on proximal biochemical process including co‐factor supply. In a comprehensive optimization process, the multilayer Omics analysis is required by combining information from genomics, transcriptomic, proteomics and metabolomics data (outmost frame). [Colour figure can be viewed at wileyonlinelibrary.com]
While gene expression manipulation could be the main approach in metabolic engineering, upregulation of a gene is energy costly (Lynch and Marinov 2015). This implicates that manipulation on genes expression of a pathway would further burden the cells. Protein engineering such as by directed evolution approach would be an entry point to elevate the catalytic activity of certain enzymes or have more control by reducing the negative feedback inhibition (Banerjee et al.2013). Other subjects of protein engineering could also cover the catalytic activity focusing. Promiscuity is typical to terpene synthases leading to distribution of certain amount of terpene precursors into main and several minor products. Reducing the promiscuity of the enzymes would streamline the utilization of the precursors that at the end would reduce in total metabolic burden of the cells. Other approaches in protein engineering might also involve protein fusions and synthetic protein scaffolds. Both approaches are aimed to direct the enzyme in proximity to the precursors or cofactor supply. In some micro‐organisms such as Campylobacter jejuni and Agrobacterium tumefaciens, the sequential precursors and products of IspD, IspE and IspF are channelled by natural scaffolding of those enzymes. Synthetic scaffolding of MVA pathway enzymes has been utilized to elevate terpenoid production in E. coli (Dueber et al.2009). Meanwhile protein fusion has been one of approaches to improve the expression, solubility and stability of particular enzymes. It has also been utilized to attach the flavodoxin and flavodoxin reductase thus providing improved coupling efficiency to support CYP450 activity (Bakkes et al.2015).
Taking the perspective into cellular level, expression manipulation of certain genetic elements or protein engineering of particular enzymes of the terpenoid pathway could have a wider impact not only on the pathway itself but also on other biochemical processes (Hess et al.2013; Guan et al.2015). Several issues such as insufficient of NADPH or ATP or other cofactors and accumulated toxic intermediates are among the problems generally faced after pathway upregulation. Distal‐related biochemical pathway could also be hampered. For example, imbalanced heterologous expression of MVA pathway in E. coli perturbed the fatty acid metabolism leading to toxicity. As a result, the cellular productivity could be far from optimum. A more holistic view involving multilevel engineering including gene expression manipulation, protein engineering and followed by sophisticated multilayer Omics data capable on dissecting the implications at the genetic, protein and metabolites level would be necessary to give a comprehensive picture (Fig. 2) (Zhao et al.2013). Based on these data, flux constraint and limiting factors can be mapped and modelled that guide further integrated optimization involving multibiochemical process and genome wide regulation. At this point, genomic engineering tools such as CRISPR‐Cas or other multiplexed genomic engineering become essential. These comprehensive approaches will no doubt become essential processes for having an optimum strain for valuable terpenoids or secondary metabolites in general.
Author contribution
H.P. and W.Q. conceived the idea of review. H.P. and Y.S. wrote the initial draft of the manuscript. W.Q. provided specific comments, edited and improved the manuscript. E.Y. and S.S. contributed to the various revisions of the manuscript. All the authors read and approved it for publication.
Conflict of Interest
None declared.
Acknowledgements
Funding for this work was obtained through EuroCoRes SYNBIO (SYNMET), NWO‐ALW 855.01.161 and EU FP‐7 grant 289540 (PROMYSE). HP is the recipient of the Bernoulli scholarship and the DIKTI scholarship from the Indonesia Ministry of Education. YS acknowledges funding from the China Scholarship Council.
Hegar Pramastya and Yafeng Song contributed equally to this work.
References
- Abdallah, I.I. , van Merkerk, R. , Klumpenaar, E. and Quax, W.J. (2018) Catalysis of amorpha‐4,11‐diene synthase unraveled and improved by mutability landscape guided engineering. Sci Rep 8, 9961. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Abdallah, I.I. , Xue, D. , Pramastya, H. , van Merkerk, R. , Setroikromo, R. and Quax, W.J. (2020) A regulated synthetic operon facilitates stable overexpression of multigene terpenoid pathway in Bacillus subtilis . J Ind Microbiol Biotechnol 47, 243–249. [DOI] [PubMed] [Google Scholar]
- Abdallah, I.I. , Pramastya, H. , van Merkerk, R. , Sukrasno, S. and Quax, W.J. (2019) Metabolic engineering of Bacillus subtilis toward taxadiene biosynthesis as the first committed step for taxol production. Front Microbiol 10, 218–227. 10.3389/fmicb.2019.00218 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Ajikumar, P.K. , Xiao, W.‐H. , Tyo, K.E.J. , Wang, Y. , Simeon, F. , Leonard, E. , Mucha, O. , Phon, T.H. et al. (2010) Isoprenoid pathway optimization for taxol precursor overproduction in Escherichia coli . Science 330, 70–74. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Artsatbanov, V.Y. , Vostroknutova, G.N. , Shleeva, M.O. , Goncharenko, A.V. , Zinin, A.I. , Ostrovsky, D.N. and Kapreliants, A.S. (2012) Influence of oxidative and nitrosative stress on accumulation of diphosphate intermediates of the non‐mevalonate pathway of isoprenoid biosynthesis in corynebacteria and mycobacteria. Biochemistry 77, 362–371. [DOI] [PubMed] [Google Scholar]
- Bakkes, P.J. , Biemann, S. , Bokel, A. , Eickholt, M. , Girhard, M. and Urlacher, V.B. (2015) Design and improvement of artificial redox modules by molecular fusion of flavodoxin and flavodoxin reductase from Escherichia coli . Sci Rep 5, 10.1038/srep12158. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Banerjee, A. , Preiser, A.L. and Sharkey, T.D. (2016) Engineering of recombinant poplar deoxy‐D‐xylulose‐5‐phosphate synthase (PtDXS) by site‐directed mutagenesis improves its activity. PLoS One 11, e0161534. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Banerjee, A. and Sharkey, T.D. (2014) Methylerythritol 4‐phosphate (MEP) pathway metabolic regulation. Nat Prod Rep 31, 1043–1055. [DOI] [PubMed] [Google Scholar]
- Banerjee, A. , Wu, Y. , Banerjee, R. , Li, Y. , Yan, H. and Sharkey, T.D. (2013) Feedback Inhibition of deoxy‐d‐xylulose‐5‐phosphate synthase regulates the methylerythritol 4‐phosphate pathway. J Biol Chem 288, 16926–16936. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Barbosa, J. , Caetano, T. and Mendo, S. (2015) Class I and class II lanthipeptides produced by Bacillus spp. J Nat Prod 78, 2850–2866. [DOI] [PubMed] [Google Scholar]
- Biggs, B.W. , Lim, C.G. , Sagliani, K. , Shankar, S. , Stephanopoulos, G. , De Mey, M. and Ajikumar, P.K. (2016) Overcoming heterologous protein interdependency to optimize P450‐mediated Taxol precursor synthesis in Escherichia coli . Proc Natl Acad Sci 113, 3209–3214. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Bitok, J.K. and Meyers, C.F. (2012) 2 C‐methyl‐d‐erythritol 4‐phosphate enhances and sustains cyclodiphosphate synthase IspF activity. ACS Chem Biol 7, 1702–1710. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Bosak, T. , Losick, R.M. and Pearson, A. (2008) A polycyclic terpenoid that alleviates oxidative stress. Proc Natl Acad Sci 105, 6725–6729. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Butcher, R.A. , Schroeder, F.C. , Fischbach, M.A. , Straight, P.D. , Kolter, R. , Walsh, C.T. and Clardy, J. (2007) The identification of bacillaene, the product of the PksX megacomplex in Bacillus subtilis . Proc Natl Acad Sci 104, 1506–1509. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Cai, D. , He, P. , Lu, X. , Zhu, C. , Zhu, J. , Zhan, Y. , Wang, Q. , Wen, Z. et al. (2017) A novel approach to improve poly‐γ‐glutamic acid production by NADPH regeneration in Bacillus licheniformis WX‐02. Sci Rep 7, 43404. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Calderone, C.T. , Kowtoniuk, W.E. , Kelleher, N.L. , Walsh, C.T. and Dorrestein, P.C. (2006) Convergence of isoprene and polyketide biosynthetic machinery: isoprenyl‐S‐carrier proteins in the pksX pathway of Bacillus subtilis . Proc Natl Acad Sci USA 103, 8977–8982. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Campobasso, N. , Patel, M. , Wilding, I.E. , Kallender, H. , Rosenberg, M. and Gwynn, M.N. (2004) Staphylococcus aureus 3‐hydroxy‐3‐methylglutaryl‐CoA synthase. J Biol Chem 279, 44883–44888. [DOI] [PubMed] [Google Scholar]
- Castillo‐Hair, S. , Fujita, M. , Igoshin, O.A. and Tabor, J.J. (2019) An engineered B. subtilis inducible promoter system with over 10,000‐fold dynamic range. ACS Synth Biol acssynbio.8b00469. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Caulier, S. , Nannan, C. , Gillis, A. , Licciardi, F. , Bragard, C. and Mahillon, J. (2019) Overview of the antimicrobial compounds produced by members of the Bacillus subtilis group. Front Microbiol 10, 10.3389/fmicb.2019.00302 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Covello, P.S. (2008) Making artemisinin. Phytochemistry 69, 2881–2885. [DOI] [PubMed] [Google Scholar]
- Cui, S. , Lv, X. , Wu, Y. , Li, J. , Du, G. , Ledesma‐Amaro, R. and Liu, L. (2019) Engineering a bifunctional Phr60‐Rap60‐Spo0A quorum‐sensing molecular switch for dynamic fine‐tuning of menaquinone‐7 synthesis in Bacillus subtilis . ACS Synth Biol 8, 1826–1837. [DOI] [PubMed] [Google Scholar]
- Dewick, P.M. (2002) The biosynthesis of C5–C25 terpenoid compounds. Nat Prod Rep 19, 181–222. [DOI] [PubMed] [Google Scholar]
- Dietrich, J.A. , Yoshikuni, Y. , Fisher, K.J. , Woolard, F.X. , Ockey, D. , McPhee, D.J. , Renninger, N.S. , Chang, M.C.Y. et al. (2009) A novel semi‐biosynthetic route for artemisinin production using engineered substrate‐promiscuous P450 BM3. ACS Chem Biol 4, 261–267. [DOI] [PubMed] [Google Scholar]
- Dong, H. and Zhang, D. (2014) Current development in genetic engineering strategies of Bacillus species. Microb Cell Fact 13, 63. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Duan, Y.X. , Chen, T. , Chen, X. and Zhao, X.M. (2010) Overexpression of glucose‐6‐phosphate dehydrogenase enhances riboflavin production in Bacillus subtilis . Appl Microbiol Biotechnol 85, 1907–1914. [DOI] [PubMed] [Google Scholar]
- Dueber, J.E. , Wu, G.C. , Malmirchegini, G.R. , Moon, T.S. , Petzold, C.J. , Ullal, A.V. , Prather, K.L.J. and Keasling, J.D. (2009) Synthetic protein scaffolds provide modular control over metabolic flux. Nat Biotechnol 27, 753–759. [DOI] [PubMed] [Google Scholar]
- Engels, B. , Dahm, P. and Jennewein, S. (2008) Metabolic engineering of taxadiene biosynthesis in yeast as a first step towards Taxol (Paclitaxel) production. Metab Eng 10, 201–206. [DOI] [PubMed] [Google Scholar]
- Fall, R. and Copley, S.D. (2000) Bacterial sources and sinks of isoprene, a reactive atmospheric hydrocarbon. Environ Microbiol 2, 123–130. [DOI] [PubMed] [Google Scholar]
- Feng, X. , Hu, Y. , Zheng, Y. , Zhu, W. , Li, K. , Huang, C.‐H. , Ko, T.‐P. , Ren, F. et al. (2014) Structural and functional analysis of Bacillus subtilis YisP reveals a role of its product in biofilm production. Chem Biol 21, 1557–1563. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Ge, D. , Xue, Y. and Ma, Y. (2016) Two unexpected promiscuous activities of the iron–sulfur protein IspH in production of isoprene and isoamylene. Microb Cell Fact 15, 79. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Girhard, M. , Klaus, T. , Khatri, Y. , Bernhardt, R. and Urlacher, V.B. (2010) Characterization of the versatile monooxygenase CYP109B1 from Bacillus subtilis . Appl Microbiol Biotechnol 87, 595–607. [DOI] [PubMed] [Google Scholar]
- Girhard, M. , Machida, K. , Itoh, M. , Schmid, R.D. , Arisawa, A. and Urlacher, V.B. (2009) Regioselective biooxidation of (+)‐valencene by recombinant E. coli expressing CYP109B1 from Bacillus subtilis in a two‐liquid‐phase system. Microb Cell Fact 8, 36. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gomaa, L. , Loscar, M.E. , Zein, H.S. , Abdel‐Ghaffar, N. , Abdelhadi, A.A. , Abdelaal, A.S. and Abdallah, N.A. (2017) Boosting isoprene production via heterologous expression of the Kudzu isoprene synthase gene (kIspS) into Bacillus spp. cell factory. AMB Express 7, 10.1186/s13568-017-0461-7 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Grabowska, D. and Chelstowska, A. (2003) The ALD6 gene product is indispensable for providing NADPH in yeast cells lacking glucose‐6‐phosphate dehydrogenase activity. J Biol Chem 278, 13984–13988. [DOI] [PubMed] [Google Scholar]
- Gräwert, T. , Kaiser, J. , Zepeck, F. , Laupitz, R. , Hecht, S. , Amslinger, S. , Schramek, N. , Schleicher, E. et al. (2004) IspH protein of Escherichia coli: studies on iron−sulfur cluster implementation and catalysis. J Am Chem Soc 126, 12847–12855. [DOI] [PubMed] [Google Scholar]
- Gu, Y. , Xu, X. , Wu, Y. , Niu, T. , Liu, Y. , Li, J. , Du, G. and Liu, L. (2018) Advances and prospects of Bacillus subtilis cellular factories: from rational design to industrial applications. Metab Eng 50, 109–121. [DOI] [PubMed] [Google Scholar]
- Guan, Z. , Xue, D. , Abdallah, I.I. , Dijkshoorn, L. , Setroikromo, R. , Lv, G. and Quax, W.J. (2015) Metabolic engineering of Bacillus subtilis for terpenoid production. Appl Microbiol Biotechnol 99, 9395–9406. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Guiziou, S. , Sauveplane, V. , Chang, H.‐J. , Clerté, C. , Declerck, N. , Jules, M. and Bonnet, J. (2016) A part toolbox to tune genetic expression in Bacillus subtilis . Nucleic Acids Res gkw624. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Gustafsson, M.C.U. , Roitel, O. , Marshall, K.R. , Noble, M.A. , Chapman, S.K. , Pessegueiro, A. , Fulco, A.J. , Cheesman, M.R. et al. (2004) Expression, purification, and characterization of Bacillus subtilis cytochromes P450 CYP102A2 and CYP102A3: flavocytochrome homologues of P450 BM3 from Bacillus megaterium . Biochemistry 43, 5474–5487. [DOI] [PubMed] [Google Scholar]
- Hahn, F.M. , Hurlburt, A.P. and Poulter, C.D. (1999) Escherichia coli open reading frame 696 is idi, a nonessential gene encoding isopentenyl diphosphate isomerase. J Bacteriol 181, 4499–4504. 10.1128/JB.181.15.4499-4504.1999 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hazra, A. , Chatterjee, A. and Begley, T.P. (2009) Biosynthesis of the thiamin thiazole in Bacillus subtilis: identification of the product of the thiazole synthase‐catalyzed reaction. J Am Chem Soc 131, 3225–3229. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hedl, M. , Sutherlin, A. , Wilding, E.I. , Mazzulla, M. , Mcdevitt, D. , Lane, P. , Ii, J.W.B. , Lehnbeuter, K.R. et al. (2002) Enterococcus faecalis acetoacetyl‐coenzyme A thiolase/3‐hydroxy‐3‐methylglutaryl‐coenzyme a reductase, a dual‐function protein of isopentenyl diphosphate. Biosynthesis 184, 2116–2122. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hess, B.M. , Xue, J. , Markillie, L.M. , Taylor, R.C. , Wiley, H.S. , Ahring, B.K. and Linggi, B. (2013) Coregulation of terpenoid pathway genes and prediction of isoprene production in Bacillus subtilis using transcriptomics. PLoS One 8, e66104. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Heuston, S. , Begley, M. , Davey, M.S. , Eberl, M. , Casey, P.G. , Hill, C. and Gahan, C.G.M. (2012) HmgR, a key enzyme in the mevalonate pathway for isoprenoid biosynthesis, is essential for growth of Listeria monocytogenes EGDe. Microbiology 158, 1684–1693. [DOI] [PubMed] [Google Scholar]
- Hill, R.E. , Sayer, B.G. and Spenser, I.D. (1989) Biosynthesis of vitamin B6: incorporation of D‐1‐deoxyxylulose. J Am Chem Soc 111, 1916–1917. [Google Scholar]
- Hoeffler, J.‐F. , Tritsch, D. , Grosdemange‐Billiard, C. and Rohmer, M. (2002) Isoprenoid biosynthesis via the methylerythritol phosphate pathway. Eur J Biochem 269, 4446–4457. [DOI] [PubMed] [Google Scholar]
- Hult, K. and Berglund, P. (2007) Enzyme promiscuity: mechanism and applications. Trends Biotechnol 25, 231–238. [DOI] [PubMed] [Google Scholar]
- Jin, Y. , Liu, Z. , Li, Y. , Liu, W. , Tao, Y. and Wang, G. (2016) A structural and functional study on the 2‐C‐methyl‐d‐erythritol‐4‐phosphate cytidyltransferase (IspD) from Bacillus subtilis . Sci Rep 6, 36379. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Julsing, M.K. , Rijpkema, M. , Woerdenbag, H.J. , Quax, W.J. and Kayser, O. (2007) Functional analysis of genes involved in the biosynthesis of isoprene in Bacillus subtilis . Appl Microbiol Biotechnol 75, 1377–1384. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kalinowska‐Tłuścik, J. , Miallau, L. , Gabrielsen, M. , Leonard, G.A. , McSweeney, S.M. and Hunter, W.N. (2010) A triclinic crystal form of Escherichia coli 4‐diphosphocytidyl‐2 C‐methyl‐D‐erythritol kinase and reassessment of the quaternary structure. Acta Crystallogr Sect F Struct Biol Cryst Commun 66, 237–241. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kim, J.‐E. , Jang, I.‐S. , Sung, B.H. , Kim, S.C. and Lee, J.Y. (2018) Rerouting of NADPH synthetic pathways for increased protopanaxadiol production in Saccharomyces cerevisiae . Sci Rep 8, 15820. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kingston, A.W. , Zhao, H. , Cook, G.M. and Helmann, J.D. (2014) Accumulation of heptaprenyl diphosphate sensitizes Bacillus subtilis to bacitracin: implications for the mechanism of resistance mediated by the BceAB transporter. Mol Microbiol 93, 37–49. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kontnik, R. , Bosak, T. , Butcher, R.A. , Brocks, J.J. , Losick, R. , Clardy, J. and Pearson, A. (2008) Sporulenes, heptaprenyl metabolites from Bacillus subtilis spores. Org Lett 10, 3551–3554. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kowalska, E. and Kozik, A. (2008) The genes and enzymes involved in the biosynthesis of thiamin and thiamin diphosphate in yeasts. Cell Mol Biol Lett 13, 10.2478/s11658-007-0055-5 [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kudoh, K. , Kubota, G. , Fujii, R. , Kawano, Y. and Ihara, M. (2017) Exploration of the 1‐deoxy‐d‐xylulose 5‐phosphate synthases suitable for the creation of a robust isoprenoid biosynthesis system. J Biosci Bioeng 123, 300–307. [DOI] [PubMed] [Google Scholar]
- Kuzma, J. , Nemecek‐Marshall, M. , Pollock, W.H. and Fall, R. (1995) Bacteria produce the volatile hydrocarbon isoprene. Curr Microbiol 30, 97–103. [DOI] [PubMed] [Google Scholar]
- Kuzuyama, T. and Seto, H. (2003) Diversity of the biosynthesis of the isoprene units. Nat Prod Rep 20, 171–183. [DOI] [PubMed] [Google Scholar]
- Lange, B.M. , Rujan, T. , Martin, W. and Croteau, R. (2000) Isoprenoid biosynthesis: the evolution of two ancient and distinct pathways across genomes. Proc Natl Acad Sci 97, 13172–13177. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Laupitz, R. , Hecht, S. , Amslinger, S. , Zepeck, F. , Kaiser, J. , Richter, G. , Schramek, N. , Steinbacher, S. et al. (2004) Biochemical characterization of Bacillus subtilis type II isopentenyl diphosphate isomerase, and phylogenetic distribution of isoprenoid biosynthesis pathways. Eur J Biochem 271, 2658–2669. [DOI] [PubMed] [Google Scholar]
- Lawson, R.J. , Von Wachenfeldt, C. , Haq, I. , Perkins, J. and Munro, A.W. (2004) Expression and characterization of the two flavodoxin proteins of Bacillus subtilis, YkuN and YkuP: Biophysical properties and interactions with cytochrome P450 bioI. Biochemistry 43, 12390–12409. [DOI] [PubMed] [Google Scholar]
- Lee, H. and Kim, H.Y. (2011) Lantibiotics, class I bacteriocins from the genus Bacillus. J Microbiol Biotechnol 21, 229–235. 10.4014/jmb.1010.10017. [DOI] [PubMed] [Google Scholar]
- Lee, M. , Gräwert, T. , Quitterer, F. , Rohdich, F. , Eppinger, J. , Eisenreich, W. , Bacher, A. and Groll, M. (2010) Biosynthesis of isoprenoids: crystal structure of the [4Fe‐4S] cluster protein IspG. J Mol Biol 404, 600–610. [DOI] [PubMed] [Google Scholar]
- Lee, W.‐H. , Kim, J.‐W. , Park, E.‐H. , Han, N.S. , Kim, M.‐D. and Seo, J.‐H. (2013a) Effects of NADH kinase on NADPH‐dependent biotransformation processes in Escherichia coli . Appl Microbiol Biotechnol 97, 1561–1569. [DOI] [PubMed] [Google Scholar]
- Lee, W.‐H. , Kim, M.‐D. , Jin, Y.‐S. and Seo, J.‐H. (2013b) Engineering of NADPH regenerators in Escherichia coli for enhanced biotransformation. Appl Microbiol Biotechnol 97, 2761–2772. [DOI] [PubMed] [Google Scholar]
- Leonard, E. , Ajikumar, P.K. , Thayer, K. , Xiao, W.‐H. , Mo, J.D. , Tidor, B. , Stephanopoulos, G. and Prather, K.L.J. (2010) Combining metabolic and protein engineering of a terpenoid biosynthetic pathway for overproduction and selectivity control. Proc Natl Acad Sci USA 107, 13654–13659. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Li, M. , Nian, R. , Xian, M. and Zhang, H. (2018) Metabolic engineering for the production of isoprene and isopentenol by Escherichia coli . Appl Microbiol Biotechnol 102, 7725–7738. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Liang, H. , Hu, Z. , Zhang, T. , Gong, T. , Chen, J. , Zhu, P. , Li, Y. and Yang, J. (2017) Production of a bioactive unnatural ginsenoside by metabolically engineered yeasts based on a new UDP‐glycosyltransferase from Bacillus subtilis . Metab Eng 44, 60–69. [DOI] [PubMed] [Google Scholar]
- Liu, Y.‐L. , Guerra, F. , Wang, K. , Wang, W. , Li, J. , Huang, C. , Zhu, W. , Houlihan, K. et al. (2012) Structure, function and inhibition of the two‐ and three‐domain 4Fe‐4S IspG proteins. Proc Natl Acad Sci 109, 8558–8563. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Liu, Z. , Jin, Y. , Liu, W. , Tao, Y. and Wang, G. (2018) Crystal structure of IspF from Bacillus subtilis and absence of protein complex assembly amongst IspD/IspE/IspF enzymes in the MEP pathway. Biosci Rep 38, 10.1042/BSR20171370. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lombard, J. and Moreira, D. (2011) Origins and early evolution of the mevalonate pathway of isoprenoid biosynthesis in the three domains of life. Mol Biol Evol 28, 87–99. [DOI] [PubMed] [Google Scholar]
- Lynch, M. and Marinov, G.K. (2015) The bioenergetic costs of a gene. Proc Natl Acad Sci 112, 15690–15695. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Ma, S.M. , Garcia, D.E. , Redding‐Johanson, A.M. , Friedland, G.D. , Chan, R. , Batth, T.S. , Haliburton, J.R. , Chivian, D. et al. (2011) Optimization of a heterologous mevalonate pathway through the use of variant HMG‐CoA reductases. Metab Eng 13, 588–597. [DOI] [PubMed] [Google Scholar]
- Ma, Y. , McClure, D.D. , Somerville, M.V. , Proschogo, N.W. , Dehghani, F. , Kavanagh, J.M. and Coleman, N.V. (2019) Metabolic engineering of the MEP pathway in Bacillus subtilis for increased biosynthesis of menaquinone‐7. ACS Synth Biol 8, 1620–1630. [DOI] [PubMed] [Google Scholar]
- Mahdinia, E. , Demirci, A. and Berenjian, A. (2018) Enhanced vitamin K (menaquinone‐7) production by Bacillus subtilis natto in biofilm reactors by optimization of glucose‐based medium. Curr Pharm Biotechnol 19, 917–924. [DOI] [PubMed] [Google Scholar]
- Martin, V.J.J. , Pitera, D.J. , Withers, S.T. , Newman, J.D. and Keasling, J.D. (2003) Engineering a mevalonate pathway in Escherichia coli for production of terpenoids. Nat Biotechnol 21, 796–802. [DOI] [PubMed] [Google Scholar]
- Martin, V.J.J. , Yoshikuni, Y. and Keasling, J.D. (2001) The in vivo synthesis of plant sesquiterpenes by Escherichia coli . Biotechnol Bioeng 75, 497–503. [DOI] [PubMed] [Google Scholar]
- Martínez, I. , Zhu, J. , Lin, H. , Bennett, G.N. and San, K.‐Y. (2008) Replacing Escherichia coli NAD‐dependent glyceraldehyde 3‐phosphate dehydrogenase (GAPDH) with a NADP‐dependent enzyme from Clostridium acetobutylicum facilitates NADPH dependent pathways. Metab Eng 10, 352–359. [DOI] [PubMed] [Google Scholar]
- Meadows, A.L. , Hawkins, K.M. , Tsegaye, Y. , Antipov, E. , Kim, Y. , Raetz, L. , Dahl, R.H. , Tai, A. et al. (2016) Rewriting yeast central carbon metabolism for industrial isoprenoid production. Nature 537, 694–697. [DOI] [PubMed] [Google Scholar]
- Meijer, W.J.J. , Wisman, G.B.A. , Terpstra, P. , Thorsted, P.B. , Thomas, C.M. , Holsappel, S. , Venema, G. and Bron, S. (1998) Rolling‐circle plasmids from Bacillus subtilis: Complete nucleolide sequences and analyses of genes of pTA1015, pTA1040, pTA1050 and pTA1060, and comparisons with related plasmids from Gram‐positive bacteria. FEMS Microbiol Rev. [DOI] [PubMed] [Google Scholar]
- Moszer, I. , Rocha, E.P. and Danchin, A. (1999) Codon usage and lateral gene transfer in Bacillus subtilis . Curr Opin Microbiol 2, 524–528. [DOI] [PubMed] [Google Scholar]
- Nguyen, H.D. , Nguyen, Q.A. , Ferreira, R.C. , Ferreira, L.C.S. , Tran, L.T. and Schumann, W. (2005) Construction of plasmid‐based expression vectors for Bacillus subtilis exhibiting full structural stability. Plasmid 54, 241–248. [DOI] [PubMed] [Google Scholar]
- Noike, M. , Ambo, T. , Kikuchi, S. , Suzuki, T. , Yamashita, S. , Takahashi, S. , Kurokawa, H. , Mahapatra, S. et al. (2008) Product chain‐length determination mechanism of Z, E‐farnesyl diphosphate synthase. Biochem Biophys Res Commun 377, 17–22. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Patel, H. , Nemeria, N.S. , Brammer, L.A. , Freel Meyers, C.L. and Jordan, F. (2012) Observation of thiamin‐bound intermediates and microscopic rate constants for their interconversion on 1‐deoxy‐xylulose 5‐phosphate synthase: 600‐fold rate acceleration of pyruvate decarboxylation by glyceraldehyde‐3‐phosphate. J Am Chem Soc 134, 18374–18379. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Popp, P.F. , Dotzler, M. , Radeck, J. , Bartels, J. and Mascher, T. (2017) The Bacillus BioBrick Box 2.0: expanding the genetic toolbox for the standardized work with Bacillus subtilis . Sci Rep 7, 15058. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Puan, K.J. , Wang, H. , Dairi, T. , Kuzuyama, T. and Morita, C.T. (2005) fldA is an essential gene required in the 2‐C‐methyl‐D‐erythritol 4‐phosphate pathway for isoprenoid biosynthesis. FEBS Lett 579, 3802–3806. [DOI] [PubMed] [Google Scholar]
- Radeck, J. , Kraft, K. , Bartels, J. , Cikovic, T. , Dürr, F. , Emenegger, J. , Kelterborn, S. , Sauer, C. et al. (2013) The Bacillus BioBrick Box: generation and evaluation of essential genetic building blocks for standardized work with Bacillus subtilis . J Biol Eng 7, 29. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Rahmat, E. and Kang, Y. (2020) Yeast metabolic engineering for the production of pharmaceutically important secondary metabolites. Appl Microbiol Biotechnol 104, 4659–4674. [DOI] [PubMed] [Google Scholar]
- Richard, S.B. , Bowman, M.E. , Kwiatkowski, W. , Kang, I. , Chow, C. , Lillo, A.M. , Cane, D.E. and Noel, J.P. (2001) Structure of 4‐diphosphocytidyl‐2‐C‐methylerythritol synthetase involved in mevalonate‐independent isoprenoid biosynthesis. Nat Struct Biol 8, 641–648. [DOI] [PubMed] [Google Scholar]
- Rohdich, F. , Hecht, S. , Gartner, K. , Adam, P. , Krieger, C. , Amslinger, S. , Arigoni, D. , Bacher, A. et al. (2002) Studies on the nonmevalonate terpene biosynthetic pathway: Metabolic role of IspH (LytB) protein. Proc Natl Acad Sci 99, 1158–1163. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Schallmey, M. , Singh, A. and Ward, O.P. (2004) Developments in the use of Bacillus species for industrial production. Can J Microbiol 50, 1–17. [DOI] [PubMed] [Google Scholar]
- Schempp, F.M. , Drummond, L. , Buchhaupt, M. and Schrader, J. (2018) Microbial cell factories for the production of terpenoid flavor and fragrance compounds. J Agric Food Chem 66, 2247–2258. [DOI] [PubMed] [Google Scholar]
- Seo, D. , Kamino, K. , Inoue, K. and Sakurai, H. (2004) Purification and characterization of ferredoxin‐NADP+ reductase encoded by Bacillus subtilis yumC. Arch Microbiol 182, 80–89. [DOI] [PubMed] [Google Scholar]
- Shields, D.C. and Sharp, P.M. (1987) Synonymous codon usage in Bacillus subtilis reflects both translational selection and mutational biases. Nucleic Acids Res. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Sivy, T.L. , Fall, R. and Rosenstiel, T.N. (2011) Evidence of isoprenoid precursor toxicity in Bacillus subtilis . Biosci Biotechnol Biochem 75, 2376–2383. [DOI] [PubMed] [Google Scholar]
- Sivy, T.L. , Shirk, M.C. and Fall, R. (2002) Isoprene synthase activity parallels fluctuations of isoprene release during growth of Bacillus subtilis . Biochem Biophys Res Commun 294, 71–75. [DOI] [PubMed] [Google Scholar]
- Song, Y. , Guan, Z. , van Merkerk, R. , Pramastya, H. , Abdallah, I.I. , Setroikromo, R. and Quax, W.J. (2020) Production of squalene in Bacillus subtilis by squalene synthase screening and metabolic engineering. J Agric Food Chem 68, 4447–4455. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Span, I. , Wang, K. , Wang, W. , Zhang, Y. , Bacher, A. , Eisenreich, W. , Li, K. , Schulz, C. et al. (2012) Discovery of acetylene hydratase activity of the iron‐sulphur protein IspH. Nat Commun 3, 10.1038/ncomms2052. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Steinbacher, S. , Kaiser, J. , Gerhardt, S. , Eisenreich, W. , Huber, R. , Bacher, A. and Rohdich, F. (2003) Crystal structure of the type II isopentenyl diphosphate: dimethylallyl diphosphate isomerase fromBacillus subtilis. J Mol Biol 329, 973–982. [DOI] [PubMed] [Google Scholar]
- Toymentseva, A.A. and Altenbuchner, J. (2019) New CRISPR‐Cas9 vectors for genetic modifications of Bacillus species. FEMS Microbiol Lett 366. [DOI] [PubMed] [Google Scholar]
- Tsuruta, H. , Paddon, C.J. , Eng, D. , Lenihan, J.R. , Horning, T. , Anthony, L.C. , Regentin, R. , Keasling, J.D. et al. (2009) High‐level production of amorpha‐4, 11‐diene, a precursor of the antimalarial agent artemisinin, in Escherichia coli . PLoS One 4, e4489. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Vavrová, Ľ. , Muchová, K. and Barák, I. (2010) Comparison of different Bacillus subtilis expression systems. Res Microbiol 161, 791–797. [DOI] [PubMed] [Google Scholar]
- Volke, D.C. , Rohwer, J. , Fischer, R. and Jennewein, S. (2019) Investigation of the methylerythritol 4‐phosphate pathway for microbial terpenoid production through metabolic control analysis. Microb Cell Fact 18, 192. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wagner, W.P. , Helmig, D. and Fall, R. (2000) Isoprene biosynthesis in Bacillus subtilis via the methylerythritol phosphate pathway. J Nat Prod 63, 37–40. [DOI] [PubMed] [Google Scholar]
- Wang, Y. , San, K.‐Y. and Bennett, G.N. (2013) Improvement of NADPH bioavailability in Escherichia coli by replacing NAD(+)‐dependent glyceraldehyde‐3‐phosphate dehydrogenase GapA with NADP (+)‐dependent GapB from Bacillus subtilis and addition of NAD kinase. J Ind Microbiol Biotechnol 40, 1449–1460. [DOI] [PubMed] [Google Scholar]
- Wang, Y. , Weng, J. , Waseem, R. , Yin, X. , Zhang, R. and Shen, Q. (2012) Bacillus subtilis genome editing using ssDNA with short homology regions. Nucleic Acids Res 40, e91. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wang, Z. , Chen, T. , Ma, X. , Shen, Z. and Zhao, X. (2011) Enhancement of riboflavin production with Bacillus subtilis by expression and site‐directed mutagenesis of zwf and gnd gene from Corynebacterium glutamicum . Bioresour Technol 102, 3934–3940. [DOI] [PubMed] [Google Scholar]
- Whitehouse, C.J.C. , Bell, S.G. and Wong, L.‐L. (2012) P450 BM3 (CYP102A1): connecting the dots. Chem Soc Rev 41, 1218–1260. [DOI] [PubMed] [Google Scholar]
- Wilding, E.I. , Brown, J.R. , Bryant, A.P. , Chalker, A.F. , Holmes, D.J. , Ingraham, K.A. , Iordanescu, S. , So, C.Y. et al. (2000) Identification, evolution, and essentiality of the mevalonate pathway for isopentenyl diphosphate biosynthesis in gram‐positive cocci. J Bacteriol 182, 4319–4327. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Withers, S.T. , Gottlieb, S.S. , Lieu, B. , Newman, J.D. and Keasling, J.D. (2007) Identification of isopentenol biosynthetic genes from Bacillus subtilis by a screening method based on isoprenoid precursor toxicity. Appl Environ Microbiol 73, 6277–6283. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wolff, M. , Seemann, M. , Bui, B. , Frapart, Y. , Tritsch, D. , Estrabot, A.G. , Rodríguez‐Concepción, M. (2003) Isoprenoid biosynthesis via the methylerythritol phosphate pathway: the ( E )‐4‐hydroxy‐3‐methylbut‐2‐enyl diphosphate reductase (LytB/IspH) from Escherichia coli is a [4Fe‐4S] protein. FEBS Lett 541, 115–120. [DOI] [PubMed] [Google Scholar]
- Xiang, S. , Usunow, G. , Lange, G. , Busch, M. and Tong, L. (2007) Crystal structure of 1‐deoxy‐D‐xylulose 5‐phosphate synthase, a crucial enzyme for isoprenoids biosynthesis. J Biol Chem. [DOI] [PubMed] [Google Scholar]
- Xue, D. , Abdallah, I.I. , de Haan, I.E.M. , Sibbald, M.J.J.B. and Quax, W.J. (2015) Enhanced C30carotenoid production in Bacillus subtilis by systematic overexpression of MEP pathway genes. Appl Microbiol Biotechnol 99, 5907–5915. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Xue, J. and Ahring, B.K. (2011) Enhancing isoprene production by genetic modification of the 1‐deoxy‐D‐Xylulose‐5‐phosphate pathway in Bacillus subtilis . Appl Environ Microbiol 77, 2399–2405. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Yang, D. , Park, S.Y. , Park, Y.S. , Eun, H. and Lee, S.Y. (2020) Metabolic engineering of Escherichia coli for natural product biosynthesis. Trends Biotechnol 38, 745–765. [DOI] [PubMed] [Google Scholar]
- Yang, S. , Cao, Y. , Sun, L. , Li, C. , Lin, X. , Cai, Z. , Zhang, G. and Song, H. (2019) Modular pathway engineering of Bacillus subtilis to promote de novo biosynthesis of menaquinone‐7. ACS Synth Biol 8, 70–81. [DOI] [PubMed] [Google Scholar]
- Yang, S. , Kang, Z. , Cao, W. , Du, G. and Chen, J. (2016) Construction of a novel, stable, food‐grade expression system by engineering the endogenous toxin‐antitoxin system in Bacillus subtilis . J Biotechnol 219, 40–47. [DOI] [PubMed] [Google Scholar]
- Yoshida, K. , Ueda, S. and Maeda, I. (2009) Carotenoid production in Bacillus subtilis achieved by metabolic engineering. Biotechnol Lett 31, 1789–1793. [DOI] [PubMed] [Google Scholar]
- Zhao, H. , Sun, Y. , Peters, J.M. , Gross, C.A. , Garner, E.C. and Helmann, J.D. (2016) Depletion of undecaprenyl pyrophosphate phosphatases disrupts cell envelope biogenesis in Bacillus subtilis . J Bacteriol 198, 2925–2935. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Zhao, J. , Li, Q. , Sun, T. , Zhu, X. , Xu, H. , Tang, J. , Zhang, X. and Ma, Y. (2013) Engineering central metabolic modules of Escherichia coli for improving β‐carotene production. Metab Eng 17, 42–50. [DOI] [PubMed] [Google Scholar]
- Zhao, X. , Shi, F. and Zhan, W. (2015) Overexpression of ZWF1 and POS5 improves carotenoid biosynthesis in recombinant Saccharomyces cerevisiae . Lett Appl Microbiol 61, 354–360. [DOI] [PubMed] [Google Scholar]
- Zhao, Y. , Yang, J. , Qin, B. , Li, Y. , Sun, Y. , Su, S. and Xian, M. (2011) Biosynthesis of isoprene in Escherichia coli via methylerythritol phosphate (MEP) pathway. Appl Microbiol Biotechnol 90, 1915–1922. [DOI] [PubMed] [Google Scholar]
- Zhou, K. , Zou, R. , Zhang, C. , Stephanopoulos, G. and Too, H.‐P. (2013) Optimization of amorphadiene synthesis in Bacillus subtilis via transcriptional, translational, and media modulation. Biotechnol Bioeng 110, 2556–2561. [DOI] [PubMed] [Google Scholar]
- Zhu, S. , Cai, D. , Liu, Z. , Zhang, B. , Li, J. , Chen, S. and Ma, X. (2019) Enhancement of bacitracin production by NADPH generation via overexpressing glucose‐6‐phosphate dehydrogenase Zwf in Bacillus licheniformis . Appl Biochem Biotechnol 187, 1502–1514. [DOI] [PubMed] [Google Scholar]
