Summary
White biotechnology relies on the sophisticated chemical machinery inside living cells for producing a broad range of useful compounds in a sustainable and environmentally friendly way. However, despite the impressive repertoire of compounds that can be generated using white biotechnology, this approach cannot currently fully replace traditional chemical production, often relying on petroleum as a raw material. One challenge is the limited number of chemical transformations taking place in living organisms. Biocompatible chemistry, that is non‐enzymatic chemical reactions taking place under mild conditions compatible with living organisms, could provide a solution. Biocompatible chemistry is not a novel invention, and has since long been used by living organisms. Examples include Fenton chemistry, used by microorganisms for degrading plant materials, and manganese or ketoacids dependent chemistry used for detoxifying reactive oxygen species. However, harnessing biocompatible chemistry for expanding the chemical repertoire of living cells is a relatively novel approach within white biotechnology, and it could potentially be used for producing valuable compounds which living organisms otherwise are not able to generate. In this mini review, we discuss such applications of biocompatible chemistry, and clarify the potential that lies in using biocompatible chemistry in conjunction with metabolically engineered cell factories for cheap substrate utilization, improved cell physiology, efficient pathway construction and novel chemicals production.
The combination of biocompatible chemistry, i.e. non‐enzymatic chemical reactions, with microbial metabolism represents an attractive and novel approach in the construction of novel microbial cell factories.

Introduction
The massive development within the field of metabolic engineering, that has taken place over just a few decades, has allowed for the engineering of microorganisms that can efficiently synthesize a plethora of naturally and non‐naturally occurring chemicals (Stephanopoulos et al., 2004; Steen et al., 2010; Lee et al., 2012; Lee and Kim, 2015). Some of these microbial cell factories have already been applied in commercial‐scale production (Nakamura and Whited, 2003; Becker et al., 2011; Yim et al., 2011; Chen and Nielsen, 2013; Paddon et al., 2013; Van Dien, 2013). Despite the impressive chemical repertoire displayed by microorganisms, it is still relatively small when compared with what can be achieved using organic chemistry (Schwartz et al., 2014). Organic chemists have, over the last two centuries, developed a vast number of reagents, catalysts and reactions to facilitate synthesis of valuable molecules, most of which are not of natural origin.
Biological chemistry (enzymatic reactions) and organic chemistry (non‐enzymatic reactions) undoubtedly have their specific strengths and weaknesses. Bio‐based production normally offers environmentally friendly and sustainable biotechnological routes to chemicals, characterized by mild fermentation conditions, low‐cost and renewable feedstocks, high yields and excellent stereoselectivity (McDaniel and Weiss, 2005; Keasling and Abraham Mendoza, 2012). Gradually, it has become easier to manipulate the metabolism of an increasing number of microorganisms due to rapid development of genome engineering tools (Kim et al., 2016). However, there are also notable disadvantages associated with biological production, for example it is difficult to synthesize toxic or non‐naturally occurring compounds, or compounds where information regarding their biosynthesis is lacking. It is also a time‐consuming effort to develop some specific strains and economical processes that are really fit for commercial production (Hong and Nielsen, 2012; Davison and Lievense, 2016). But we are sure that the developing time would be significantly shortened with the development of revolutionary technologies in this field, such as systems metabolic engineering (Lee and Kim, 2015), robotic automation (Si et al., 2017) and the incorporation of artificial intelligence into synthetic biology (Nesbeth et al., 2016). In contrast, organic synthesis allows for comparatively rapid generation of a broad range of compounds, especially, some molecules derived from existing ones through chemical modification (Keasling and Abraham Mendoza, 2012). There are, however, often downsides to using this approach, such as harsh reaction conditions, use of toxic reagents and high costs for catalysts and for purifying the target compound. Is it possible to harness the best from both worlds? There are actually many examples that demonstrate this possibility, for example where traditional chemistry is used for modifying compounds of biological origin to produce pharmaceuticals (Lin et al., 2013; Paddon et al., 2013; a), biofuels (Anbarasan et al., 2012) and biomaterials (Suastegui et al., 2016), and there are comprehensive reviews describing these applications (Schwartz et al., 2014; Jambunathan and Zhang, 2015). The attractive technology to apply artificial metalloenzymes has also been recently and elegantly reviewed by Jeschek et al. (Jeschek et al., 2018). In this mini review, we focus on the use of biocompatible chemistry, that is mild chemistry compatible with the conditions of microbial life, for developing novel and improved microbial cell factories. By harnessing biocompatible chemistry, the repertoire of chemical reactions, which living organisms are capable of carrying out, can be greatly extended (Wallace and Balskus, 2014). Below, we provide examples of natural‐occurring as well as artificially designed applications of biocompatible chemistry. We specifically and briefly explain how biocompatible chemistry can be harnessed to extend metabolic capabilities of microorganisms at different levels: (i) substrate level: expanding the scope for cheap substrate utilization, like lignin and CO2; (ii) cell physiology level: promoting microbial growth under harsh conditions; (iii) product level: constructing novel metabolic pathways for valuable compounds. In addition to benefit bacteria, having biocompatible reactions in extremophiles that can tolerate high pressure, temperature or solvents could be envisioned as another interesting aspect in this area. The widespread occurrence of biocompatible chemistry paves the way for its various biotechnological applications.
Expanding the scope for cheap substrate utilization
Lignin
Lots of efforts have been focused on engineering various microorganisms to convert abundant and renewable feedstocks into biofuels, biochemicals and bioenergy (Lee and Kim, 2015), as the cost of the feedstock, to a large extent, determines the economic feasibility of the biological process. Lignocellulose is one of the most abundant renewable feedstocks available. However, there are great challenges associated with the use of this particular feedstock, due to its recalcitrant nature. In order for microorganisms to make use of lignocellulose derived sugars, lignin, a complex aromatic polymer, first needs to be degraded. Some microbes have developed sophisticated approaches involving non‐enzymatic chemistry to promote lignin degradation. A good example is the brown rot fungus Gloeophyllum trabeum, which secretes the compounds 2,5‐dimethoxy‐1,4‐benzoquinone (2,5‐DMBQ) and 4,5‐DMBQ, that drive a Fenton reaction system generating highly reactive hydroxyl radicals (·OH) (Jensen et al., 2001) (Fig. 1). These hydroxyl radicals can easily penetrate wood polymers, oxidize lignin and thereby facilitate the degradation process. By harnessing the similar strategy, the ectomycorrhizal fungus Paxillus involutus secrets a different compound – involutin (Fig. 1), to degrade both polysaccharides and lignin as well (Shah et al., 2015). This type of biocompatible chemistry in these fungi offers a competitive advantage over other microorganisms with which they compete for nutrients.
Figure 1.

Harnessing biocompatible chemistry to promote growth. 2,5 dimethoxy‐1,4‐benzoquinone (2,5‐DMBQ) and involution are secreted by certain fungi, and stimulate Fenton chemistry which results in formation of highly reactive hydroxyl radicals (·OH) that can be used to degrade lignin.
CO2
The direct CO2 fixation to form organic compounds is one renewable and sustainable solution for solving the global challenges, such as reducing the dependence on the fossil‐based industry and alleviating the climate warming problems (Liao et al., 2016). Biological systems, including plants, algae and microorganisms, always rely on the photosynthetic machinery to capture CO2 through the Calvin‐Benson‐Bassham (CBB) cycle (Chen et al., 2018). Although this system has been evolved over billions of years, many enzymes including Rubisco are exhibiting very low efficiencies (Li and Liao, 2013).
To overcome these limitations, Li et al. (2012) elegantly designed a system, where the typical light reactions were decoupled from dark reactions, and successfully integrated an electrochemical reaction to mimic the light reactions providing the necessary driving forces (ATP and NADPH) for the dark reactions (Fig. 2A). The integrated process included electrochemical formation of formate from CO2, formate utilization by the engineered bacteria – Ralstonia eutropha for producing isobutanol and 3‐methy‐1‐butanol. By using only electricity and CO2 in one bioreactor, it was demonstrated that 140 mg l−1 isobutanol and 3‐methy‐1‐butanol were achieved (Liao and Li, 2013). This case clearly demonstrates the great potential that lies in using biocompatible chemistry, which here refers to electrochemical conversion of CO2 to formate, for capturing CO2 as well as the conversion of electricity, which currently cannot be stored efficiently, to generate valuable biofuels and biochemicals. One challenge associated with this approach is lacking of efficient formate metabolizing pathways in microbes. Bar‐Even summarized the naturally occurring and synthetic pathways that support formate assimilation (Bar‐Even, 2016). And one naturally occurring metabolic route, called reductive glycine pathway (Fig. 2B), has been recently constructed in engineered Escherichia coli that can convert formate into glycine and serine (Yishai et al., 2018). It can even support slight growth using only formate and CO2 (Bang and Lee, 2018). All these pioneering works open up novel possibilities to integrate CO2‐converted formate into the cheap feedstock for microbial fermentation.
Figure 2.

The integration of an electrochemical reaction with cellular metabolism for CO2 fixation.
A. Formate is generated electrochemically from CO2 and H2O in the presence of Li catalyst. Formate is subsequently converted to CO2 and NADH by formate dehydrogenase (FDH) using an engineered Ralstonia eutropha strain. NADH is used for generating ATP via oxidative phosphorylation and NADPH through transhydrogenase, two compounds that are used to drive CO2 fixation to produce longer chain alcohols.
B. The reductive glycine pathway. CBB, calvin‐benson‐bassham; FDH, formate dehydrogenase; PHB, polyhydroxybutyrate; THF, tetrahydrofolate; Tr, transhydrogenase.
Promoting microbial growth under harsh conditions
Oxidative stress
Oxidative stress is one of the most common forms of stress that microorganisms are exposed to, and for this reason the microbes have developed various enzymatic and non‐enzymatic defense systems against it. Enzymes such as catalase, superoxide dismutase (SOD) and peroxidases can eliminate some of the reactive oxygen species (ROS) generated, and these enzymes rely on different metal ions for their catalytic function (Aguirre and Culotta, 2012). Mn2+ (manganese) is required for some types of SOD, but surprisingly Mn2+ can function as a SOD non‐enzymatically without a protein partner by interacting with simple molecules. Archibald and Fridovich found that a Mn2+‐dependent scavenging activity in Lactobacillus plantarum, an organism which is devoid of an SOD, could be attributed to Mn complexes with phosphate and lactate (Archibald and Fridovich, 1981, 1982a,1982b). Furthermore, it was found that in SOD mutant strains of Escherichia coli and Bacillus subtilis, oxidative damage could be alleviated when cells were grown in Mn2+‐rich medium (Inaoka et al., 1999; Al‐Maghrebi et al., 2002). A yeast mutant lacking the cytosolic Cu/Zn‐dependent SOD1 enzyme, accumulated superoxide, and this had a negative effect on amino acid biosynthesis and increased the mutation frequency (Lapinskas et al., 1996). Also in this case growing the mutant in the presence of high Mn2+ concentrations had a beneficial effect (Chang and Kosman, 1989; Sanchez et al., 2005). When the intracellular Mn2+ concentration was below a certain level, aerobic growth was hampered (Reddi et al., 2009; Reddi and Culotta, 2011). It seems that this simple Mn2+‐dependent non‐enzymatic reaction is universal, and acts as a supplement or as a backup of SOD enzymes.
The exact chemical mechanism by which Mn2+ can detoxify ROS still remains to be elucidated in detail. In vitro experimental studies by Barnese et al. confirmed that Manganese phosphate and Manganese carbonate under physiologically relevant conditions can catalyse superoxide disproportionation (Barnese et al., 2012). For instance, the complex – Mn2+‐P (phosphate or polyphosphate) can be oxidized by to form Mn (III) – Mn3+‐P, while the formed H2O2 can reduce the Mn (III), as shown in Fig. 3A. In vivo studies carried out by McNaughton et al. showed that Mn2+ is bound to phosphates (Mn‐Pi) and the intracellular level of Mn‐Pi was associated with the ability to handle ROS (McNaughton et al., 2010). Mn‐Pi and several Mn porphyrins have been shown to be able to substitute for SOD1 in yeast (Munroe et al., 2007). The mechanism of how the microorganisms physiologically form the Mn complexes is unknown. In the past, it was assumed that cellular regulation was not involved in their formation. However, the study carried out by Reddi and Culotta (2011) demonstrated that, in S. cerevisiae, the nutrient‐sensing and stress response pathways tightly regulate the formation of Mn complexes. Specifically, the serine/threonine protein kinase, Rim 15, can sense and respond to nutrient signals, including the changes in phosphate levels via the interaction with Pho80/Pho85 kinase and nitrogen levels via the Sch9 kinase. Rim 15 then acts on transcription via the two transcription factors Gis1 and Msn2/4. The loss of Gis1 can result in enhanced formation of Mn‐P complexes, while the loss of Msn2/4 has a depressing effect.
Figure 3.

Proposed mechanism for Mn2+‐dependent and ketoacid‐dependent detoxification of ROS and.
A. A Mn (II) complex, such as Mn2+‐P (phosphate or polyphosphate), can be oxidized by to a Mn (III) complex (Mn3+‐P) with the generation of H2O2, whereafter reduces Mn (III) to Mn (II) resulting in formation of O2. The superoxide dismutase (SOD) enzymatically can perform a similar detoxification of ROS.
B. The ketoacids, such as glyoxylate, pyruvate and α‐ketoglutarate can non‐enzymatically be converted into corresponding organic acids formate, acetate and succinate in the presence of H2O2.
In addition to Mn2+‐dependent non‐enzymatic antioxidation, it is reported that ketoacids are non‐enzymatically involved in ROS elimination. There are three main types of ketoacids that are pyruvate, α‐ketoglutarate and glyoxylate, which are intracellular metabolites and are able to perform non‐enzymatic decarboxylation in the presence of oxidizing agents (Fig. 3B) (Lemire et al., 2017). The soil microbe Pseudomonas fluorescens was able to increase the generation of pyruvate, α‐ketoglutarate and glyoxylate through metabolic reprogramming when exposed to ROS (Alhasawi et al., 2015). It was also found that the growth of low‐temperature‐stressed E. coli was significantly recovered when supplemented with peroxide degrading compounds like pyruvate or α‐ketoglutarate or catalase (Mizunoe et al., 1999). These observations point out that these ketoacids maybe commonly involved in combating oxidative stress in different microorganisms through biocompatible reactions. Harnessing these ketoacids as ROS scavengers could offer the organisms many benefits: (i) rapid adaptation to oxidative stress by adjusting the pools of these small metabolites. (ii) intracellular as well as extracellular ROS elimination, because these ketoacids and ROS can be secreted into the extracellular environment. (iii) recycling of the products, such as acetate produced from pyruvate oxidation and succinate produced from α‐ketoglutarate oxidation, readily into microbial metabolism.
Electron transfer under anaerobic conditions
Promoting extracellular chemistry by secreting redox‐active compounds appears to be a common approach that many microorganisms rely on. It is well‐known that some facultative anaerobic microorganisms use extracellular compounds as terminal electron acceptors under oxygen‐limiting conditions, and in some cases, secreted compounds are involved in this. For instance, it has been found that Shewanella algae BrY secretes melanin, which serves as a soluble electron shuttle, to reduce insoluble iron oxide (Turick et al., 2002) and that Pseudomonas chlororaphis secretes redox‐active pigments, such as phenazines, which are also involved in electron‐transfer reactions (Pham et al., 2008). These extracellular electron‐transfer reactions facilitate anaerobic respiration and help support growth under these conditions.
Actually due to the ability to secrete such electron shuttles, many bacteria have found applications in microbial fuel cells (Rabaey and Verstraete, 2005). There is one common group of molecules known as flavins serving as excellent electron shuttles. For example, S. oneidensis produced riboflavin and when riboflavin was removed from biofilms, the electron‐transfer rate was reduced by more than 70% (Marsili et al., 2008). P. aeruginosa was able to secrete another type of flavin called pyocyanin and the concentration of pyocyanin had a direct correlation to power generation efficiency (Shen et al., 2014). It would be expected that the electron‐transfer efficiency could be improved by engineering these bacteria to produce more electron shuttles.
Rescue of growth by synthesizing essential metabolites
Non‐enzymatic chemistry has also been used for rescuing auxotrophic microorganisms. For instance, p‐aminobenzoic acid (PABA) and p‐hydroxybenzoic acid (PHBA) are the essential precursors for the synthesis of folate and ubiquinone in microorganisms, respectively. Lee et al. (2013) developed two biocompatible reactions that directly can take place in the fermentation medium, either based on a ruthenium or an iron catalyst, and that can facilitate conversion of different precursors into essential metabolites PABA or PHBA. These catalysts enabled growth of E. coli mutants that were unable to synthesize these compounds. The biocompatibility of these organic or inorganic catalysts with microorganisms is yet another demonstration of the feasibility of incorporating biocompatible chemistry for promoting cellular growth and microbial survival.
Producing valuable chemicals
Food ingredients – Diacetyl and (S, S)‐2,3‐Butanediol
As mentioned, biocompatible chemistry is a useful add‐on to the chemistry of the living cell. We recently took advantage of this and demonstrated how it could be used, in conjunction with a metabolically engineered Lactococcus lactis strain, to produce the three industrially important chemicals diacetyl, (3S)‐acetoin and (S,S)‐2,3‐Butanediol (S‐BDO) (Liu et al., 2016a,2016b). L. lactis is a widely used dairy bacterium, with great potential to serve as an efficient microbial cell factory (Kandasamy et al., 2016; Liu et al., 2016c,2016d, 2017, 2019).
Diacetyl is a food ingredient with strong buttery aroma, while (3S)‐acetoin and S‐BDO are valuable stereoisomers that have various applications (Lee et al., 2011; Xiao and Lu, 2014). However, the fermentative production of these compounds has not been fully explored, especially for the latter two, where no previously described fermentative approaches have been reported. For diacetyl, one of the challenges is its slow formation from α‐acetolactate via non‐enzymatic oxidative decarboxylation. The conversion of α‐acetolactate to diacetyl can, however, be accelerated by various metal catalysts (Fe3+, Fe2+ or Cu2+) (Mohr et al., 1997). We combined metabolic engineering of L. lactis, which included the inactivation of all the competitive pathways by deleting the genes encoding lactate dehydrogenase (LDH), phosphotransacetylase (PTA), alcohol dehydrogenase (ADHE), α‐acetolactate decarboxylase (ALDB) and diacetyl reductase (DAR)/butanediol dehydrogenase (ButBA), with biocompatible chemistry by adding metal catalysts to achieve the high‐titre and high‐yield production of diacetyl. Subsequently, we extended the metabolic pathway from diacetyl to (3S)‐acetoin and S‐BDO by the introducing DAR/BDH from Enterobacter cloacae. In this way, biocompatible chemistry was used to link two metabolic pathways (Module I & III, Fig. 4A), by accelerating conversion of α‐acetolactate to diacetyl (Module II), thereby allowing for synthesis of S‐BDO, in a redox neutral fashion and with high yield.
Figure 4.

Producing unique chemicals by harnessing biocompatible chemistry. The biocompatible reactions involved are highlighted by green background.
A. The non‐enzymatic oxidative decarboxylation from α‐acetolactate to diacetyl (Module II) links the two metabolic pathways (Module I: from glucose to α‐acetolactate by glycolysis and α‐acetolactate synthase; Module III: from diacetyl to S‐acetoin and further to (S,S)‐2,3‐butanediol by butanediol dehydrogenase). The synthetic pathway for (S,S)‐2,3‐butanediol is redox neutral.
B. The Pictet–Spengler chemical reaction is involved in the condensation of dopamine and 3,4‐DHPAA (3,4‐dihydroxyphenylacetaldehyde) to form (S)‐norlaudanosoline, which is an essential precursor for the synthesis of thebaine.
C. The non‐enzymatic chemical reactions are responsible for the final steps in the synthesis of artemisinin from dihydroartemisinic acid (DHAA).
D. Non‐enzymatic oxygenated metabolites in the presence of reactive oxygen species, 5‐F3t‐isoprostanes (IsoP) from EPA and F4t‐neuroprostanes (NeuroP) from DHA.
E. The production of norisoprenoid by combining enzymatic and non‐enzymatic reactions in Bacillus cells. Menaquinone‐7, which is synthesized by combination of heptaprenyl diphosphate and 1,4‐dihydroxy‐2‐naphtoate (DHNA) through enzymatic reactions, can react with superoxide non‐enzymatically to form farnesylfarnesylacetone, one non‐C5‐units terpenoid. Another two norisoprenoids farnesylacetone and phytone can be formed similarly from menaquinone‐4 and phylloquinone, respectively.
F. In the presence of phthalocyanine catalyst, phenyl cyclopropane can be achieved from styrene, which is biosynthesized in metabolically engineered E. coli. The vitamin E‐derived micelles provide compartmentalized space to accommodate this chemical reaction to alleviate the toxicity of styrene and further increase the production of phenyl cyclopropane with high titre and productivity.
G. Non‐enzymatic glycosylation between an aldehyde group in glucose and an amino group in para‐aminobenzoate (PABA). It was found as a byproduct for producing PABA in engineered C. glutamicum.
Potential pharmaceuticals
In this part, various metabolic pathways in combination with biocompatible chemistry will be further illustrated for producing bioactive compounds and potential pharmaceutical drugs. It includes (i) amino acid‐derived pathway for thebaine synthesis from tyrosine, (ii) IPP (isopentenyl pyrophosphate)‐derived terpenoid pathway with artemisinin as an example, (iii) Non‐C5‐units terpenoid pathway for synthesis of norisprenoid, (iv) fatty acid‐derived pathway for cyclic‐oxygenated metabolites.
Thebaine is the precursor for opioid production and opioid has many medical applications for pain relief as well as palliative care (Thodey et al., 2014). The biosynthesis of thebaine is derived from amino acid – tyrosine, which undergoes enzymatic reactions to form dopamine and 3,4‐dihydroxyphenylacetaldehyde (3,4‐DHPAA). The non‐enzymatic Pictet–Spengler reaction is able to combine dopamine with 3,4‐DHPAA to produce (S)‐norlaudanosoline (Fig. 4B), which is an essential precursor for thebaine (Nakagawa et al., 2015). The Pictet–Spengler reaction, therefore, links the upstream and downstream metabolic pathways for the complete formation of thebaine. In addition to the non‐enzymatic reaction, the norcoclaurine synthase from Thalictrum flavum was discovered to be able to catalyse the Pictet–Spengler reaction (Lichman et al., 2017), which provides another possibility for its complete biosynthesis.
In diverse terpenoid families, artemisinin is one of the most effective therapeutic drugs and is used as a standard treatment for malaria. Great efforts have been used to produce this compound through a completely biosynthetic pathway, but presently the microbial production is terminated at artemisinic acid (AA), which requires the subsequent chemical conversion to artemisinin (Ro et al., 2006; Paddon et al., 2013). It was discovered non‐enzymatic chemical reactions are responsible for the final steps in the synthesis of artemisinin (Fig. 4C), in particular from dihydroartemisinic acid (DHAA) (Sy and Brown, 2002; Czechowski et al., 2016). So harnessing and accelerating these non‐enzymatic reactions in microbes could provide a complete pathway for artemisinin.
Recently, a non‐C5‐unit terpenoid, farnesylfarnesylacetone (C33 norisoprenoid), was proposed to be synthesized by combining enzymatic and non‐enzymatic chemistry (Ueda et al., 2018). Norisoprenoids are widely distributed in nature as insect hormones and pheromones, plant odorants and microbial volatiles. Some of them are potential antiulcer drugs (Hirakawa et al., 1996). In B. megaterium and B. subtilis, Ueda et al. proposed that superoxide mediated the cleavage of menaquinone‐7 in a non‐enzymatic way to synthesize farnesylfarnesylacetone (Fig. 4E). Another two norisoprenoids farnesylacetone and phytone can be formed similarly from menaquinone‐4 and phylloquinone, respectively.
Docosahexaenoic acid (DHA) and eicosapentaenoic acid (EPA) are long chain polyunsaturated fatty acids and they have beneficial effects on human health. Metabolic engineering of Yarrowia lipolytica has been reported to produce DHA and EPA (Xue et al., 2013; Zhu and Jackson, 2015). Due to the abundance of double bonds in the structure of DHA and EPA, they can undergo non‐enzymatic peroxidation to produce cyclic‐oxygenated metabolites under oxidative stress conditions (Roy et al., 2016). These metabolites, such as 5‐F3‐isoprostanes (IsoP) from EPA and F4‐neuroprostanes (NeuroP) from DHA (Fig. 4D), are potential bioactive drugs for treating neurological disorders such as Alzheimer's disease and Parkinson's disease (Becker, 2004).
Important industrial chemical – cyclopropane
It was reported that a biocompatible cyclopropanation reaction was used for generating the non‐natural phenyl cyclopropane directly from styrene in the presence of an iron phthalocyanine catalyst (FeTPPCl or FePcCl) (Wallace and Balskus, 2015). The styrene was produced using a metabolically engineered E. coli strain (a phenylalanine overproducer), in which phenylalanine ammonia lyase (PAL) from Arabidopsis thaliana and trans‐cinnamic acid decarboxylase (CADC) from Saccharomyces cerevisiae had been introduced to redirect the flux from phenylalanine to styrene (McKenna and Nielsen, 2011). More interestingly, they modified this fermentation system (including the catalysts) by adding vitamin E‐derived designer micelles (Fig. 4F), which provided compartmentalized space for biocompatible chemistry to convert styrene to phenyl cyclopropene (Wallace and Balskus, 2016). This elegant design alleviates the toxicity of styrene, enables the production of phenyl cyclopropene from glucose directly with higher titre and productivity and provides an example on how to avoid toxic effects from catalysts or reactions on microorganisms. This case illustrates that biocompatible chemistry can be used to expand the variety of chemicals that can be derived from renewable and sustainable feedstocks, particularly those of industrial importance that are not easily made using conventional enzyme‐catalysed chemistry.
Byproducts
As mentioned above, non‐enzymatic chemistry can be used to complement and expand the synthesis capability of microbial cell factories for producing valuable products, it is also possible to synthesize non‐targeted byproducts. Kubota et al. found that when they engineered Corynebacterium glutamicum for the production of PABA, an N‐glucosyl byproduct was formed spontaneously, which was caused by an non‐enzymatic chemistry between an amino group in PABA and an aldehyde group of glucose (Fig. 4G) (Kubota et al., 2016). Because this glycation reaction was reversible, the byproduct can be converted to PABA when glucose concentration was low or treated by acid. Although N‐glucosyl PABA is considered as a side product compared with PABA, having this non‐enzymatic reaction can benefit the cells to produce higher titres of PABA, because N‐glucosyl PABA is much less toxic than pure PABA and the glycosylated form can be easily converted to the desired product. This byproduct‐formation case actually offers advantages for producing more target products. Another example also lies in the synthesis of PABA from chorismate. Chorismate is also the precursor for aromatic amino acid production. Winter et al. (2014) knocked out the genes ARO7/PHA2 responsible for the conversion from chorismate to phenylpyruvate in order to drive the chorismate flux into PABA, but they found that phenylpyruvate can be formed non‐enzymatically by chorismate rearrangement. Therefore, understanding these non‐enzymatic reactions could help us design rational approaches to increase the production of target chemicals.
Extremophiles with biocompatible chemistry
As a large number of chemical reactions (non‐enzymatic) require high temperature, high pressure or extremely acidic (or alkaline) conditions, these requirements are not compatible with the growth conditions for most of the bacteria. However, there are some extremophiles isolated from extreme environments that can tolerate these conditions with high biocompatibility. So harnessing these non‐enzymatic chemical reactions in extremophiles would be promising for expanding their surviving or synthesis capacities. For example, in seafloor hydrothermal vents where the temperature is extremely high and the hydrothermal fluid is composed of minerals (Fe, Zn, Mn and Cu) and small molecules (H2, H2S, CH4), the inorganic oxidation/reduction reactions play key roles for producing simple organic compounds, such as formate, amino acid and pyruvate (Zierenberg et al., 2000). It is reported several hyperthermophilic archaea belonging to the Thermococcus genus, that are isolated from deep‐sea hydrothermal field, are capable of oxidizing formate to produce ATP for surviving with the coproduction of H2 (Kim et al., 2010). The diversity of life in these extreme environments provides clues for life evolution and also represents an opportunity to exploring extremophiles in combination with biocompatible chemistry for biotechnological applications (Di Donato et al., 2018).
The widespread non‐enzymatic chemistry
Although the interaction between non‐enzyme‐catalysed chemistry and cellular metabolism has caught little attention, it is in fact a ubiquitous and frequent event. Keller et al. summarized that the non‐enzymatic reactions could occur in all the six major enzymatic classes: oxidoreductases, transferases, hydrolases, lyases, isomerases and ligases (Keller et al., 2015). The representative examples, which are present in the central metabolic pathways, include the non‐enzymatic isomerization between glucose‐6‐phosphate and fructose‐6‐phosphate in the glycolysis pathway (Gracy and Noltmann, 1968), the non‐enzymatic hydrolysis of 6‐phosphogluconolactone to 6‐phosphogluconate in the pentose phosphate pathway (PPP) (Rakitzis and Papandreou, 1998). Most of these non‐enzymatic reactions are spontaneous or accelerated by small metal catalysts, and can occur in parallel with enzymatic pathways. There are also specific non‐enzymatic reactions, during which biocompatible chemistry occurs as the only pathway. A well‐known example is the synthesis of vitamin D3, where the precursor 7‐dehydrocholesterol is converted to pre‐vitamin D3 by UV‐light‐induced isomerization followed by spontaneous isomerization to mature vitamin D3 (Deluca, 2014). The widespread non‐enzymatic reactions have been proposed to play important roles in the origin of life (Keller et al., 2014). These non‐enzymatic reactions are also particularly relevant to cellular metabolism under stress conditions, for example ferrous iron‐catalysed conversion of hydrogen peroxide to hydroxyl radical under oxidative stress (Valko et al., 2005), non‐specific protein modifications and amino acid conjugations under heat stress or exposure to UV (Keller et al., 2015), protein lysines acylated with reactive thioesters (e.g. acetyl‐CoA) that accumulates and becomes ‘carbon stress’ as defined by Wagner and Hirschey (2014). Although many non‐enzymatic reactions have been substituted by enzymatic counterparts in the process of evolution, it is quite interesting to investigate the opportunities to intentionally use biocompatible chemistry for extending metabolic capabilities of microorganisms.
Conclusions and future perspectives
The incorporation of biocompatible chemistry into microbial metabolism provides a novel approach to construct various microbial cell factories. These biocompatible non‐enzymatic reactions could facilitate the degradation of recalcitrant lignin through Fenton chemistry, the detoxification of ROS by Mn‐dependent chemistry and also expand the repertoire of compounds that can be produced by pure enzymatic transformation or pure organic synthesis as well as drive CO2 fixation in a comparably efficient manner. The widespread role of biocompatible chemistry in cellular metabolism paves the way for its various biotechnological applications.
To transform the knowledge in biocompatible chemistry into a transferrable technology that is systematically applicable to diverse scenarios and biological systems, the critical next step would be to construct databases compatible with the state‐of‐the‐art systems biology and develop computational methods for identifying novel pathways that exploit biocompatible chemistry. For example, all chemical reactions that can convert compounds with structural similarity to any metabolites present in cells under relatively mild conditions (within the biological realm) can be collected. Advanced atom mapping algorithms, for example, canonical labelling for clique approximation (Kumar and Maranas, 2014), minimum‐weighted edit‐distance (Latendresse et al., 2012), are able to analyse the mechanisms of reactions at the atomic level. A database for reactions with atom mappings and compounds with potential biocompatibility can be constructed. From the reaction atom mappings and chemical structures of compounds, novel reactions on unforeseen metabolites can be predicted using powerful computational techniques (e.g. machine learning) that have been increasingly employed to predict enzyme promiscuity (e.g. de Groot et al., 2009; Jeffryes et al., 2015; Mu et al., 2011). With this information integrated into the metabolic networks of production organisms, novel pathways combining metabolic reactions and non‐enzymatic reactions can be explored. Computational frameworks similar to OptStrain (Pharkya et al., 2004), OptForce (Chowdhury et al., 2014), etc. that take into account of the metabolic network structure as well as the microbial growth can also be developed specifically for biocompatible chemistry. These in silico tools along with wet‐laboratory experiments will be able to reveal the impact of non‐enzymatic reactions on cellular metabolism at the system level and inspire innovative strategies for combining metabolic engineering and biocompatible chemistry.
Conflict of interests
None declared.
Acknowledgements
This work was supported by Innovation fund Denmark (Grants 6150‐00036B and 4150‐00037B). We acknowledge Joshua Chan for his comments and helpful discussions.
Microbial Biotechnology (2020) 13(1), 54–66
Funding Information
This work was supported by Innovation fund Denmark (Grants 6150‐00036B and 4150‐00037B).
Contributor Information
Jian‐Ming Liu, Email: jial@dtu.dk.
Christian Solem, Email: chso@food.dtu.dk.
Peter Ruhdal Jensen, Email: perj@food.dtu.dk.
References
- Aguirre, J.D. , and Culotta, V.C. (2012) Battles with iron: manganese in oxidative stress protection. J Biol Chem 287: 13541–13548. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Alhasawi, A. , Leblanc, M. , Appanna, N.D. , Auger, C. , and Appanna, V.D. (2015) Aspartate metabolism and pyruvate homeostasis triggered by oxidative stress in Pseudomonas fluorescens: a functional metabolomic study. Metabolomics 11: 1792–1801. [Google Scholar]
- Al‐Maghrebi, M. , Fridovich, I. , and Benov, L. (2002) Manganese supplementation relieves the phenotypic deficits seen in superoxide‐dismutase‐null Escherichia coli . Arch Biochem Biophys 402: 104–109. [DOI] [PubMed] [Google Scholar]
- Anbarasan, P. , Baer, Z.C. , Sreekumar, S. , Gross, E. , Binder, J.B. , Blanch, H.W. , et al (2012) Integration of chemical catalysis with extractive fermentation to produce fuels. Nature 491: 235–239. [DOI] [PubMed] [Google Scholar]
- Archibald, F.S. , and Fridovich, I. (1981) Manganese and defenses against oxygen toxicity in Lactobacillus plantarum . J Bacteriol 145: 442–451. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Archibald, F.S. , and Fridovich, I. (1982a) The scavenging of superoxide radical by manganous complexes: In vitro. Arch Biochem Biophys 214: 452–463. [DOI] [PubMed] [Google Scholar]
- Archibald, F.S. , and Fridovich, I. (1982b) Investigations of the state of the manganese in Lactobacillus plantarum . Arch Biochem Biophys 215: 589–596. [DOI] [PubMed] [Google Scholar]
- Bang, J. , and Lee, S.Y. (2018) Assimilation of formic acid and CO2 by engineered Escherichia coli equipped with reconstructed one‐carbon assimilation pathways. Proc Natl Acad Sci USA 115: E9271–E9279. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Bar‐Even, A. (2016) Formate assimilation: the metabolic architecture of natural and synthetic pathways. Biochemistry 55: 3851–3863. [DOI] [PubMed] [Google Scholar]
- Barnese, K. , Gralla, E.B. , Valentine, J.S. , and Cabelli, D.E. (2012) Biologically relevant mechanism for catalytic superoxide removal by simple manganese compounds. Proc Natl Acad Sci USA 109: 6892–6897. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Becker, L.B. (2004) New concepts in reactive oxygen species and cardiovascular reperfusion physiology. Cardiovasc Res 61: 461–470. [DOI] [PubMed] [Google Scholar]
- Becker, J. , Zelder, O. , Häfner, S. , Schröder, H. , and Wittmann, C. (2011) From zero to hero‐Design‐based systems metabolic engineering of Corynebacterium glutamicum for l‐lysine production. Metab Eng 13: 159–168. [DOI] [PubMed] [Google Scholar]
- Chang, E.C. , and Kosman, D.J. (1989) Intracellular Mn(II)‐associated superoxide scavenging activity protects Cu, Zn superoxide dismutase‐deficient Saccharomyces cerevisiae against dioxygen stress. J Biol Chem 264: 12172–12178. [PubMed] [Google Scholar]
- Chen, Y. , and Nielsen, J. (2013) Advances in metabolic pathway and strain engineering paving the way for sustainable production of chemical building blocks. Curr Opin Biotechnol 24: 965–972. [DOI] [PubMed] [Google Scholar]
- Chen, X. , Gao, C. , Guo, L. , Hu, G. , Luo, Q. , Liu, J. , et al (2018) DCEO biotechnology: tools to design, construct, evaluate, and optimize the metabolic pathway for biosynthesis of chemicals. Chem Rev 118: 4–72. [DOI] [PubMed] [Google Scholar]
- Chowdhury, A. , Zomorrodi, A.R. , and Maranas, C.D. (2014) k‐OptForce: integrating kinetics with flux balance analysis for strain design. PLoS Comput Biol 10: e1003487. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Czechowski, T. , Larson, T.R. , Catania, T.M. , Harvey, D. , Brown, G.D. , and Graham, I.A. (2016) Artemisia annua mutant impaired in artemisinin synthesis demonstrates importance of nonenzymatic conversion in terpenoid metabolism. Proc Natl Acad Sci USA 113: 15150–15155. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Davison, B.H. and Lievense, J. (2016) Technology challenges and opportunities SBE supplement: Commercializing Industrial Biotechnology. Chem Eng Prog, 35–42. [Google Scholar]
- Deluca, H.F. (2014) History of the discovery of vitamin D and its active metabolites. Bonekey Rep 3: 479. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Di Donato, P. , Buono, A. , Poli, A. , Finore, I. , Abbamondi, G.R. , Nicolaus, B. , and Lama, L. (2018) Exploring marine environments for the identification of extremophiles and their enzymes for sustainable and green bioprocesses. Sustainability 11: 149. [Google Scholar]
- Gracy, W. , and Noltmann, A. (1968) Studies on phosphomannose isomerase. III. A mechanism for catalysis and for the role of zinc in the enzymatic and nonenzymatic isomerization. J Biol Chem 243: 5410–5419. [PubMed] [Google Scholar]
- de Groot, M.J. , van Berlo, R.J. , van Winden, W.A. , Verheijen, P.J. , Reinders, M.J. , and de Ridder, D. (2009) Metabolite and reaction inference based on enzyme specificities. Bioinformatics 25: 2975–2982. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Hirakawa, T. , Rokutan, K. , Nikawa, T. , and Kishi, K. (1996) Geranylgeranylacetone induces heat shock proteins in cultured guinea pig gastric mucosal cells and rat gastric mucosa. Gastroenterology 111: 345–357. [DOI] [PubMed] [Google Scholar]
- Hong, K.K. , and Nielsen, J. (2012) Metabolic engineering of Saccharomyces cerevisiae: a key cell factory platform for future biorefineries. Cell Mol Life Sci 69: 2671–2690. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Inaoka, T. , Matsumura, Y. , and Tsuchido, T. (1999) SodA and manganese are essential for resistance to oxidative stress in growing and sporulating cells of Bacillus subtilis . J Bacteriol 181: 1939–1943. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Jambunathan, P. , and Zhang, K. (2015) Combining biological and chemical approaches for green synthesis of chemicals. Curr Opin Chem Eng 10: 35–41. [Google Scholar]
- Jeffryes, J.G. , Colastani, R.L. , Elbadawi‐Sidhu, M. , Kind, T. , Niehaus, T.D. , Broadbelt, L.J. , et al (2015) MINEs: open access databases of computationally predicted enzyme promiscuity products for untargeted metabolomics. J Cheminform 7: 44. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Jensen, K.A. , Houtman, C.J. , Ryan, Z.C. , and Hammel, K.E. (2001) Pathways for extracellular fenton chemistry in the brown rot basidiomycete Gloeophyllum trabeum . Appl Environ Microbiol 67: 2705–2711. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Jeschek, M. , Panke, S. , and Ward, T.R. (2018) Artificial metalloenzymes on the verge of new‐to‐nature metabolism. Trends Biotechnol 36: 60–72. [DOI] [PubMed] [Google Scholar]
- Kandasamy, V. , Liu, J. , Dantoft, S.H. , Solem, C. , and Jensen, P.R. (2016) Synthesis of (3R)‐acetoin and 2,3‐butanediol isomers by metabolically engineered Lactococcus lactis . Sci Rep 6: 36769. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Keasling, J. , and Abraham Mendoza, P.S.B. (2012) Synthesis: a constructive debate. Nature 492: 188–189. [DOI] [PubMed] [Google Scholar]
- Keller, M.A. , Turchyn, A.V. , and Ralser, M. (2014) Non‐enzymatic glycolysis and pentose phosphate pathway‐like reactions in a plausible Archean ocean. Mol Syst Biol 10: 1–12. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Keller, M.A. , Piedrafita, G. , and Ralser, M. (2015) The widespread role of non‐enzymatic reactions in cellular metabolism. Curr Opin Biotechnol 34: 153–161. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Kim, Y.J. , Lee, H.S. , Kim, E.S. , Bae, S.S. , Lim, J.K. , Matsumi, R. , et al (2010) Formate‐driven growth coupled with H2 production. Nature 467: 352–355. [DOI] [PubMed] [Google Scholar]
- Kim, H.U. , Charusanti, P. , Lee, S.Y. , and Weber, T. (2016) Metabolic engineering with systems biology tools to optimize production of prokaryotic secondary metabolites. Nat Prod Rep 00: 1–9. [DOI] [PubMed] [Google Scholar]
- Kubota, T. , Watanabe, A. , Suda, M. , Kogure, T. , Hiraga, K. , and Inui, M. (2016) Production of para‐aminobenzoate by genetically engineered Corynebacterium glutamicum and non‐biological formation of an N‐glucosyl byproduct. Metab Eng 38: 322–330. [DOI] [PubMed] [Google Scholar]
- Kumar, A. , and Maranas, C.D. (2014) CLCA: maximum common molecular substructure queries within the MetRxn database. J Chem Inf Model 54: 3417–3438. [DOI] [PubMed] [Google Scholar]
- Lapinskas, P.J. , Lin, S.J. , and Culotta, V.C. (1996) The role of the Saccharomyces cerevisiae CCC1 gene in the homeostasis of manganese ions. Mol Microbiol 21: 519–528. [DOI] [PubMed] [Google Scholar]
- Latendresse, M. , Malerich, J.P. , Travers, M. , and Karp, P.D. (2012) Accurate atom‐mapping computation for biochemical reactions. J Chem Inf Model 52: 2970–2982. [DOI] [PubMed] [Google Scholar]
- Lee, S.Y. , and Kim, H.U. (2015) Systems strategies for developing industrial microbial strains. Nat Biotechnol 33: 1061–1072. [DOI] [PubMed] [Google Scholar]
- Lee, J.W. , Kim, H.U. , Choi, S. , Yi, J. , and Lee, S.Y. (2011) Microbial production of building block chemicals and polymers. Curr Opin Biotechnol 22: 758–767. [DOI] [PubMed] [Google Scholar]
- Lee, J.W. , Na, D. , Park, J.M. , Lee, J. , Choi, S. , and Lee, S.Y. (2012) Systems metabolic engineering of microorganisms for natural and non‐natural chemicals. Nat Chem Biol 8: 536–546. [DOI] [PubMed] [Google Scholar]
- Lee, Y. , Umeano, A. , and Balskus, E.P. (2013) Rescuing auxotrophic microorganisms with nonenzymatic chemistry. Angew Chemie Int Ed 52: 11800–11803. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lemire, J. , Alhasawi, A. , Appanna, V.P. , Tharmalingam, S. , and Appanna, V.D. (2017) Metabolic defence against oxidative stress: the road less travelled so far. J Appl Microbiol 123: 798–809. [DOI] [PubMed] [Google Scholar]
- Li, H. , and Liao, J.C. (2013) Biological conversion of carbon dioxide to photosynthetic fuels and electrofuels. Energy Environ Sci 6: 2892. [Google Scholar]
- Li, H. , Opgenorth, P.H. , Wernick, D.G. , Rogers, S. , Wu, T. , Higashide, W. , et al (2012) Integrated electromicrobial conversion of CO2 to higher alcohols. Science 335: 1596. [DOI] [PubMed] [Google Scholar]
- Liao, J.C. and Li, H. (2013). Integrated electro‐bioreactor. WO2013123454.
- Liao, J.C. , Mi, L. , Pontrelli, S. , and Luo, S. (2016) Fuelling the future: microbial engineering for the production of sustainable biofuels. Nat Rev Microbiol 14: 288–304. [DOI] [PubMed] [Google Scholar]
- Lichman, B.R. , Zhao, J. , Hailes, H.C. , and Ward, J.M. (2017) Enzyme catalysed Pictet‐Spengler formation of chiral 1,1’‐disubstituted‐ and spiro‐tetrahydroisoquinolines. Nat Commun 8: 14883. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Lin, Y. , Shen, X. , Yuan, Q. , and Yan, Y. (2013) Microbial biosynthesis of the anticoagulant precursor 4‐hydroxycoumarin. Nat Commun 4: 2603. [DOI] [PubMed] [Google Scholar]
- Liu, J. , Chan, S.H.J. , Brock‐Nannestad, T. , Chen, J. , Lee, S.Y. , Solem, C. , and Jensen, P.R. (2016a) Combining metabolic engineering and biocompatible chemistry for high‐yield production of homo‐diacetyl and homo‐(S, S)‐2,3‐butanediol. Metab Eng 36: 57–67. [DOI] [PubMed] [Google Scholar]
- Liu, J. , Solem, C. , and Jensen, P.R. (2016b) Integrating biocompatible chemistry and manipulating cofactor partitioning in metabolically engineered Lactococcus lactis for fermentative production of (3S)‐acetoin. Biotechnol Bioeng 113: 2744–2748. [DOI] [PubMed] [Google Scholar]
- Liu, J. , Dantoft, S.H. , Würtz, A. , Jensen, P.R. , and Solem, C. (2016c) A novel cell factory for efficient production of ethanol from dairy waste. Biotechnol Biofuel 9: 33. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Liu, J. , Kandasamy, V. , Würtz, A. , Jensen, P.R. , and Solem, C. (2016d) Stimulation of acetoin production in metabolically engineered Lactococcus lactis by increasing ATP demand. Appl Microbiol Biotechnol 100: 9509–9517. [DOI] [PubMed] [Google Scholar]
- Liu, J. , Wang, Z. , Kandasamy, V. , Lee, S.Y. , Solem, C. , and Jensen, P.R. (2017) Harnessing the respiration machinery for high‐yield production of chemicals in metabolically engineered Lactococcus lactis . Met Eng 44: 22–29. [DOI] [PubMed] [Google Scholar]
- Liu, J. , Chan, S.H.J. , Chen, J. , Solem, C. , and Jensen, P.R. (2019) Systems biology – A guide for understanding and developing improved strains of lactic acid bacteria. Front Microbiol 10: 1–19. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Marsili, E. , Baron, D.B. , Shikhare, I.D. , Coursolle, D. , Gralnick, J.A. , and Bond, D.R. (2008) Shewanella secretes flavins that mediate extracellular electron transfer. Proc Natl Acad Sci USA 105: 3968–3973. [DOI] [PMC free article] [PubMed] [Google Scholar]
- McDaniel, R. , and Weiss, R. (2005) Advances in synthetic biology: on the path from prototypes to applications. Curr Opin Biotechnol 16: 476–483. [DOI] [PubMed] [Google Scholar]
- McKenna, R. , and Nielsen, D.R. (2011) Styrene biosynthesis from glucose by engineered E. coli . Metab Eng 13: 544–554. [DOI] [PubMed] [Google Scholar]
- McNaughton, R.L. , Reddi, A.R. , Clement, M.H.S. , Sharma, A. , Barnese, K. , Rosenfeld, L. , et al (2010) Probing in vivo Mn2+ speciation and oxidative stress resistance in yeast cells with electron‐nuclear double resonance spectroscopy. Proc Natl Acad Sci USA 107: 15335–15339. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Mizunoe, Y. , Wai, S.N. , Takade, A. , and Yoshida, S.I. (1999) Restoration of culturability of starvation‐stressed and low‐ temperature‐stressed Escherichia coli 0157 cells by using H2O2‐degrading compounds. Arch Microbiol 172: 63–67. [DOI] [PubMed] [Google Scholar]
- Mohr, B. , Aymes, F. , Rea, M.C. , Monnet, C. , and Cogan, T.M. (1997) A new method for the determination of 2‐acetolactate in dairy products. Int Dairy J 7: 701–706. [Google Scholar]
- Mu, F. , Unkefer, C.J. , Unkefer, P.J. , and Hlavacek, W.S. (2011) Prediction of metabolic reactions based on atomic and molecular properties of small‐molecule compounds. Bioinformatics 27: 1537–1545. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Munroe, W. , Kingsley, C. , Durazo, A. , Butler Gralla, E. , Imlay, J.A. , Srinivasan, C. , and Selverstone Valentine, J. (2007) Only one of a wide assortment of manganese‐containing SOD mimicking compounds rescues the slow aerobic growth phenotypes of both Escherichia coli and Saccharomyces cerevisiae strains lacking superoxide dismutase enzymes. J Inorg Biochem 101: 1875–1882. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Nakagawa, A. , Matsumura, E. , Koyanagi, T. , Katayama, T. , Kawano, N. , Yoshimatsu, K. , et al (2015) Total biosynthesis of opiates by stepwise fermentation using engineered Escherichia coli . Nat Commun 7: 10390. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Nakamura, C.E. , and Whited, G.M. (2003) Metabolic engineering for the microbial production of 1,3‐propanediol. Curr Opin Biotechnol 14: 454–459. [DOI] [PubMed] [Google Scholar]
- Nesbeth, D.N. , Zaikin, A. , Saka, Y. , Romano, M.C. , Giuraniuc, C.V. , Kanakov, O. , and Laptyeva, T. (2016) Synthetic biology routes to bio‐artificial intelligence. Essays Biochem 60: 381–391. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Paddon, C.J. , Westfall, P.J. , Pitera, D.J. , Benjamin, K. , Fisher, K. , McPhee, D. , et al (2013) High‐level semi‐synthetic production of the potent antimalarial artemisinin. Nature 496: 528–532. [DOI] [PubMed] [Google Scholar]
- Pham, T.H. , Boon, N. , De Maeyer, K. , Hofte, M. , Rabaey, K. , and Verstraete, W. (2008) Use of Pseudomonas species producing phenazine‐based metabolites in the anodes of microbial fuel cells to improve electricity generation. Appl Microbiol Biotechnol 80: 985–993. [DOI] [PubMed] [Google Scholar]
- Pharkya, P. , Burgard, A. , and Maranas, C.D. (2004) OptStrain: a computational framework for redesign of microbial production systems. Genome Res 14: 2367–2376. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Rabaey, K. , and Verstraete, W. (2005) Microbial fuel cells: novel biotechnology for energy generation. Trends Biotechnol 23: 291–298. [DOI] [PubMed] [Google Scholar]
- Rakitzis, E.T. , and Papandreou, P. (1998) Reactivity of 6‐phosphogluconolactone with hydroxylamine: the possible involvement of glucose‐6‐phosphate dehydrogenase in endogenous glycation reactions. Chem Biol Interact 113: 205–216. [DOI] [PubMed] [Google Scholar]
- Reddi, A.R. , and Culotta, V.C. (2011) Regulation of manganese antioxidants by nutrient sensing pathways in Saccharomyces cerevisiae . Genetics 189: 1261–1270. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Reddi, A.R. , Jensen, L.T. , Naranuntarat, A. , Rosenfeld, L. , Leung, E. , Shah, R. , and Culotta, V.C. (2009) The overlapping roles of manganese and Cu/Zn SOD in oxidative stress protection. Free Radic Biol Med 46: 154–162. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Ro, D.K. , Paradise, E.M. , Ouellet, M. , Fisher, K.J. , Newman, K.L. , Ndungu, J.M. , et al (2006) Production of the antimalarial drug precursor artemisinic acid in engineered yeast. Nature 440: 940–943. [DOI] [PubMed] [Google Scholar]
- Roy, J. , Le Guennec, J.Y. , Galano, J.M. , Thireau, J. , Bultel‐Poncé, V. , Demion, M. , et al (2016) Non‐enzymatic cyclic oxygenated metabolites of omega‐3 polyunsaturated fatty acid: bioactive drugs? Biochimie 120: 56–61. [DOI] [PubMed] [Google Scholar]
- Sanchez, R.J. , Srinivasan, C. , Munroe, W.H. , Wallace, M.A. , Martins, J. , Kao, T.Y. , et al (2005) Exogenous manganous ion at millimolar levels rescues all known dioxygen‐sensitive phenotypes of yeast lacking CuZnSOD. J Biol Inorg Chem 10: 913–923. [DOI] [PubMed] [Google Scholar]
- Schwartz, T.J. , O'Neill, B.J. , Shanks, B.H. , and Dumesic, J.A. (2014) Bridging the chemical and biological catalysis gap: challenges and outlooks for producing sustainable chemicals. ACS Catal 4: 2060–2069. [Google Scholar]
- Shah, F. , Schwenk, D. , Nicolás, C. , Persson, P. , Hoffmeister, D. , and Tunlid, A. (2015) Involutin is an Fe3+ reductant secreted by the ectomycorrhizal fungus Paxillus involutus during Fenton‐based decomposition of organic matter. Appl Environ Microbiol 81: 8427–8433. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Shen, H.B. , Yong, X.Y. , Chen, Y.L. , Liao, Z.H. , Si, R.W. , Zhou, J. , et al (2014) Enhanced bioelectricity generation by improving pyocyanin production and membrane permeability through sophorolipid addition in pseudomonas aeruginosa‐inoculated microbial fuel cells. Bioresour Technol 167: 490–494. [DOI] [PubMed] [Google Scholar]
- Si, T. , Chao, R. , Min, Y. , Wu, Y. , Ren, W. , and Zhao, H. (2017) Automated multiplex genome‐scale engineering in yeast. Nat Commun 8: 1–12. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Steen, E.J. , Kang, Y. , Bokinsky, G. , Hu, Z. , Schirmer, A. , McClure, A. , et al (2010) Microbial production of fatty‐acid‐derived fuels and chemicals from plant biomass. Nature 463: 559–562. [DOI] [PubMed] [Google Scholar]
- Stephanopoulos, G. , Alper, H. , and Moxley, J. (2004) Exploiting biological complexity for strain improvement through systems biology. Nat Biotechnol 22: 1261–1267. [DOI] [PubMed] [Google Scholar]
- Suastegui, M. , Matthiesen, J.E. , Carraher, J.M. , Hernandez, N. , Rodriguez Quiroz, N. , Okerlund, A. , et al (2016) Combining metabolic engineering and electrocatalysis: application to the production of polyamides from sugar. Angew Chemie Int Ed 55: 2368–2373. [DOI] [PubMed] [Google Scholar]
- Sy, L.K. , and Brown, G.D. (2002) The mechanism of the spontaneous autoxidation of dihydroartemisinic acid. Tetrahedron 58: 897–908. [Google Scholar]
- Thodey, K. , Galanie, S. , and Smolke, C.D. (2014) A microbial biomanufacturing platform for natural and semisynthetic opioids. Nat Chem Biol 10: 837–844. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Turick, C.E. , Tisa, L.S. , and Caccavo, F. (2002) Melanin production and use as a soluble electron shuttle for Fe(III) oxide reduction and as a terminal electron acceptor by Shewanella algae BrY. Appl Environ Microbiol 68: 2436–2444. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Ueda, D. , Matsugane, S. , Okamoto, W. , Hashimoto, M. , and Sato, T. (2018) A non‐enzymatic pathway with superoxide in intracellular terpenoid synthesis. Angew Chemi Int Ed 57: 10347–10351. [DOI] [PubMed] [Google Scholar]
- Valko, M.M.H.C.M. , Morris, H. , and Cronin, M.T.D. (2005) Metals, toxicity and oxidative stress. Curr Med Chem 12: 1161–1208. [DOI] [PubMed] [Google Scholar]
- Van Dien, S. (2013) From the first drop to the first truckload: commercialization of microbial processes for renewable chemicals. Curr Opin Biotechnol 24: 1061–1068. [DOI] [PubMed] [Google Scholar]
- Wagner, G.R. , and Hirschey, M.D. (2014) Nonenzymatic protein acylation as a carbon stress regulated by sirtuin deacylases. Mol Cell 54: 5–16. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wallace, S. , and Balskus, E.P. (2014) Opportunities for merging chemical and biological synthesis. Curr Opin Biotechnol 30: 1–8. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wallace, S. , and Balskus, E.P. (2015) Interfacing microbial styrene production with a biocompatible cyclopropanation reaction. Angew Chemie Int Ed 54: 7106–7109. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Wallace, S. , and Balskus, E.P. (2016) Designer micelles accelerate flux through engineered metabolism in E. coli and support biocompatible chemistry. Angew Chemie Int Ed 74: 6023–6027. [DOI] [PMC free article] [PubMed] [Google Scholar]
- Winter, G. , Averesch, N. , Nunez‐Bernal, D. , and Kromer, J. (2014) In vivo instability of chorismate causes substrate loss during fermentative production of aromatics. Yeast 31: 331–341. [DOI] [PubMed] [Google Scholar]
- Xiao, Z. , and Lu, J.R. (2014) Strategies for enhancing fermentative production of acetoin: a review. Biotechnol Adv 32: 492–503. [DOI] [PubMed] [Google Scholar]
- Xue, Z. , Sharpe, P.L. , Hong, S.‐P. , Yadav, N.S. , Xie, D. , Short, D.R. , et al (2013) Production of omega‐3 eicosapentaenoic acid by metabolic engineering of Yarrowia lipolytica . Nat Biotechnol 31: 734–740. [DOI] [PubMed] [Google Scholar]
- Yim, H. , Haselbeck, R. , Niu, W. , Pujol‐Baxley, C. , Burgard, A. , Boldt, J. , et al (2011) Metabolic engineering of Escherichia coli for direct production of 1,4‐butanediol. Nat Chem Biol 7: 445–452. [DOI] [PubMed] [Google Scholar]
- Yishai, O. , Bouzon, M. , Döring, V. , and Bar‐Even, A. (2018) In vivo assimilation of one‐carbon via a synthetic reductive glycine pathway in Escherichia coli . ACS Synth Biol 7: 2023–2028. [DOI] [PubMed] [Google Scholar]
- Zhu, Q. , and Jackson, E.N. (2015) Metabolic engineering of Yarrowia lipolytica for industrial applications. Curr Opin Biotechnol 36: 65–72. [DOI] [PubMed] [Google Scholar]
- Zierenberg, R.A. , Adams, M.W.W. , and Arp, A.J. (2000) From the academy life in extreme environments: hydrothermal vents. Proc Natl Acad Sci USA 97: 12961–12962. [DOI] [PMC free article] [PubMed] [Google Scholar]
