Abstract
Background
The sustainable production of biofuels remains one of the major issues of the upcoming years. Among the number of most desirable molecules to be produced, butanol and isobutanol deserve a prominent place. They have superior liquid-fuel features in respect to ethanol. Particularly, butanol has similar properties to gasoline and thus it has the potential to be used as a substitute for gasoline in currently running engines. Clostridia are recognized as natural and good butanol producers and are employed in the industrial-scale production of solvents. Due to their complex metabolic characteristics and to the difficulty of performing genetic manipulations, in recent years the Clostridia butanol pathway was expressed in other microorganisms such as Escherichia coli and Saccharomyces cerevisiae, but in yeast the obtained results were not so promising. An alternative way for producing fusel alcohol is to exploit the degradation pathway of aminoacids released from protein hydrolysis, where proteins derive from exhausted microbial biomasses at the end of the fermentation processes.
Results
It is known that wine yeasts can, at the end of the fermentation process, accumulate fusel alcohols, and butanol is among them. Despite it was quite obvious to correlate said production with aminoacid degradation, a putative native pathway was never proposed. Starting from literature data and combining information about different organisms, here we demonstrate how glycine can be the substrate for butanol and isobutanol production, individuating at least one gene encoding for the necessary activities leading to butanol accumulation. During a kinetic of growth using glycine as substrate, butanol and isobutanol accumulate in the medium up to 92 and 58 mg/L, respectively.
Conclusions
Here for the first time we demonstrate an alternative metabolic pathway for butanol and isobutanol production in the yeast S. cerevisiae, using glycine as a substrate. Doors are now opened for a number of optimizations, also considering that starting from an aminoacid mixture as a side stream process, a fusel alcohol blend can be generated.
Keywords: Butanol, Isobutanol, Glycine, Saccharomyces cerevisiae
Background
The production of biofuels from renewable biomasses is one of the answers to help solving the problems associated with limited fossil resources and climate changes. Butanol has superior liquid-fuel characteristics in respect to ethanol, similar properties to gasoline, and thus it has the potential to be used as a substitute for gasoline in currently running engines [1].
Clostridia are recognized as natural and good butanol producers and are employed in the industrial-scale production of solvents [2]. However, the complex metabolic characteristics and the difficulty of performing genetic manipulations on these bacteria fostered the exploitation of other well established cell factories. In recent years, Escherichia coli and Saccharomyces cerevisiae were engineered with the Clostridia butanol pathway [3,4]. While many optimizations have been successfully introduced in E. coli[5-8] reaching productions similar to that obtained in Clostridia[9], this was up to now not reported for the budding yeast. For an exhaustive view of the metabolic strategies applied for butanol and other fusel alcohol production see [10,11] and references therein. Remarkably, Liao et al. proposed that proteins, and thus the aminoacids released from proteins hydrolysis, can be used as a raw material for biorefining and so for biofuels production. Indeed, proteins are abundantly present as final waste of lignocellulose processing [12]. We focused our attention on the strategy which takes advantage of ketoacids as intermediates in amino acids biosynthesis and degradation metabolism to produce fusel alcohols in the yeast S. cerevisiae. While the pathway to isoketovalerate was better elucidated and recently successfully exploited for isobutanol formation in S. cerevisiae[13-17], butanol production from ketovalerate was never experimentally measured.
S. cerevisiae have one or more carrier systems specific for each aminoacid, even if they are not all currently known. Among them, the general aminoacids permease, encoded by GAP1 gene, is involved in glycine transport [18]. In the cytosol glycine can be catabolised in different ways, based on nutritional requirements. For example, it can be converted into serine through serine hydroxymethyltransferase enzyme (Shm2) [19] or into CO2 and NH3 through the enzymatic complex of glycine decarboxylase enzyme (GDC) [20].
Villas-Bôas and co-workers [21] have in silico proposed the generation of glyoxylate as a consequence of glycine deamination. Moreover, the authors described the formation of α-ketovalerate and α-isoketovalerate as intermediates of the same pathway through not identified reactions. Starting from these indications and knowing from literature that α-ketovalerate can be converted into butanol [22], and that α-isoketovalerate can be converted into isobutanol [23], we cultivated yeast cells with glycine, observing the formation of both alcohols. By deeply investigating the literature, we have first (i) hypothesized and then (ii) biochemically demonstrated step by step the butanol and isobutanol production through the glycine degradation pathway via glyoxylate and α-ketoacids intermediates (Figure 1). Additionally, we suggest at least one possible gene encoding for the enzymes responsible for butanol production.
Glycine deaminase has been hypothesized to catalyze the glycine conversion into glyoxylate [21], the first step of the pathway. In S. cerevisiae the gene encoding for this enzyme has not been annotated yet. However, Bacillus subtilis gene goxB[24] encodes for a glycine oxidase that can catalyze this conversion (Figure 1, circle 1). For the second step, similarly to what happens in Pseudomonas aeruginosa[25], we hypothesized the glyoxylate condensation with butyryl-CoA to yield the β-ethylmalate intermediate (Figure 1, circle 2). β-ethylmalate might be then converted into α-ketovalerate through a β-isopropylmalate dehydrogenase enzyme (Figure 1, circle 3), as described in E. coli[22]. The final step is well depicted by the Ehrlich pathway: the α-ketovalerate is converted into butanol through a reductive decarboxylation reaction [26] (Figure 1, circles 4 and 6).
Summarizing, the single steps of the proposed pathway have been already described in literature, even if in different pathways and from different microorganisms: moreover, in some cases indications were provided only as enzymatic reactions. In this work we demonstrate that in the yeast S. cerevisiae thanks to these reactions glycine can be converted into butanol.
Results and discussion
Butanol and isobutanol can be obtained from glycine
All the production experiments described here and in the next paragraphs were performed in two different S. cerevisiae genetic background, BY and CEN.PK (see Methods for further details), proving the production of butanol and isobutanol from glycine. Here we show butanol and isobutanol kinetics and titers related to the CEN.PK background. It has to be underlined that the production levels obtained in the BY4741 background were consistent, but always lower. Because of the convenience of using single gene deletion mutants available from the Euroscarf collection, all the experiments related to the characterization of the enzymatic activities were performed using the BY4741 background.
Yeast cells were grown in minimal defined medium and in the same medium but using glycine (15 g/L) instead of ammonium sulphate as nitrogen source (see Methods for details). The substitution was preferred to the addition to promote the glycine uptake, a poor nitrogen source if compared to ammonium sulphate, glutamine or glutamate [27]. Butanol and isobutanol accumulations were evaluated at different time point after the inoculum (Figure 2). We confirmed that butanol does not accumulate in minimal ammonium sulphate medium, while isobutanol does (left panel diamond symbols, 46.5 mg/L), since it can derive from other pathways (see Figure 1). When glycine is added as substrate, both butanol and isobutanol accumulate over time, reaching a registered maximum of 92 and 58 mg/L, respectively (Figure 2, right panel), together with a glycine consumption. The described experiment indicates therefore that (i) the butanol production requires glycine as substrate and that (ii) the measured isobutanol might only partially derive from the glycine degradation pathway.
In the following sections we characterize the proposed pathway step by step. The substrates used are glycine, glyoxylate, α-ketovalerate and α-isoketovalerate. Unfortunately, the intermediate β-ethylmalate is not commercially available and for this reason a coupled enzymatic reaction starting from glyoxylate as initial substrate was planned to circumvent this problem.
The first reaction of the pathway: from glycine to glyoxylate
The first step is the conversion of glycine to glyoxylate, by a glycine deaminase activity [21]. Since no genes are annotated in yeast encoding for this function and being the identification of a putative gene encoding for the desired function not trivial, we searched for a similar activity in other microorganisms. It has been described that in B. subtilis the glycine conversion into glyoxylate is catalyzed by the glycine oxidase enzyme, encoded by goxB gene, Figure 3A. This enzyme catalyzes the primary amines oxidative deamination to yield the corresponding α-ketoacid, with concomitant ammonium and hydrogen peroxide production. The B. subtilis glycine oxidase is a homotetrameric flavoprotein which effectively catalyzes the oxidation of sarcosine (N-methylglycine), N-ethylglycine and glycine. Lower activities using D-alanine, D-valine, and D-proline as substrates were described although no activities were shown on L-amino acids and other D-amino acids [24]. Consequently, the B. subtilis goxB gene was synthesized with an optimized codon usage (see Additional file 1) for S. cerevisiae (goxB opt) and constitutively expressed in yeast. The heterologous enzymatic activity was tested using an in vitro assay for glycine oxidase (as described in the Methods section [28]), Figure 3B. As expected, in the control (transformed with the empty vector) as well as in the goxB opt overexpressing strains the assay revealed the desired activity, being 1.5 fold higher in the recombinant yeast. It has to be mentioned that overall the measured activities are quite low: however, it might be that the assay needs to be optimized. In fact, the activity measured in total protein extract from E. coli BL21 strain overexpressing the B. subtilis goxB gene was ~ 4.E-03 U/mg proteins (corresponding to ~ 0.004 U/mL), against 0.4 U/mL reported in literature for the purified enzyme [28].
The effect of glycine oxidase overexpression on butanol and isobutanol accumulation was preliminary tested in the two yeast genetic backgrounds, grown like described for Figure 2. In both cases, in the strains overexpressing the goxB opt gene we observed a higher butanol and isobutanol accumulation, being about 30% and 15%, respectively (Figure 3, dark and pale gray columns, respectively). The data prove that an activity responsible for glycine conversion into glyoxylate is the first step leading to butanol accumulation, and we also show a first example of how to improve said activity (Figure 3, upper bars).
The second reaction of the pathway: from glyoxylate to β-ethylmalate
In yeasts, no activity able to catalyze the condensation of glyoxylate with butyryl-CoA to form β-ethylmalate has been described yet. However, the malate synthase enzyme catalyzes a similar reaction: the glyoxylate condensation with acetyl-CoA to form malate [29]. In S. cerevisiae two isoforms of malate synthase are described, encoded by MLS1 and DAL7 genes [29]. MLS1 expression is repressed by glucose and induced when cells are growing on non-fermentable carbon sources, such as fatty acid, ethanol or acetate. DAL7 encodes for an enzyme recycling the glyoxylate generated during allantoin degradation. Its expression is controlled by the nitrogen source present in the medium, resulting repressed in the presence of rich nitrogen sources, such as asparagine and ammonium, and derepressed in the presence of poor nitrogen sources, such as proline [29]. We hypothesized first and then evaluated if butyryl-CoA could also be a substrate of malate synthase enzyme, considering the structural analogy with acetyl-CoA, Figure 4A.
Yeasts were grown in rich YPD medium and malate synthase activity was detected in the presence of acetyl-CoA or butyryl-CoA as acyl-CoA donors, using a modified TNB-based assay (see Methods) (Figure 4B, left panel). YPD medium was used to have a cultural condition in which both Mls1 and Dal7 were present at similar level, as reported in literature [29]. Remarkably, when butyryl-CoA was added as acyl-CoA donor a malate synthase activity was detected, even if at lower value if compared to the activity measured in the presence of acetyl-CoA (1 U/mg proteins versus 2 U/mg proteins, respectively). Based on our information, this is the first experimental evidence that a yeast malate synthase can accept butyryl-CoA as acyl-CoA donor. The MLS1 deletion negatively affects the activity (about 25% of reduction, Figure 4B, right panel) and the same impairment is caused by DAL7 deletion (data not shown), suggesting that the two enzymes might similarly contribute to the reaction of interest.
If our hypothesis is correct, feeding the cells with glyoxylate should result in butanol and isobutanol accumulation. To determine favourable production conditions, yeast cells were grown in minimal medium in the absence or presence of different amount of glyoxylate (0.5, 1, 5 g/L) at different pH (2.5 and 5.5) values. Figure 4C confirms the butanol and isobutanol accumulation, not detectable if glyoxylate is absent (data not shown). In the reported example the production was obtained starting with 5 g/L of glyoxylate at pH 2.5. This pH value has been selected to facilitate the diffusion of undissociated glyoxylic acid inside the cells, since no carrier for this metabolite is reported in literature. In this condition the glyoxylate was almost totally consumed. Cells accumulated during the time about 20 and 30 mg/L of butanol and isobutanol, respectively. This confirms the involvement of glyoxylate as intermediate in the formation of the desired alcohols. At the moment we have no explanation for the higher isobutanol accumulation. One possibility could be that in case of high amount of glyoxylate, Agx1 [30] catalyzes its conversion into glycine, shifting the reaction trough serine formation (see Figure 1).
The third reaction of the pathway: from β-ethylmalate to α-ketovalerate
In E. coli the β-isopropylmalate dehydrogenase enzyme, encoded by the leuB gene, catalyzes the conversion of β-isopropylmalate into α-ketoisocaproate. Shen and Liao [22] have demonstrated the possibility to use this enzyme to additionally catalyze the conversion of β-ethylmalate into α-ketovalerate in E. coli cells (the reaction is depicted in Figure 5A). LEU2 is the homologous of leuB in S. cerevisiae[31]. Therefore, by using the BY4741 strain (deleted in LEU2) and the same strain transformed with a LEU2 multicopy plasmid, we tested the contribution of the Leu2 activity in the novel pathway. The activity assay was performed using two coupled reactions, since β-ethylmalate is not commercially available. In the first reaction, glyoxylate and butyryl-CoA should be converted into β-ethylmalate by the malate synthase activity, as described in the previous paragraph. The second coupled reaction, catalyzed by the Leu2 activity, utilizes the produced β-ethylmalate to generate α-ketovalerate and releasing NADH as reduced equivalent. Said cofactor can be spectrophotometrically measured to determine the activity. In the LEU2 overexpressing strain the activity was about 5 fold higher when compared to the ΔLEU2 strain, being 0.1 and 0.02 U/mg proteins, respectively (Figure 5B). When MLS1 or DAL7 are deleted while Leu2 is present, the dehydrogenase activity significantly decreases, confirming that β-ethylmalate is the substrate of the reaction (Table 1). Table 1 reports all the combinations tested and the registered activities. Interestingly, the residual activity detected whenever LEU2 is deleted suggests that other(s) activity(ies) might be responsible for β-ethylmalate conversion.
Table 1.
Gene |
β-IPMD Activity (U/mg prot) |
||
---|---|---|---|
MLS1 | DAL7 | LEU2 | |
+ |
+ |
++ |
0.098 ± 0.010 |
+ |
+ |
- |
0.023 ± 0.001 |
+ |
- |
++ |
0.019 ± 0.002 |
+ |
- |
- |
0.016 ± 0.002 |
- |
+ |
++ |
0.021 ± 0.002 |
- | + | - | 0.018 ± 0.002 |
The symbols “+” indicate the wild type copy or “++” the overexpression of the corresponding gene in the table. The symbol “-” indicate the deletion of the gene. The data presented here are representative of three independent experiments.
Concluding, these data indicate that the presence of LEU2 coupled with malate synthase activity guarantees the glyoxylate conversion into α-ketovalerate.
The last step: from α-ketoacids to butanol and isobutanol
The last step necessary in the glycine degradation to produce the desired alcohols is the reductive decarboxylation of α-ketovalerate into butanol and of α-isoketovalerate into isobutanol, Figure 6A.
The conversion of α-ketovalerate into α-isoketovalerate was proposed to occur through a dehydratation reaction, catalyzed by dihydroxyacid dehydratase enzyme [21]. However, at the best of our information, no experimental evidences are reported up to now. By looking at the chemical structure of the two ketoacids, this reaction might require an isomerization, like proposed in Figure 1.
The conversion of α-ketovalerate into butanol requires two reactions: in the first one α-ketovalerate decarboxylation generates the corresponding aldehyde; in the second one the aldehyde is reduced to alcohol, butanol in this case (Figure 6A, upper part). It was reported that in S. cerevisiae α-keto-β-methylvalerate, α-ketoisocaproate and α-isoketovalerate [32] can be decarboxylated to the α-ketoacids by pyruvate decarboxylases (Pdc). Going one step forward, Brat et al. reported that through the α-isoketovalerate decarboxylation isobutanol can be produced [16], starting from valine as substrate. However, to avoid co-current pyruvate decarboxylation into ethanol, the authors replaced the PDC genes with the decarboxylase encoded by ARO10 gene, which has no activity on pyruvate [16].
Yeast no data are available about a possible α-ketovalerate decarboxylation in yeast. When pyruvate, α-ketovalerate and α-isoketovalerate were used as substrates, the activities measured using an assay for Pdc activity were 722 ± 2.3, 1.75 ± 0.3 and 0.3 ± 0.05 U/mg proteins, respectively. The involvement of pyruvate decarboxylase in the last reaction was also demonstrated by measuring the butanol and isobutanol production in a PDC1, 5, 6 deleted strain. In the presence of α-ketovalerate (1.1612 g/L, 10 mM) as substrate, the deletion of all three isoforms of pyruvate decarboxylase significantly decreases the butanol and isobutanol production, as shown in bioconversion experiment (Figure 6B). In particular, the butanol titer was 5 times lower than in wild type strain, 118 versus 583 mg/L respectively. By incubating the triple PDC deleted strain with α-isoketovalerate no isobutanol accumulation was observed (data not shown).
It is important to underline that in the presence of α-ketovalerate as substrate both butanol and isobutanol are produced (Figure 6C, left panel) in wild type strain. Considering that more isobutanol is obtained when glycine is added to glucose minimal medium (Figure 2), we could hypothesize that α-isoketovalerate might partially derive from α-ketovalerate and that this reaction is probably irreversible, since in the presence of α-isoketovalerate only isobutanol accumulation was observed (Figure 6C, right panel).
The glyoxylate conversion into butanol and isobutanol requires Mls1, Leu2 and Pdc(s) activities
To further prove the link between glycine and the fusel alcohols we developed an in vitro assay in which all reactions of the proposed pathway are coupled. To perform this assay we measured the pyruvate decarboxylase activity using glycine as substrate, monitoring the decrement of OD340nm since NADH is consumed during the last reaction. No data were obtained. We believe that this could be related to (i) a lower conversion of glycine to glyoxylate and/or to (ii) the very different physio-chemical assay conditions required by glycine oxidase (the first enzyme of the pathway) in respect to all the other enzymes. Indeed, a Pdc activity was detected when glyoxylate was used as substrate, confirming the conversion of glyoxylate to the α-ketovalerate.
Figure 7 shows the complete panel of the Pdc activities measured in the different strains. The higher activity was registered in the wild type strain overxpressing the LEU2 gene, the minimal (almost undetectable) in the double MLS1/LEU2 deleted strain and an intermediate situation when only one of the two genes was deleted. To be more precise, the LEU2 deletion affects more the activity, very likely because in the case of MLS1 deletion, Dal7 is able to replace its function (and vice versa) [29].
Conclusions
This study describes a novel pathway to produce butanol and isobutanol in the yeast S. cerevisiae through the glycine degradation pathway.
We characterized the entire pathway identifying for each step at least one enzymatic reaction with at least one relative gene for butanol production. 92 mg/L of butanol were produced starting from glycine as substrate.
It might be speculated that butanol derives from butyryl-CoA and that glycine is solely used to drive the flux. Remarkably, the proposed pathway implies catalytic reactions that justify how glycine is not simply burnt to carbon dioxide, but is an effective co-substrate for the butanol production, as highlighted by the numbered carbons (see Figures 3, 4, 5 and 6, panels A).
Despite the yield on glycine is still quite low, it should be underlined that butanol was obtained through endogenous activities which are in general involved in other reactions and specific for other substrates. Therefore, it can be anticipated that there are many different possibilities for optimizing the pathway, considering every single enzyme involved, the pool of substrates and their compartmentalization.
From an economical point of view the production of higher alcohols starting from purified glycine cannot be considered as a sustainable process. Metabolic engineering and synthetic biology can then help in the construction of a yeast redirecting sugars to glycine production, and from there to optimize the sole butanol production, but this appears at the moment as a long way to run. However, an alternative seems closer to reality: a considerable fraction of proteins accumulate as waste product deriving from exhausted biomasses of different microbial productions and currently is not fully absorbed by the market [12]. It is then possible to imagine a side-stream process of production which is based on protein hydrolysates; the different aminoacids fed to a yeast strain optimized for desired fusel alcohol production could generate a blend with good properties as biofuel [12], adding value and completing the concept of biorefinery.
Considering the potentiality of S. cerevisiae as ethanol producer and considering the potentiality of the aminoacid degradation pathway for fusel alcohol productions [12], it really seems the right moment to intensify the effort in studying and improving yeast tolerance to a mixture of different organic solvents.
Methods
Strains and growth conditions
The S. cerevisiae strains used in this study were CEN.PK 102-5B (MATa,ura3-52, his3-11, leu2-3/112, TRP1, MAL2-8c, SUC2 - Dr. P. Kötter, Institute of Microbiology, Johann Wolfgang Goethe-University, Frankfurt, Germany) [33] and BY4741 (MATa, ura3Δ0, leu2Δ0, met15Δ0, his 3Δ1) (EUROSCARF collection, Heidelberg, Germany). The strains BY4741ΔMLS1 (MATa; his3 Δ1; leu2 Δ0; met15 Δ0; ura3 Δ0; YNL117w::kanMX4) and BY4741ΔDAL7 (MATa; his3 Δ1; leu2 Δ0; met15 Δ0; ura3 Δ0; YIR031c::kanMX4) are provided by EUROSCARF deleted strain collection (EUROSCARF collection, Heidelberg, Germany). The strain deleted in all three isoform of pyruvate decarboxylase (ΔPDC1, 5, 6) is CEN.PK RWB837 (MATa; pdc1::loxP, pdc5::loxP, pdc6::loxP, ura3-52) [34]. Strains designed with “c” correspond to the respective parental strain transformed with empty plasmid(s) (see below) to render them prototrophic. Strains designed with “goxB opt” are the corresponding parental strain transformed with plasmid pYX212 (see below) with the B. subtilis goxB coding sequence optimized for the S. cerevisiae codon usage. goxB opt gene was expressed under the control of the S. cerevisiae TPI1 promoter. Yeast transformations were performed according to the LiAc/PEG/ss-DNA protocol [35]. All the parental and transformed strains are reported in the Table 2.
Table 2.
Parental strain | ||
---|---|---|
Strain | Genotype | |
CEN.PK 102-5B |
MATa, ura3-52, his3-11, leu2-3/112, TRP1, MAL2-8c, SUC2 |
|
CEN.PK RWB837 |
MATa, pdc1::loxP, pdc5::loxP, pdc6::loxP, ura3-52 |
|
BY4741 |
MATa, ura3Δ0,leu2Δ0, met15Δ0,his 3Δ1 |
|
BY4741ΔMLS1 |
MATa; his3 Δ1; leu2 Δ0; met15 Δ0; ura3 Δ0; YNL117w::kanMX4 |
|
BY4741ΔDAL7 |
MATa; his3 Δ1; leu2 Δ0; met15 Δ0; ura3 Δ0;YIR031c::kanMX4 |
|
Plasmids | ||
Expression plasmid |
Segregation |
Markers, genes |
pYX212 |
multicopy (2μ derived) |
URA3 |
pYX212goxB opt |
multicopy (2μ derived) |
URA3, optimised goxB |
pYX022 |
integrative |
HIS3 |
pYX242 |
multicopy (2μ derived) |
LEU2 |
Transformed strain | ||
Strain |
Plasmid |
Obtained strain |
CEN.PK 102-5B |
pYX212, pYX022, pYX242 |
CEN.PKc |
BY4741 |
pYX212, pYX022, pYX242 |
BY4741c |
BY4741 |
pYX212goxB opt, pYX022, pYX242 |
BY4741c goxB opt |
BY4741ΔMLS1 |
pYX212, pYX022, pYX242 |
BY4741ΔMLS1c |
BY4741ΔMLS1 |
pYX212goxB opt, pYX022, pYX242 |
BY4741ΔMLS1c goxB opt |
BY4741ΔDAL7 | pYX212, pYX022, pYX242 | BY4741ΔDAL7c |
Media composition for cell growth and bioconversion
Independent transformants and the respective control strains (at least three for each transformation) were cultivated in shake flasks with 5/1 ratio of flask volume/medium in minimal synthetic medium with 20 g/L of glucose and supplemented with glycine, glyoxylate, α-ketovalerate or α-isoketovalerate, as specifically indicated in the experiments. YPD and YPGE (for the triple PDC deleted strains) media were prepared as follows: yeast extract 1% (w/v), tryptone 2% (w/v) and glucose 2% (w/v) for the YPD. In the YPGE the glucose was replaced with glycerol 1% (v/v) and ethanol 1% (v/v). All strains were grown at 30°C on orbital shaker at 160 rpm for 72 hours.
Kinetic experiment
The butanol and isobutanol production starting from glycine (Figure 2) was performed by growing the cells in Verduyn medium [36] with glucose 20 g/L and glycine 15 g/L as substrates.
Bioconversion experiment
The bioconversion experiments were performed in two phases: 1) cells were grown in YPD or YPGE (for the triple PDC deleted strains) medium until the stationary phase; 2) cells were collected by centrifugation (10 min at 4000 rpm) washed once with water and inoculated in appropriate medium to perform the bioconversion phase. The medium for glyoxylate bioconversion (Figure 4C) was minimal synthetic medium with glucose 20 g/L and glyoxylate 5 g/L at pH 2.5. The medium for α-ketovalerate (or α-isoketovalerate) bioconversion (Figure 6C) was minimal synthetic medium with glucose 20 g/L and α-ketovalerate (or α-isoketovalerate) 1.1612 g/L (corresponding to 10 mM).
Gene amplification and plasmids construction
The B. subtilis goxB gene was designed with codon usage adaptation for S. cerevisiae by Eurofins MWG Operon. In the Additional file 1 was reported the complete sequence of goxB synthesized. goxB opt gene was subcloned into the multicopy yeast expression plasmid pYX212 (R&D Systems, Inc., Wiesbaden, D, URA3 marker), resulting in the plasmid pYX212goxB opt. The heterologous gene is under the control of the S. cerevisiae TPI1 promoter. For the construction of the plasmid pYX212goxB opt, the recipient vector was EcoRI cut, blunted and dephosphorylated, while the insert was EcoRI blunt excised from the Eurofins plasmid. DNA manipulation, transformation and cultivation of E. coli (Novablue, Novagen) were performed following standard protocols [37]. All the restriction and modification enzymes utilised are from NEB (New England Biolabs, UK) or from Roche Diagnostics.
Cell growth and metabolites determination
The cellular growth was spectrophotometrically monitored at 660nm and was reported as variation of the optical density (OD) as a function of time (h). The amount of extracellular glucose, butanol, isobutanol, glyoxylate and α-ketovalerate were determined by HPLC based method using H2SO4 5 mM as mobile phase and Aminex HPX-87P column, 300 × 7.8 mm with a polystyrene divinylbenzene-based matrix (BioRad). The glycine quantification was performed using a previously described assay [38].
Determination of enzymatic activities
Exponentially growing cells were harvested by centrifugation at 4000 rpm for 10 min and washed with cold deionised water. The cell pellet was then re-suspended in 25 mM Tris-HCl pH 8.0 with protease inhibitor cocktail (Roche diagnostics, Cat. No. 04906837001) and 1 mM of phenylmethylsulfonyl fluoride (PMSF) and mechanically disrupted using glass microbeads (600 μm, Sigma-Aldrich). Cells debris was removed by centrifugation at 14000 rpm for 10 min at 4°C and the clarified crude extract was used for enzymatic analysis. The protein concentration in cell-free extracts was estimated according to Bradford [39] using bovine serum albumin as reference.
Enzyme activities were measured on cell-free extracts by spectrophotometric assays. Activities were expressed as U/mg of total proteins.
Glycine oxidase activity
Glycine oxidase activity was assayed spectrophotometrically via determination of H2O2 with an enzyme-coupled assay using horseradish peroxidase and o-dianisidine, as previously described with some modifications [28]. The assay was performed on a final volume of 1 ml as follows: Tris-HCl 100 mM pH 8, phosphoric acid 10 mM, glycine 50 mM, o-dianisidine 1 mM, FAD 0.198 μM, horseradish peroxidase 14.72 U/mL, cell-free protein extract (0.5 mg/mL). The reaction was incubated at 37°C for 90 minutes and yellow colour, developed by o-dianisidine oxidation, was monitored at 530 nm. The glycine oxidase activity was expressed as U/mg of total proteins using the following equation:
Were ϵ = 8.3 · 1/(mM · cm)
One glycine oxidase unit is defined as the amount of enzyme that converts 1 mole of substrate (glycine) per minute at 25°C.
Malate synthase activity
The malate synthase activity was performed as described in Sigma-Aldrich protocol [40] using acetyl-CoA (or butyryl-CoA) + glyoxylate. The assay take into consideration that glyoxylate condensation with acetyl-CoA (or butyryl-CoA) produces malate (or β-ethylmalate) and CoA. The free CoA can react with the Ellman reagent DTNB (5,5'-Dithio-bis(2-Nitrobenzoic Acid)) which reacts with free thiol groups, producing CoA-derivative and TNB (5-Thio-2-Nitrobenzoic Acid) [41]. The quantity of TNB produced is in stoichiometric ratio (1:1) with free thiol groups and was monitored spectrophotometrically at 412 nm.
β-isopropylmalate dehydrogenase activity (using glyoxylate and butyryl-CoA as substrates)
The β-isopropylmalate dehydrogenase enzyme catalyzes the NAD-dependent oxidation of the substrate with simultaneously conversion of NAD+ to NADH. The activity was spectrophotometrically determined at 340 nm. The assay was performed on a final volume of 1 mL in cuvette with imidazole 50 mM pH 8, MgCl2 10 mM, butyryl-CoA 0.125 mM, glyoxylate 0.5 mM, NAD+ 1.575 mM. After incubation at 30°C for 10 min cell-free protein extract (0.6 mg/mL) were added and increasing of absorbance at 340 nm was monitored for 10 min.
The β-isopropylmalate dehydrogenase activity was expressed as U/mg total proteins using the following equation:
Were ϵ is the millimolar extinction coefficient of NADH at 340 nm (6.22 · 1/(mM · cm)) and Ev is the volume of cell extract used (expressed in millilitres).
Pyruvate decarboxylase activity (using glycine or glyoxylate and butyryl-CoA as substrates)
The pyruvate decarboxylase enzyme catalyzes the decarboxylation of ketoacid to form the derived aldehyde which is reduced by alcohol-dehydrogenase NADH-dependent activity. The conversion of NADH to NAD+ is spectrophotometrically revealed at 340 nm.
The assay was performed based on pyruvate decarboxylase assay protocol of Sigma-Aldrich [40] with some modifications. When glycine was used as substrate Tris-HCl 100 mM pH 8, phosphoric acid 10 mM, glycine 50 mM, FAD 0.198 μM, MgCl2 10 mM, butyryl-CoA 0.125 mM and NADH 0.16 mM were added in cuvette in a final volume of 1 mL. After incubation at 37°C for 30 minutes, alcohol dehydrogenase enzymatic solution (200 U/mL) and 0.2 mg/mL of cell-free extract were added. The decrease of absorbance at 340 nm was monitored for 15–30 min.
When glyoxylate and butyryl-CoA were used as substrates imidazole buffer 35 mM, MgCl2 10 mM, butyryl-CoA 0.125 mM, glyoxylate 0.5 mM and NADH 0.16 mM were added in cuvette in a final volume of 1 mL. After incubation at 30°C for 10 min 20 μL of alcohol dehydrogenase enzyme solution (200 U/mL) and 0.2 mg/mL of cell-free extract were added. The decrease of absorbance at 340 nm was monitored for 15 min.
The activity was expressed as U/mg total proteins using the following equation: Activity (U/mg prot tot) = (OD 340nm/min · dilution factor)/ϵ · Ev.
Were ϵ is the millimolar extinction coefficient of NADH at 340 nm (6.22 · 1/(mM · cm)) and Ev is the volume of cell extract used (expressed in millilitres).
Abbreviations
GAP1: General Amino acid Permease gene; Shm2: Serine HydroxyMethyltransferase enzyme; GDC: Glycine Decarboxylase (enzymatic) Complex; goxB: Glycine OXidase gene, B. subtilis; MLS1: MaLate Synthase gene; DAL7: Malate synthase gene (name description: Degradation of ALlantoin); Agx1: Alanine:Glyoxylate aminotrans(X)ferase enzyme; leuB: LEUcine Biosynthesis (β-isopropylmalate dehydrogenase gene), E. coli; LEU2: LEUcine biosynthesis (β-isopropylmalate dehydrogenase gene); β-IPMD: β-IsopropylMalate Dehydrogenase enzyme; pTPI: Triose-Phosphate Isomerase, promoter; PDC: Pyruvate DeCarboxylase gene(s); ARO10: AROmatic amino acid requiring gene; NAD(H)+: Nicotinamide Adenine Dinucleotide (oxidized and reduced); FAD(H2): Flavin Adenine Dinucleotide (oxidized and reduced); -CoA: Coenzyme A; YPD: Yeast extract, Peptone, Dextrose; YPGE: Yeast extract, Peptone, Glycerol, Ethanol; PMSF: PhenylMethaneSulfonyl Fluoride; DTNB/TNB: 5,5'-DiThio-bis(2-Nitrobenzoic Acid)/5-Thio-2-Nitrobenzoic Acid; OD: Optical Density; HPLC: High-Performance Liquid Chromatography; *: if not differently specified, the listed genes and enzymes refer to S. cerevisiae
Competing interests
PB recently applied as inventor of a patent application related to the content of the manuscript. In any way PB, or whatever organization, will gain or lose financially from the publication of this manuscript, either now nor in the future. The other authors declare that they have no competing interests.
Authors’ contributions
VL carried out the experiments for butanol and isobutanol production and the enzymatic assays, participated in the evaluation of the data and in compiling the manuscript. NB developed the goxB optimized strains and took part in the data analysis. GR carried out the bioconversion experiments on alpha-ketoacids and took part in the data analysis. DP participated in the experimental work design and contributed to the data interpretation. PB conceived the study, participated in its design and compiled the manuscript. All the authors have read and approved the final manuscript.
Supplementary Material
Contributor Information
Paola Branduardi, Email: paola.branduardi@unimib.it.
Valeria Longo, Email: v.longo2@campus.unimib.it.
Nadia Maria Berterame, Email: n.berterame1@campus.unimib.it.
Giorgia Rossi, Email: Giorgia.Rossi@pta.ch.
Danilo Porro, Email: danilo.porro@unimib.it.
Acknowledgements
This work was supported by Eni S.p.A. – Corporate. The authors gratefully acknowledge Alessandro Scardua for technical contribution and Francesca De Ferra for fruitful discussions.
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