- Open Access
Metabolic engineering of Clostridium beijerinckii to improve glycerol metabolism and furfural tolerance
© The Author(s) 2019
- Received: 6 July 2018
- Accepted: 25 February 2019
- Published: 9 March 2019
Inefficient utilization of glycerol by Clostridium beijerinckii (Cb) is a major impediment to adopting glycerol metabolism as a strategy for increasing NAD(P)H regeneration, which would in turn, alleviate the toxicity of lignocellulose-derived microbial inhibitory compounds (LDMICs, e.g., furfural), and improve the fermentation of lignocellulosic biomass hydrolysates (LBH) to butanol. To address this problem, we employed a metabolic engineering strategy to enhance glycerol utilization by Cb.
By overexpressing two glycerol dehydrogenase (Gldh) genes (dhaD1 and gldA1) from the glycerol hyper-utilizing Clostridium pasteurianum (Cp) as a fused protein in Cb, we achieved approximately 43% increase in glycerol consumption, when compared to the plasmid control. Further, Cb_dhaD1 + gldA1 achieved a 59% increase in growth, while butanol and acetone–butanol–ethanol (ABE) concentrations and productivities increased 14.0%, 17.3%, and 55.6%, respectively, relative to the control. Co-expression of dhaD1 + gldA1 and gldA1 + dihydroxyacetone kinase (dhaK) resulted in significant payoffs in cell growth and ABE production compared to expression of one Gldh. In the presence of 4–6 g/L furfural, increased glycerol consumption by the dhaD1 + gldA1 strain increased cell growth (> 50%), the rate of furfural detoxification (up to 68%), and ABE production (up to 40%), relative to the plasmid control. Likewise, over-expression of [(dhaD1 + gldA1) dhaK] improved butanol and ABE production by 70% and 50%, respectively, in the presence of 5 and 6 g/L furfural relative to the plasmid control.
Overexpression of Cp gldhs and dhaK in Cb significantly enhanced glycerol utilization, ABE production, and furfural tolerance by Cb. Future research will address the inability of recombinant Cb to metabolize glycerol as a sole substrate.
- Metabolic engineering
- C. beijerinckii
- C. pasteurianum
- Glycerol dehydrogenase
- Dihydroxyacetone kinase
Due to the finite nature of crude oil, coupled with environmental concerns associated with the consumption of fossil fuels, biofuels have gained significant attention over the past few decades. For instance, biodiesel production in the US has increased substantially from 75 million gallons per annum in 2005 to approximately 2 billion gallons in 2017 [1, 2]. Notably, ~ 10% of the oil feedstock used for biodiesel production ends up as crude glycerol. Consequently, in 2017, an estimated 200 million gallons of crude glycerol was available as a potential fermentation feedstock. Consequently, crude glycerol is a financial and environmental liability due to the attendant cost of disposal . Crude glycerol must be refined to a higher purity to remove contaminants such as alcohol and salts before it can be applied in industrial chemical processes . However, the purification process, which costs ~ $0.2/lb, excluding the cost of transportation to the glycerol refinery increases the retail price of glycerol from $0.05/lb to about $0.60–$0.90/lb, representing a 300% increase . More importantly, glycerol biorefineries and glycerol markets are currently overwhelmed by excess supply of crude and refined glycerol, respectively.
In light of the need to manage this glycerol glut, it is imperative to develop microbial systems for bioconversion of glycerol into value-added products. Fermentation of glycerol by microbes such as Clostridium, Klebsiella, Citrobacter, and Enterobacter species has emerged as a desirable channel for disposing of excess crude glycerol. The use of solventogenic Clostridium species for glycerol fermentation is attractive, largely because of the cost-effective nature of microbial fermentation [4, 5]. Thus, glycerol has emerged as an alternative non-food fermentation substrate for microbial production of biofuels and other microbe-derived chemicals. Moreover, glycerol catabolism generates two additional moles of reducing equivalents relative to the consumption of molar equivalent of glucose [6–9]. The resulting reducing power from glycerol catabolism has been shown to facilitate detoxification of lignocellulose-derived microbial inhibitory compounds (LDMICs). Another non-food substrate, lignocellulosic biomass (LB)—such as corn stover, switchgrass, Miscanthus, sawdust, and wood shavings—is presently abundant. However, due to the recalcitrance of LB to depolymerization, LB feedstocks must first be pretreated to ensure efficient release of fermentable sugars by saccharolytic enzymes during hydrolysis [10, 11]. Notably, LB pretreatment generates LDMICs, especially furaldehydes (e.g., furfural) and phenolic compounds that limit the fermentation of lignocelluloses-derived sugars to fuels and chemicals .
In light of these two challenges—glycerol glut and LDMIC-mediated toxicity—we explored metabolic engineering as a tool for channeling the excess reducing equivalents from glycerol catabolism towards in situ furfural detoxification during fermentation by Cb . Previously, we had identified increased NAD(P)H regeneration as the underpinning for improvements in the fermentation profile (increased growth and solvent production) of glycerol-supplemented, furfural-challenged Cb cultures (although glycerol utilization by Cb was considerably low, when compared to glucose consumption) . Increasing glycerol utilization by Cb, therefore, represents a rational approach, not only for increasing furfural detoxification (bioabatement) and butanol production by coupling excess NAD(P)H resulting from glycerol catabolism to furfural reduction and butanol biosynthesis, but also as a cost-effective solution to glycerol glut. Different authors have demonstrated that glycerol has to be supplied at a high concentration; ~ 1:2 molar ratio of glucose to glycerol (36 g/L glucose: 36.1 g/L glycerol), to minimize glucose-mediated repression of glycerol utilization (carbon catabolite repression) [13–15]. Consequently, large amounts of glycerol are left unutilized post fermentation, which currently constitutes a major economic and technical drawback to this approach. A previous attempt to adapt Cb to glycerol as a sole carbon source was not successful . In fact, no Cb strain capable of growth on glycerol as a sole source of carbon was isolated following prolonged incubation or repeated transfer to fresh glycerol-containing medium .
We, therefore, hypothesized that wild-type Cb harbors significant metabolic roadblocks to glycerol catabolism, which could be circumvented by metabolic rewiring of the glycerol catabolic machinery of Cb via metabolic engineering. Towards this goal, we identified Clostridium pasteurianum (Cp), an efficient hyper-glycerol-utilizing bacterium [17–19] as a donor of efficient glycerol catabolic repertoire. However, a number of salient factors justify retaining Cb as the model butanol-producing cell factory. First, although Cp can utilize glycerol as a mono-substrate to produce butanol and 1,3-propanediol, it does not efficiently transition to solventogenesis during fermentation of mixed sugar substrates, as evidenced by butyric acid accumulation as the major fermentation product [17–19], hence, limiting the use of Cp to ferment LB hydrolysates to butanol. Second, unlike Cp, the tolerance of Cb to LDMIC has been extensively studied [10, 20–22]. Lastly, Cb tolerates butanol toxicity better than Cp [16, 18, 23].
Protein sequence analyses and secondary structure alignments of Cp and Cb Gldh and DhaK
Whole genome analysis revealed four copies of gldh in Cp and one dhaK. Conversely, Cb has a single copy of each gene. NCBI Blastp analysis revealed considerable sequence differences among all four Cp Gldhs, and between Cp Gldhs and the single Cb Gldh (Additional file 1: Table S1). Similarly, the DhaKs from Cp and Cb vary significantly in terms of their protein sequences (Additional file 1: Table S3). Alignments of the secondary structures of these proteins revealed significant structural disparities among them, as indicated by the resulting high root mean square deviations (RMSD; Additional file 1: Table S2). Because the alignment of the glycerol dehydrogenases, DhaD1 and GldA1 from Cp, produced the least RMSD value, which implies closely matched secondary structures, the genes encoding these two enzymes were, therefore, targeted for initial overexpression as fused proteins with the DhaK gene (from Cp) in Cb.
Overexpression of Cp GldA1 and DhaD1 as single proteins in Cb improved growth with marginal increases in solvent production
To generate recombinant Cb strains that can efficiently utilize glycerol as a carbon source, genes that encode Gldhs and DhaK in the hyper-glycerol-utilizing Cp were systematically overexpressed in Cb. Two of the four genes that encode Gldhs (gldA1 and dhaD1) in Cp were first overexpressed as single proteins in Cb under the control of an inducible acetoacetate decarboxylase-adc (pWUR459) or a constitutive thiolase (pWUR460) promoter to generate four recombinant Cb strains: Cb pWUR459_gldA1, Cb pWUR460_gldA1, Cb pWUR459_dhaD1, and Cb pWUR460_dhaD1. The empty plasmid control (Cb pMTL500E) consisted of the backbone plasmid without insert and promoter.
Butanol and total ABE production by the inducible Cb strains, Cb pWUR459_gldA1 and Cb pWUR459_dhaD1 were 8.75 g/L and 12.7 g/L, and 8.5 and 12.97 g/L, respectively (Fig. 3d, e). These values were comparable to the constitutive strains—Cb pWUR460_gldA1 produced 8.6 g/L and 13 g/L butanol and ABE, respectively; while, Cb pWUR460_dhaD1 produced 8.56 g/L and 13.01 g/L, respectively (Fig. 2d, e). Overall, butanol and total ABE concentrations were > 15% higher in the recombinant Cb strains, Cb_gldA1 and Cb_dhaD1 relative to the plasmid control. The ABE productivities of Cb pWUR460_gldA1 and Cb pWUR460_dhaD1 were similar; 0.22 g/L/h, which was 17% higher than that of the empty plasmid control (0.18 g/L/h). Interestingly, despite significant increases in cell growth by the induced gldA1- (Cb pWUR459_gldA1) and dhaD1-expressing (Cb pWUR459_dhaD1) strains relative to the strains bearing constitutively expressed gldA1 and dhaD1 and the plasmid control, these increases did not translate into increased total ABE production (Figs. 2a, 3a).
In regards to acid production and re-assimilation, constitutively expressed gldA1 and dhaD1 accumulated higher acetic and butyric acid levels at 12 h and 24 h of fermentation, when compared to the plasmid control. Both strains, however, re-assimilated > 51% of the total acetic and butyric acids produced relative to 14.6% acetic acid and 12.02% butyric acid re-assimilation by the plasmid control (Fig. 2f, g). The induced gldA1 and dhaD1 showed similar acid production and re-assimilation patterns as the constitutive strains (Fig. 3f, g).
Overexpression of Cp GldA1 (or DhaD1) with DhaK led to greater payoffs compared to overexpression of a single gldh
By linking two enzymes of the same metabolic pathway, Dueber et al.  observed improvements in the local concentration of enzyme activity, with concomitant increase in the conversion rates of metabolic intermediates. This was the basis for fusing glycerol catabolic enzymes from Cp in Cb, such that active sites exist in close proximity, whereby the product of one reaction is potentially utilized rapidly by the adjacent enzyme (Additional file 1: Figure S2). To ensure maximum payoff in terms of butanol production, Cp dhaK was covalently linked with each of gldA1 and dhaD1, thereby expressing them as fused proteins. Because overexpression of gldA1 and dhaD1 as single proteins offered similar benefits, Cb was transformed with only the recombinant plasmids carrying gldA1 + dhaK to generate Cb pWUR459_[gldA1 + dhaK] and Cb pWUR460_[gldA1 + dhaK]. The two strains were used to conduct batch ABE fermentations in glucose + glycerol medium (1:2 molar ratio, respectively) supplemented with 20 µg/mL erythromycin.
Substrate utilization, ABE productivity and yield of recombinant C. beijerinckii (Cb) strains during fermentation of glycerol + glucose medium
Recombinant Cb strain
% Improvement vs. control
21.61 ± 2a
35.1 ± 2.3
13 ± 0.01a
23.1 ± 2.1a
34.8 ± 4.5
12.8 ± 1.2a
22 ± 0.12a
35 ± 1.9
13.1 ± 0.1a
23.4 ± 3.1a
35.1 ± 1.3
13 ± 0a
pWUR460_gldA1 + dhaK
23.67 ± 0a
35.2 ± 1.2
13.2 ± 1.1a
pWUR459_ gldA1 + dhaK
24.4 ± 0.8a
35.1 ± 0.8
12.8 ± 0.7a
pWUR460_dhaD1 + gldA1
24.6 ± 0.1a
35 ± 0.2
13.2 ± 0.1a
pWUR459_[(dhaD1 + gldA1) dhaK]
23.2 ± 0a
34.8 ± 1.2
12.5 ± 0.5a
pMTL500E P adc (−) P thl (−) (Control)
17.26 ± 1b
34.8 ± 0.8
11.3 ± 0.4b
Constitutive overexpression of gldA1 with dhaK as a fused protein resulted in significant increase in cell growth (35.8%) when compared to constitutive overexpression of gldA1 alone. Nevertheless, the difference in butanol production was not profound. Increase in butanol concentration was marginal (1.51%) in favor of gldA1 + dhaK when compared to gldA1 expressed alone (Table 1). ABE concentrations and productivities were similar for both strains (~ 13.2 g/L and 0.22 g/L/h, respectively).
Contrary to constitutive overexpression where a remarkable difference was observed in cell growth between Cb_gldA1 and Cb_gldA1 + dhaK, inducible overexpression of gldA1 + dhaK increased cell growth by only 8%, when compared to Cb_gldA1. As with the constitutive strains, butanol and ABE concentrations of Cb pWUR459_gldA1 + dhaK (8.81 g/L and 12.81 g/L, respectively) were similar to those of Cb pWUR459_gldA1 (8.75, and 12.9 g/L, respectively; Figs. 3, 4).
Co-expression of Cp gldA1 + dhaD1 as a fused protein improved cell growth relative to overexpression of the single proteins
The basis for linking similar proteins that catalyze the same reaction was to amplify the number of active sites per recombinant protein, thereby potentially increasing the efficiency of substrate conversion. Therefore, Cp dhaD1 and gldA1 were covalently tethered with a polyglycine linker, and the gene construct was then cloned into pWUR460 followed by transformation into Cb. We sought to ascertain whether co-expression of two Gldhs as a fused protein would lead to more beneficial effects, when compared to the overexpression of a single Gldh. In an effort to further increase glycerol utilization, as observed with gldA1 + dhaK—i.e., concomitant overexpression of Cp glycerol dehydrogenase and dihydroxyacetone kinase—the fused dhaD1 + gldA1 was linked to dhaK to generate [(dhaD1 + gldA1) dhaK].
Owing to the potentially large size of the resulting insert [(dhaD1 + gldA1) dhaK], which may pose some expression problems when overexpressed as single fused protein, dhaK in the construct [(dhaD1 + gldA1) dhaK] was designed to be expressed alone as a single protein, while dhaD1 + gldA1 was expressed as a fused protein. To avoid likely metabolic burden potentially induced by the large size of the resulting recombinant plasmid, overexpression of [(dhaD1 + gldA1) dhaK] insert was placed under the control of inducible acetoacetate decarboxylase (adc) promoter, in pWUR459. The newly generated Cb strains—Cb pWUR460_[dhaD1 + gldA1] and Cb pWUR459_[(dhaD1 + gldA1) dhaK]—were used to conduct batch ABE fermentation in glucose + glycerol medium (1:2 molar ratio).
Cb pWUR460_dhaD1 + gldA1 exhibited 16% higher cell OD600 when compared to Cb pWUR460_gldA1 + dhaK (Figs. 4a, 5a). Likewise, the ABE productivity of Cb pWUR460_dhaD1 + gldA1 was 27% higher than that of Cb pWUR460_gldA1 + dhaK (Table 1), although the corresponding final butanol and ABE concentrations (8.85 g/L and 13.2 g/L) were similar to those of pWUR460_gldA1 + dhaK (8.72 g/L and 13.2 g/L).
Inducible overexpression of fused [dhaD1 + gldA1] with dhaK as in Cb pWUR459_[(dhaD1 + gldA1) dhaK] increased butanol and total ABE concentrations, and ABE productivity to 8.83%, 12.71%, and 44.4% (p < 0.1), relative to the plasmid control (Table 1 and Fig. 5d, e). Although constitutive overexpression of gldA1 with dhaK as a fused protein resulted in significant improvement in cell growth relative to constitutive overexpression of gldA1 alone, there was no similar improvement in cell growth when [dhaD1 + gldA1] was overexpressed with dhaK, despite the use of an inducible promoter which was earlier observed to result in higher cell growth (Figs. 2a, 3a; perhaps, this was because dhaK was overexpressed as a single protein in [(dhaD1 + gldA1) dhaK]. Nonetheless, butanol and ABE concentrations of pWUR459_[dhaD1 + gldA1] + dhaK (8.52 g/L and 12.7 g/L) were comparable to those of pWUR460_dhaD1 + gldA1 (8.86 g/L and 13.18 g/L), and significantly higher (p < 0.1) than the empty plasmid control (7.81 g/L and 11.25 g/L; Table 1 and Fig. 5d, e).
Glucose and glycerol consumption by recombinant Cb strains
Overall, we observed increase in glycerol consumption by recombinant strains of Cb-overexpressing Cp gldh and dhaK genes relative to the plasmid control (Table 1). Glycerol consumption by Cb pWUR460_gldA1 and Cb pWUR460_dhaD1 increased 25% and 28%, respectively, when compared to the plasmid control (Table 1). Further improvement in glycerol utilization was observed with Cb pWUR460_gldA1 + dhaK, which utilized 37.1% more glycerol than the empty plasmid control. This represents ~ 10% increase in glycerol consumption when compared to overexpression of Gldh only.
Constitutive overexpression of two Gldh [dhaD1 + gldA1] as a fused protein increased glycerol utilization by 43% relative to the plasmid control, thus, representing ~ 14% increase in glycerol consumption relative to overexpression of GldA1 or DhaD1 alone (Table 1). With [(dhaD1 + gldA1) dhaK], 28.6% increase in glycerol utilization was observed (compared to 43% by dhaD1 + gldA1), relative to the plasmid control. Although 28.6% increase is a significant improvement relative to the plasmid control, this increase was still 14% short of the improvement observed with dhaD1 + gldA1.
Although the recombinant strains preferred glucose to glycerol as substrate, as evidenced by complete utilization of glucose after 48 h, we found that the rate of glucose utilization by the plasmid control after 12 h of fermentation was slightly higher than those of the constitutively expressed (pWUR460) recombinant Cb strains (Table 1). For example, the rate of glucose consumption by the plasmid control was 1.2 g/L/h, whereas the rates of glucose consumption were 0.96, 1.0, 0.98, and 1.0 g/L/h for Cb pWUR460_gldA1, dhaD1, [gldA1 + dhaK], and [dhaD1 + gldA1], respectively (Table 1). To ascertain whether decreases in the rates of glucose utilization were due to constitutive overexpression of the Gldhs, we determined glucose consumption rates for the inducible overexpression strains. Our results showed that overexpression of Gldhs using the inducible promoter increased the rate of glucose utilization relative to constitutive overexpression and the plasmid control. For example, the rates of glucose consumption by Cb pWUR459_gldA1 and Cb pWUR459_ dhaD1 increased 29.2% and 8.8%, and 29% and 14%, relative to their respective constitutive strains and the plasmid control, respectively (Table 1). Also, Cb pWUR459_[dhaD1 + gldA1] + dhaK showed 7% increase in the rate of glucose consumption when compared to the plasmid control (Table 1). The rate of glycerol consumption by the constitutive Cb pWUR460_gldA1 after 24 h (0.42 g/L/h) significantly increased (16.2%) when compared to the inducible Cb pWUR459_gldA1 (0.37 g/L/h), which in turn was 9% higher than plasmid control (0.34 g/L/h).
The activities of glycerol dehydrogenases and dihydroxyacetone kinase in the recombinant Cb strains
At 16 and 48 h of fermentation, Gldh activity of the plasmid control was 51.3% and 56.7% lower, respectively, when compared to Cp Gldh activity (Fig. 6B). However, overexpression of dhaD1 + gldA1 from Cp in Cb significantly increased Gldh specific activity by 130.8% and 99.6% at 16 and 48 h, respectively, relative to wild-type Cp (Fig. 6B). The specific activities of Gldh at 48 h for Cb pWUR460_gldA1 and Cb pWUR460_dhaD1 (0.34 U/mg and 0.3 U/mg) increased twofold when compared to the plasmid control (0.17 U/mg). At 16 h, the specific Gldh activity of Cb pWUR460_dhaD1 + gldA1 was 4.5- and 3.7-fold higher than that of the empty plasmid control (Fig. 6A). In addition, the Gldh activity of the strain overexpressing dhaD1 + gldA1 increased 1.5-fold when compared to overexpression of dhaD1 (or gldA1) alone (data not shown).
DhaK specific activity was measured using crude cell extracts of Cb pWUR460_gldA1 + dhaK. At 48 h, the DhaK activity was 0.31 U/mg, which was significantly higher (2.4-fold) than that of the plasmid control (0.11 U/mg; Fig. 6C). Similarly, the DhaK activity of recombinant Cb pWUR460_gldA1 + dhaK also increased 2.1-fold relative to the wild-type Cb (0.31 U/mg versus 0.1 U/mg, respectively).
Furfural tolerance of the recombinant Cb strains
We previously studied the beneficial role of glycerol supplementation as a strategy for improving furfural detoxification by C. beijerinckii . In the current experiment, we sought to exploit improved glycerol utilization accruing from overexpression of Cp gldh and dhaK in Cb as a means to further enhance furfural detoxification. Previously, we had observed that simultaneous supplementation of furfural and erythromycin to the fermentation medium severely inhibits the growth of recombinant Cb strains. Therefore, the furfural detoxification experiments were conducted with 15 µg/mL erythromycin. Comparative recombinant Gldh activity was measured at mid-stationary phase (48 h) in Cb pWUR460_dhaD1 + gldA1 and the plasmid control to ascertain recombinant plasmid retention at low erythromycin concentration (15 µg/mL). Indeed, the Gldh activity of Cb pWUR460_dhaD1 + gldA1 in the fermentation medium was significantly higher (2.5-fold) than that of the plasmid control.
Since Cb pWUR460_dhaD1 + gldA1 produced a better fermentation profile than Cb pWUR460_gldA1 (or dhaD1) and Cb pWUR460_gldA1 + dhaK, this strain was selected for fermentation of furfural-challenged glucose + glycerol medium. The use of a constitutive promoter to drive gene expression as in Cb pWUR460_dhaD1 + gldA1 was intended to ensure glycerol utilization from the onset of cell growth, thereby potentially increasing the availability of reducing equivalents crucial to furfural detoxification and butanol formation.
Substrate utilization, furfural detoxification, cell growth (optical density; OD600), butanol and ABE concentrations (C), ABE yield (Y) and productivity (Z) profiles of C. beijerinckii (Cb) pWUR460_dhaD1 + gldA1 grown in furfural (2 to 6 g/L)-supplemented glucose + glycerol medium
Max. cell OD600
pWUR460_ dhaD1 + gldA1
5.5 ± 0.1a
12.4 ± 0.1a
35.6 ± 0.1a
29.1 ± 1.1a
3.5 ± 0.02b
8.7 ± 0.1b
12.1 ± 1.1a
35.8 ± 1.1a
28.9 ± 0.9a
pWUR460_ dhaD1 + gldA1
4.0 ± 0.03a
8.5 ± 0.9a
12.4 ± 0.5a
35.8 ± 0.2a
29.1 ± 0.1a
2.8 ± 0.1b
8.2 ± 1.1b
12.4 ± 0.1a
36 ± 0.23a
20.1 ± 0.9b
pWUR460_ dhaD1 + gldA1
3.7 ± 0.2a
6.9 ± 0.2a
10.1 ± 0.5a
35.4 ± 0.5a
26.2 ± 1.1a
2.4 ± 0.2b
6.2 ± 0.4b
9.4 ± 0.34b
35.7 ± 0.1a
18.6 ± 0.2b
pWUR460_ dhaD1 + gldA1
3.6 ± 0.2a
8.6 ± 0.7a
25.4 ± 0.2a
23.9 ± 0.5a
2.1 ± 0.5b
5.1 ± 0.8b
8.1 ± 0.01b
31.1 ± 0.1b
13.1 ± 0.1b
pWUR460_ dhaD1 + gldA1
2.7 ± 0.9a
4.5 ± 0.9a
9.8 ± 0a
13 ± 0.8a
3.1 ± 0.3b
12 ± 0.1b
7.5 ± 0.23b
The rates of furfural detoxification by Cb pWUR460_dhaD1 + gldA1 and the plasmid control were similar with 2, 3 and 4 g/L furfural challenge (1.36 and 1.37 g/L/h, respectively, with 2 g/L furfural treatment, 1.36 and 1.4 g/L/h, respectively, with 3 g/L furfural treatment, and 1.15 and 1.13 g/L/h, respectively, with 4 g/L furfural treatment). However, with 5 and 6 g/L furfural treatments, the rates of furfural detoxification by Cb pWUR460_dhaD1 + gldA1 were 1.38 g/L/h and 1.24 g/L/h, respectively; while the rates for the plasmid control were 0.82 g/L/h and 0.96 g/L/h, respectively (Table 2). These represent remarkable increases (67.9% and 29.2%) in the rates of furfural detoxification with 5 g/L and 6 g/L furfural, respectively, by Cb pWUR460_dhaD1 + gldA1.
The role of glycerol supplementation in facilitating furfural detoxification was evident when the detoxification rates were compared with that of furfural-challenged glucose-only medium. Specifically, furfural detoxification rates were lower for glucose-only medium when compared to glycerol + glucose medium. For example, the rates of furfural detoxification by Cb pWUR460_dhaD1 + gldA1 in glucose-only medium supplemented with 4, 5, and 6 g/L furfural were 0.77, 0.87, and 0.96 g/L/h, respectively. Comparing these rates with 1.15, 1.38 and 1.24 g/L/h obtained with glycerol-supplemented P2 medium challenged with 4, 5 and 6 g/L furfural shows 49.4, 58.6, and 29.2% improvements, respectively, in the rates of furfural detoxification.
Gldh activity of Cb pWUR460_dhaD1 + gldA1 was determined during fermentation of 4 g/L furfural-challenged glucose + glycerol medium (1:2 molar ratio; Fig. 6D). At 16 and 36 h of growth, Gldh activity of Cb pWUR460_dhaD1 + gldA1 increased ~ twofold relative to the empty plasmid control. Interestingly, at 48 h of growth, the empty plasmid control exhibited undetectable Gldh activity, while Cb pWUR460_dhaD1 + gldA1 showed Gldh activity of 0.018 U/mg, thereby implicating overexpression of the recombinant protein in the payoffs observed with glycerol-supplemented furfural-challenged fermentations by Cb pWUR460_dhaD1 + gldA1.
This study was designed to achieve the following objectives: (i) to metabolically engineer Cb strains through systematic overexpression of Cp gldh and dhaK to generate glycerol-utilizing Cb strains, (ii) to characterize the phenotypes of the resulting recombinant Cb strains in terms of cell growth, ABE production, and glycerol utilization, and (iii) to ascertain whether increased consumption of glycerol translates into increased rate of furfural detoxification and ABE production. To achieve the above objectives, we first overexpressed Cp gldA1 and dhaD1 as single proteins in Cb. Although there was no difference in the fermentation profiles of both strains, overexpression of each gene in Cb enhanced glycerol utilization relative to the plasmid control (25%). This, therefore, suggests that Cp glycerol dehydrogenases have specifically evolved to favor glycerol catabolism relative to the single native glycerol dehydrogenase in Cb. Whereas this contributes, at least in part, to the superior glycerol utilization by Cp, when compared to other Clostridium species, the overall glycerol utilization capacity of the resulting recombinant Cb strains—which consumed considerably less glycerol than Cp—suggests that additional factors beyond individual expression of glycerol dehydrogenases in Cp contribute to glycerol utilization by this microorganism (Cp).
To further improve glycerol utilization, therefore, we overexpressed gldA1 with DhaK as a fused protein and observed a 37.1% increase in glycerol utilization when compared to the plasmid control (a further ~ 10% increase when compared to gldA1 alone). Clearly, the underpinning for this additional payoff accrued from the recombinant DhaK activity. Simultaneous expression of a Gldh and a DhaK from Cp in Cb was expected to significantly increase flux through the glycerol metabolic shunt, which feeds into the glycolytic pathway, thereby improving growth and ABE production. However, whereas co-expression of Gldh and DhaK from Cp increased growth, ABE production and glycerol utilization in Cb, when compared to the plasmid control, this did not lead to significant increases relative to co-expression of two Gldhs from Cp (DhaD1 + GldA1) in Cb. In fact, by overexpressing the two Gldh genes (dhaD1 and gldA1) as a fused protein, we further increased glycerol utilization (to a maximum of 43%), relative to the plasmid control and gldA1 alone, although cell growth, ABE production and most crucially, glycerol consumption were considerably similar among recombinant Cb strains expressing two fused Gldhs (DhaD1 + GldA1) and those expressing a Gldh and a DhaK (GldA1 + DhaK).
Clearly, by combining the catalytic machinery of two Gldhs or a Gldh and a DhaK from Cp, we further increased glycerol utilization by Cb, as opposed to expressing one Gldh from Cp in Cb. In light of this, it does appear that the multiplicity of glycerol catabolic genes in Cp, particularly Gldhs may account, in part for its superior glycerol metabolism relative to other solventogenic Clostridium species. However, it is not clear if all or some of the multiple Gldhs in Cp are simultaneously expressed. It would be instructive, therefore, to characterize the expression profiles of Gldhs in Cp. Interestingly, co-expression of dhaK with dhaD1 + gldA1 did not increase glycerol utilization any further. The observation that the native DhaK activity in C. butyricum is inducible [4, 28] indicates that dhaK overexpression in Cb may not be critical to drive metabolic flux through the glycerol catabolic shunt, and subsequently towards butanol biosynthesis. More importantly, this suggests that the step catalyzed by Gldh in glycerol metabolism might be the rate-limiting step in glycerol catabolism. This, perhaps explains why Cp, a potent utilizer of glycerol, evolved multiple copies of gldh genes to promote glycerol catabolism, while harboring a single copy of dhak as in Cb. Notably, co-expression of dhaK with dhaD1 + gldA1 significantly reduced cell growth when compared to expression of Gldhs alone, or two Gldhs simultaneously, or Gldh and DhaK as a fused protein, although ABE production was not affected (in the strain expressing dhaK with dhaD1 + gldA1). Perhaps, the large size of the construct [(dhaD1 + gldA1) dhaK] expressed in this strain (10,745 bp) may have exerted a degree of metabolic burden on this strain, leading to reduced growth. Notably, glycerol utilization and ABE production were not affected in this strain (Cb_[(dhaD1 + gldA1) dhaK]). This indicates that expression of the respective glycerol catabolic genes in this strain, hence flux via the glycerol metabolic shunt, and glycolysis downstream and subsequently towards the ABE pathway were unaffected. Perhaps, metabolic modulations elsewhere, stemming from the expression of a plasmid-borne, large-sized construct impaired growth in Cb_[(dhaD1 + gldA1) dhaK].
To investigate whether enhanced glycerol utilization due to overexpression of gldhs would promote furfural tolerance in Cb, the recombinant strains were exposed to furfural. Studies have shown that the toxic effects of furfural on microbial physiology include inhibition of specific enzymes and NAD(P)H depletion [11, 22, 29]. In light of this, we measured the activity of NAD(P)H-generating Gldh in crude cell extracts of Cb grown in furfural-supplemented glycerol + glucose medium. Interestingly, the Gldh activity of Cb_dhaD1 + gldA1 exposed to 4 g/L furfural was remarkably higher than that of the plasmid control (Fig. 6D). Based on this, we conclude that the significant payoffs in furfural tolerance in the recombinant Cb strains relative to the control were due to overexpression of glycerol catabolic genes (dhaD1 + gldA1 and [(dhaD1 + gldA1) dhaK]), leading to enhanced glycerol consumption, and consequently, excess reducing equivalents for furfural detoxification and butanol production (Additional file 1: Figure S4, Table 2). In fact, recombinant Cb strains demonstrated more rapid rates of furfural reduction to the less toxic furfuryl alcohol, especially with increasing furfural concentration. For instance, whereas Cb pWUR460_dhaD1 + gldA1 and the empty plasmid control showed similar rates of furfural reduction with 2 and 3 g/L furfural, the rates of furfural reduction by Cb pWUR460_dhaD1 + gldA1 were 67.9% and 29.2% greater than those of the empty plasmid with 5 and 6 g/L furfural, respectively (Additional file 1: Figure S4).
Our results demonstrate that overexpression of Cp dhaD1 and gldA1 either as single or a fused protein or in combination with dhaK enhanced glycerol consumption and improved furfural tolerance by the recombinant Cb strains. Despite improved glycerol consumption by the recombinant Cb strains during growth in a glucose + glycerol medium, there were no marked increases in cell optical density during the growth of these strains in a glycerol-only medium (data not shown). Clearly, the inability of Cb to metabolize glycerol as a sole substrate stems from other factors beyond the lack of superior glycerol catabolic enzymes (such as those found in Cp). One of such factors is the likely absence of a short excess NAD(P)H-dissipation pathway during oxidation of glycerol as sole source of carbon by Cb. Clostridium species that utilize glycerol as a sole carbon source (e.g., Cp and C. butyricum) typically possess the 1,3-propanediol and/or 1,2-propanediol biosynthesis pathway that allows for efficient disposal of excess NAD(P)H generated from glycerol oxidation (Fig. 1). Perhaps, expressing the two-step 1,3-propanediol pathway alongside Gldh and DhaK in Cb might confer on Cb, the ability to metabolize glycerol as a sole carbon source. Given the current crude glycerol glut as a result of the rapidly expanding biodiesel industry and also the generation of microbial inhibitory compounds during lignocellulosic biomass pretreatment, the findings reported here represent a significant progress towards engineering Cb strains capable of efficient glycerol metabolism and detoxification of lignocellulose-derived inhibitor, with concomitant production of butanol.
Microorganisms and culture conditions
Clostridium beijerinckii NCIMB 8052 (Cb; ATCC 51743) and Clostridium pasteurianum (Cp; ATCC 6013) were obtained from the American Type Culture Collection (Manassas, VA). Laboratory stocks of these microorganisms were maintained as spore suspensions in sterile, double-distilled water at 4 °C. Cb and Cp spores were revived and propagated as previously described . Spores (200 µL) were heat-shocked at 75 °C for 10 min, cooled on ice for 2 min, and then inoculated into 10-mL anoxic tryptone–glucose–yeast extract (TGY) medium. Cb and Cp cultures were incubated at 35 °C in an anaerobic chamber (Coy Laboratory Products, Inc., Ann Arbor, MI) with a modified atmosphere of 82% N2, 15% CO2, and 3% H2 until optical density (OD600) reached ~ 0.9–1.1 . Actively growing cultures (10%, v/v) were subsequently transferred to fresh TGY medium and incubated for 3–4 h (until cultures reached an OD600 ~ 1.1) to increase the pre-culture volume.
Escherichia coli DH5α (Ec) from New England Biolabs (Ipswich, MA) was used to maintain recombinant plasmids. Ec DH5α strains carrying recombinant plasmids were grown aerobically by incubation in shaken flasks at 25 °C and 144 rpm for 16 h in Lysogeny broth (LB) containing ampicillin (50 μg/mL).
Generation of recombinant glycerol dehydrogenase (dhaD1 and gldA1) and dihydroxyacetone kinase (dhaK) gene constructs
Gly5 peptide linker was used to covalently tether the Cp genes. Protein secondary structure prediction was performed using an online software—Protein Homology/analogy Recognition Engine (Phyre2 version 2.0; Structural Bioinformatics Group, Imperial College, London) to determine which terminus to include the Gly5 peptide linker. Inclusion of Gly5 peptide linker at the appropriate end allows sufficient gap between adjacent proteins and minimizes protein misfolding following expression of recombinant proteins.
We performed protein alignment using the NBCI Blastp algorithm and Visual Molecular Dynamics software (VMD version 1.9.1; Theoretical and Computational Biophysics Group, University of Illinois at Urbana-Champaign) to compare primary and secondary structures, respectively, among Cp Gldhs, and between Cp and Cb DhaK (Additional file 1: Table S2). The VMD software generates a root mean square deviation (RMSD) value that predicts the similarity between secondary structures of two proteins (Additional file 1: Tables S1, S2, S3). Proteins with closely matched secondary structures, when aligned, are expected to have lower RMSD value (e.g., dhaD1 and gldA1 in Additional file 1: Table S2).
The cycling conditions for the nested PCR reactions used to amplify each gene from Cp gDNA were: (1) 98 °C for 2 min (initial denaturation), (2) five cycles of 98 °C for 20 s, Annealing temperature 1 (AT1—of the portion of primer that anneals to gDNA) for 20 s, 72 °C for 30 s, (3) 30 cycles of 98 °C for 20 s, annealing temperature 2 (AT2—of entire primer sequence) for 20 s, 72 °C for 30 s (denaturation, annealing, and extension); (4) 72 °C for 5 min (final extension); and (5) 4 °C for 10 min. The fused gene constructs were assembled using a modified two-step SOE-PCR . In Step 1 SOE-PCR, gene 1 and gene 2 PCR amplicons (e.g., dhaD1 and dhaK) from the nested PCR reactions served as both primers and templates (forward- and reverse- templating fragments, respectively), which generated the fused gene construct (i.e., [dhaD1 + dhaK]). Cycling conditions for Step 1 SOE-PCR were: (1) 98 °C for 2 min; (2) 15 cycles of 98 °C for 1 min, annealing temperature of overlap region [nucleotide sequence in the region where the two genes were linked] for 2 min, 72 °C for 3 min; (3) 72 °C for 10 min; (4) 4 °C for 10 min. The forward primer for gene 1 (e.g., dhaD1-F) and the reverse primer for gene 2 (e.g., dhaK-R) were then added to the Step 1 SOE-PCR reaction, and the following cycling conditions were used for Step 2 SOE-PCR: (1) 98 °C for 2 min; (2) 30 cycles of 98 °C for 1 min, annealing temperature of primer pair for 2 min, 72 °C for 3 min; (3) 72 °C for 5 min; (4) 4 °C for 10 min.
Each insert (dhaD1, gldA1, gldA1 + dhaK, dhaD1 + gldA1, [(dhaD1 + gldA1) dhaK]) was then spliced into the Clostridium-Ec shuttle plasmids, pWUR460 or pWUR459, to permit transcription by a constitutive thiolase promoter or inducible acetoacetate decarboxylase promoter (from C. acetobutylicum), respectively . Representative schematics of recombinant plasmids are shown in Fig. 9 and Additional file 1: Figure S1.
In summary, Cp dhaD1 and gldA1, which exhibit the closest secondary structure similarity among Cp gldhs, were tethered at their C-terminus and N-terminus, respectively, to generate a fused construct [dhaD1 + gldA1]. The insert was then spliced into each of pWUR460 and pWUR459. Furthermore, dhaD1 and gldA1 were separately tethered to dhaK at their C-and N-termini, respectively, to generate [dhaD1 + dhaK] and [gldA1 + dhaK], which were then spliced into both pWUR460 and pWUR459. Further, the fused gldh construct [dhaD1 + gldA1] was linked to dhaK to create [(dhaD1 + gldA1) dhaK], which was then spliced into pWUR459 for inducible expression as a fused protein. Additionally, dhaD1 and gldA1 inserts were separately spliced into pWUR460 and pWUR459 to be expressed as single (unfused) Gldh proteins.
Restriction digestion and ligation of PCR amplicons into pWUR459/460 plasmid vectors
Plasmids and amplicons were digested with ApaI and XhoI, respectively (New England Biolabs, Ipswich, MA). A 50-µL digestion reaction consisted of nuclease-free water, Cutsmart buffer (5 µL; New England Biolabs, Ipswich, MA), ApaI (1 µL), and DNA samples (0.02 µg/mL). After overnight incubation at 25 °C, 1 µL XhoI was added to the reaction and then incubated at 37 °C for 4 h. The digested vectors and PCR products were purified by agarose gel electrophoresis using the GenCatch advanced PCR extraction kit (Epoch Life Science, Sugar Land, TX). Following restriction digestion and purification, linear plasmids and amplicons were ligated to generate recombinant plasmids. A 10-µL ligation reaction (insert: vector ratio of 10:1) consisted of 10× T4 ligase buffer (1 µL), linearized plasmid and insert (0.02–0.5 pmol), T4 DNA ligase (0.5 µL; New England Biolabs, Ipswich, MA), and nuclease-free water. The ligation reaction was incubated overnight at 16 °C, and then heat-inactivated at 65 °C for 10 min, and chilled on ice.
Transformation of E. coli DH5α and Cb with recombinant plasmids
Electro-transformation of E. coli DH5α was conducted according to standard protocols. Colonies were selected on LB agar plate supplemented with ampicillin (50 μg/mL). Following isolation of recombinant plasmids from E. coli DH5α, the presence of desired inserts was verified by PCR, restriction digestion analysis, and DNA sequencing (Eurofins genomics, Louisville, KY).
To prepare electro-competent Cb cells, spores suspension (200 µL) was heat-shocked as previously described [22, 30]. Cb culture was then grown according to the previously described protocol . The culture was then plated onto semi-solid TGY agar [0.5% (w/v)] and incubated until single colonies appeared. A single colony was inoculated into 10-mL TGY broth and incubated for 10–12 h. After 12 h, the actively growing Cb culture (10%, v/v) was then transferred into a fresh TGY broth and incubated until OD600 reached 0.6–0.8. Cells were harvested by spinning at 4000×g and 4 °C for 6 min. Cell pellets were washed once with electroporation buffer (50 mL) containing 270 mM sucrose, 1 mM MgCl2, 5 mM KH2PO4, and 10% w/v PEG-8000. Electro-competent Cb cells were re-suspended in 2 mL of the electroporation buffer and incubated on ice for 5 min.
To transform Cb, 10 µg of recombinant plasmid was gently mixed with 400 µL of the freshly prepared electro-competent Cb in a pre-chilled 0.2-cm electroporation cuvette. Electroporation was performed at 2.5 kV, 25 µF capacitance, and infinite resistance in a Bio-Rad Gene Pulser Xcell™ electroporator . After electroporation, cells were diluted in 4 mL of TGY medium and incubated anaerobically at 35 °C for 6 h. The resulting cells were pelleted by centrifugation at 3000×g for 5 min and then mixed with 30-mL semi-solid TGY agar containing 25 µg/mL erythromycin, poured into two separate petri dishes and incubated in an anaerobic chamber for 48–72 h. Subsequently, colonies were selected, transferred onto fresh semi-solid TGY agar containing 25 µg/mL erythromycin), and grown for another 12–24 h. Then, colonies from each transformant were transferred into culture tubes containing TGY broth supplemented with 25 µg/mL erythromycin. The presence of the desired inserts was verified by PCR, restriction digestion analysis, and DNA sequencing (Eurofins genomics, Louisville, KY).
To prepare routine laboratory stocks of Cb transformants, 6% (v/v) actively growing cells were inoculated into TGY broth containing 50 g/L glucose supplemented with erythromycin (25 µg/mL) supplementation, and then grown for 7–8 days to allow for complete sporulation of the cells. At the end of fermentation, spores were harvested by centrifugation at 3000×g and 4 °C for 15 min. The pellets were washed 5–8 times with sterile distilled water, and then suspended in sterile distilled water, and stored at 4 °C.
Batch fermentation to evaluate butanol production, glycerol utilization, and the furfural tolerance of recombinant Cb strains
Spores (200 µL) of recombinant Cb strains were heat-shocked and inoculated into TGY broth supplemented with 25 µg/mL erythromycin as previously described [22, 30]. Cb pre-culture was prepared according to the method of Ezeji et al.  using actively growing Cb cultures grown in TGY broth containing 25 µg/mL erythromycin. Butanol fermentation was conducted in loosely capped 50-mL Pyrex culture bottles using 6% (v/v) of the pre-culture in 50 mL of modified P2 medium  supplemented with 20 µg/mL erythromycin. The carbon source in the P2 medium was modified as follows: (i) glucose + glycerol (1:2 molar ratio; 36 g/L glucose and 36.1 g/L glycerol, respectively), (ii) glucose-only (60 g/L), and (iii) glucose + glycerol [1:2 molar ratio as in (i) above, with furfural supplementation (2,3,4,5, and 6 g/L)]. For furfural-supplemented cultures (iii above), at 10–12 h (OD600 of 0.9), the cultures were pulse-fed with furfural to the stated final concentrations. All experiments were performed in triplicate. During the course of fermentation, sample aliquots (2 mL) were taken at every 6- to 12-h intervals for analysis of cell growth, culture pH, and the concentrations of butanol, acetone, ethanol, acetic and butyric acids, glucose and glycerol, furfural, and furfuryl alcohol (see analytical methods section for details).
Glycerol dehydrogenase assay
The activity of recombinant Gldh was determined as previously described by measuring the reduction of a colorless tetrazolium salt to purple formazan [34, 35]. Recombinant cells growing at mid-exponential phase (16 h) and mid-stationary phase (36 and 48 h) were harvested and washed with 100 mM KHCO3 buffer. Cell pellets were lysed in a Qiagen Tissue Lyser LT (Qiagen, Hilden, Germany) at 50 oscillations/s for 3 min, with addition of 0.1-mm-diameter zirconia/silica beads (BioSpec, Bartlesville, OK). Cell debris was removed by centrifuging the mixture at 10,000×g and 4 °C for 5 min. A 300-µL reaction mixture consisting 100 mM KHCO3 (pH 9.5), 250 µg/mL gelatin, 100 mM glycerol, 1 mM NAD+, 1 mM 2-p-iodo-3-p-nitrophenyl-5-phenyl-2H-tetrazolium chloride (INT), and 0.065 mM phenazine methosulfate (PMS) was prepared. The reaction mixture and the quartz cuvette used for the assay were pre-incubated at 37 °C in a water bath and a DU® 800 spectrophotometer (Beckman Coulter Inc., Brea, CA), respectively. To start the reaction, 100-µL crude cell extract was added to 300 µL of pre-warmed reaction mixture in a cuvette. Absorbance (580 nm) was measured every 1 min for 20 min and then subtracted from those of the control (blank) consisting of 100-µL sterile distilled water and 300-µL reaction mixture.
A graph of absorbance versus time was plotted and the initial velocity (mM INT formazan formed/min) was determined according to a previously described protocol, using the extinction coefficient of formazan (12,300/M/cm @ 580 nm; [36, 37] and pathlength (1 cm). Protein concentration was estimated according to the method described by Bradford  using a commercial reagent (Amresco, Solon, OH). Bovine serum albumin was used as a standard. One unit of specific enzyme activity was defined as µmol INT formazan formed per min per mg protein.
Dihydroxyacetone kinase assay
The activity of DhaK was determined in a coupled assay with glycerol-3-phosphate dehydrogenase by monitoring the rate of ATP-dependent oxidation of NADH to NAD+ monitored at 340 nm . In the coupled assay, DHAP (the product of ATP-dependent DhaK reaction) is reduced to glycerol-3-phosphate by NADH-dependent glycerol-3-phosphate dehydrogenase. Cb cells growing to mid-exponential and stationary phases in glycerol-supplemented P2 medium were harvested and washed with 10 mL of ice-cold 20 mM 2-(N-morpholino)ethanesulfonic acid buffer (MES; pH 6.5). The cell pellet was lysed in a Qiagen Tissue Lyser LT (Qiagen, Hilden, Germany) at 50 oscillations/s for 3 min. A 350-µL reaction mixture, which consisted of 5 µg/mL α-glycerophosphate dehydrogenase, 20 mM MgCl2, 10 mM 2,2-dipyridyl, 1 mM KCN, 0.1 M imidazole (pH 7.5), 2 mM MES (pH 6.5), 4 mM dihydroxyacetone, 10 mM ATP, and 0.1 mM NADH was prepared. The reaction mixture and quartz cuvettes used for the assay were pre-incubated at 30 °C for 5 min in a water bath and a DU®800 spectrophotometer (Beckman Coulter Inc., Brea, CA), respectively. To start the reaction, 50-µL crude Cb cell-free extract was added to 350 µL of pre-warmed reaction mixture. Absorbance (340 nm) was measured every 2 to 5 min for 40 min and then subtracted from those of the control blank (50-µL sterile distilled water and 350-µL reaction mixture).
The activity of DhaK was calculated based on the extinction coefficient of NADH (6220/M/cm @ 340 nm; ) and path length (1 cm). Protein concentration was estimated as described above (glycerol dehydrogenase assay). One unit of specific DhaK activity was defined as the µmol NADH oxidized per min per mg protein.
Cell growth was determined by measuring optical density at 600 nm (OD600) using a DU® 800 spectrophotometer (Beckman Coulter Inc., Brea, CA). Changes in the concentrations of furfural and furfuryl alcohol were determined by monitoring changes in wavelength using a DU® 800 spectrophotometer. The maximum absorption spectra of furfural and furfuryl alcohol are at 275 and 220 nm, respectively. Furfural and furfuryl alcohol concentrations were further validated by High Performance Liquid Chromatography (HPLC) using a Waters 2796 Bioseparation Module equipped with Photodiode Array Detector (PDA; Waters, Milford, MA) and a 3.5-μm Xbridge C18, 150 mm × 4.6 mm column (Waters, Milford, MA). Samples were eluted using a gradient mobile phase of acetic acid [0.3% (v/v) in HPLC-grade water] and HPLC-grade methanol, operated at a flow rate of 0.6 mL/min as previously described .
Glycerol concentration was quantified by HPLC using the Waters 2796 Bioseparations Module equipped with a photodiode array (PDA) detector (Waters, Milford, MA), and a Prevail™ Carbohydrates ES Column-W 250 mm × 4.6 mm × 5 µm column (Grace Davison Discovery Science, Deerfiled, IL) maintained at 30 °C in series with an All-Guard™ Cartridge System (Alltech Associates Inc., Deerfield, IL). The mobile phase was acetonitrile [78% (v/v)] and water [22% (v/v)] at a flow rate of 1 mL/min and isocratic pump mode. Sample temperature and injection volume were 25 °C and 10 µL, respectively. Glucose concentrations were quantified using the 3,5-dinitrosalicylic acid (DNS) method . Determination of glucose concentration was performed using a Waters 2796 Bioseparation module equipped with Evaporative Light Scattering Detector (ELSD; Waters, Milford, MA) and a 9-μm Aminex HPX-87P, 300 mm × 7.8 mm column maintained at 65 °C in series with an Aminex deashing guard column (4.6 mm internal diameter × 3 cm long; Bio-Rad, Hercules, CA). The mobile phase was HPLC-grade water at a flow rate of 0.6 mL/min .
The concentrations of acetone, butanol, ethanol, acetic acid, and butyric acid, were determined using a 7890A Agilent gas chromatograph (Agilent Technologies Inc., Wilmington, DE) equipped with a flame ionization detector (FID) and 30 m (length) × 320 μm (internal diameter) × 0.50 μm (HP-INNOWax film) J × W 19091N-213 capillary column as described previously Agu et al. . ABE yield was defined as total ABE produced (in grams) per grams of glucose (or glucose + glycerol) utilized. Productivity was calculated as the concentration (g/L) of ABE produced per hour.
The General Linear Model of Minitab version 17 (Minitab Inc., State College, PA) was used for all statistical analyses to compare differences between treatments. Differences in growth, product yields and productivities, rate of furfural reduction, and the concentrations of sugars, furfural and furfuryl alcohol, acetone, butanol, ethanol, and ABE were compared. ANOVA was conducted at different fermentation time points. Fisher’s least significant difference at 90% confidence interval was applied to pair-wise comparison to separate means.
CVA performed the experiments and analyzed the data; TCE conceived the experiments; VU and TCE designed the experiments. CVA and VU wrote the manuscript. All authors contributed to the revision of the manuscript. All authors read and approved the final manuscript.
We thank Dr. Wouter Kuit (Wageningen University and Research Centre, Wageningen, Netherlands) for kindly providing us pWUR459 and pWUR460 expression plasmids. We would also like to thank Drs. Venkat Gopalan and Lien Lai for hosting C.V.A briefly in their laboratory and for valuable discussions.
The authors declare that they have no competing interests.
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All data generated or analyzed during this study are included in this published article (and its additional file). Any other data related to this manuscript will be made available by the corresponding author upon reasonable request.
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