Construction and characterization of ADP1
The tolerance of wild-type ADP1 on different concentrations of furfural or HMF was determined. Growth, albeit increasingly inhibited with increasing amounts of inhibitors, was observed in all culture conditions (Additional file 1: Figure S1). The wild-type ADP1 was also able to grow in SLH medium (Additional file 1: Figure S2). Expectedly, the wild-type ADP1 was capable of utilizing lactic acid, the target product of the designed process, as the sole carbon source (Additional file 1: Figure S3).
To ensure ADP1 suitability and applicability for the coculture, genetic engineering was carried out. We used a previously constructed and characterized ADP1 strain, ASA507 [39], as the starting point. The strain exhibits improved tolerance and utilization of p-coumarate and ferulate, key aromatic monomers present in lignocellulose hydrolysates. We hypothesized that the high tolerance could positively affect the strain performance in SLH medium. First, the operon responsible for lactate utilization (genes lldPRD, dld; ACIAD 0106–0109) was deleted in order to prevent the utilization of the lactic acid produced by S. cerevisiae. In addition, to enable WE production in the coculture, we overexpressed acr1 encoding for the key enzyme of the synthesis pathway, fatty acyl-CoA reductase Acr1, as we have previously shown it to improve the direction of carbon towards WE production [45]. Moreover, a gene encoding for the red fluorescent protein mScarlet was introduced to facilitate monitoring the strain growth and performance. The engineered strain was designated as ASA714. We confirmed that ASA714 did not grow on lactate as the sole carbon source, nor did it consume lactate in the presence of other carbon sources (such as acetate or other substrates of SLH medium; data not shown). Furthermore, the wax ester production of ASA714 was found to be higher compared to the wild type ADP1 (Additional file 1: Figure S4).
We next determined the carbon utilization and growth of ASA714 in SLH medium (Fig. 1). A two-phased growth pattern was observed, where the maximum specific growth rate (µmax) of the first exponential phase (µmax = 0.46 h− 1, at 4–6 h) was much higher than the growth rate of the second phase (µmax = 0.09 h− 1, 6–11 h). The acetate of the SHL medium was completely consumed after 9 h, after which the aromatic compounds were consumed (Fig. 1). The consumption of glucose was negligible.
Figure 1. (A) Growth and consumption of glucose and acetate and (B) p-coumarate and ferulate of ASA714 in SLH medium. The experiment was repeated using independent biological replicates. The averages of the measurements, with error bars representing standard deviations are shown.
Next, the lactic acid tolerance of AS714 in SLH medium supplemented with different concentrations of lactate was studied (Fig. 2). The growth rate of ASA714 was only slightly faster (µmax = 0.18 h− 1) in medium without lactate compared to medium supplemented with 18 g/l lactate (µmax = 0.15 h− 1), which was the highest concentration tested.
Figure 2. Growth of ASA714 in SLH medium at varying lactate concentrations. The experiment was repeated using independent biological triplicates. The averages of the measurements, with error bars representing standard deviations are shown.
Construction and evaluation of the lactic acid producing S. cerevisiae CEN.PK LX3
To obtain a S. cerevisiae strain with high lactic acid production from mixed monosaccharides, the xylose fermenting strain CEN PK. XXX [38] was used as the parental strain. Prior to proceeding in strain engineering, XXX strain was evaluated as host strain for lactic acid production by characterization with mixed carbon supplementation, at various pHs, and increasing lactic acid concentrations. In fermentation at micro-scale, the growth of CEN PK. XXX in glucose, xylose, and a mixture of glucose and xylose was measured. The µmax was 0.41 h− 1 on glucose, 0.43 h− 1 on xylose and 0.43 h− 1 on glucose and xylose (Additional file1: Figure S5A). During fermentation with glucose and a mixture of glucose and xylose, a diauxic growth pattern was observed. In medium with only xylose a single exponential phase was observed. After 9 h of fermentation, 8.3 g/L and 4.5 g/L of ethanol were detected in media with glucose or glucose and xylose, respectively. In medium with only xylose, 1.4 g/L of ethanol was observed (Additional file1: Figure S5B). Next, the lactic acid tolerance of the XXX strain was examined, and no growth inhibition was observed at up to 250 mM (22.5 g/L) of lactic acid for 72 h fermentation (Additional file1: Figure S6). Nonetheless, lactic acid concentration over 250 mM presented inhibitory effect for cell growth with 0.19 h− 1 (500 mM), and 0.16 h− 1 (750 mM) of µmax, which represented 68% and 57% of the growth rates at 0 mM lactic acid (0.29 h− 1). The highest concentration of lactic acid (1000 mM, 90 g/L) showed a 70% growth inhibition (Additional file1: Figure S6).
After evaluation of the XXX strain as host for lactic acid production, six copies of the LDH gene expression modules were integrated into the genome of XXX strain, resulting in the xylose fermenting and lactic acid producing strain LX3. In YPD medium with 20 g/L of glucose, the LX3 strain produced 2.8 ± 0.4 g/L of lactic acid and 8.2 ± 0.2 g/L of ethanol within 32 h (Fig. 3). In YPX medium with 20 g/L xylose, 12.2 ± 0.6 g/L of lactic acid but merely 0.7 ± 0.1 g/L ethanol was produced within 32 h (lactic acid productivity of 0.3 g/L/h). The growth of LX3 rate was significantly higher in glucose (µmax of 0.47 h− 1), compared to xylose containing medium (µmax of 0.33 h− 1).
Figure 3. (A) Cultivation of LX3 in YP media containing 20 g/L glucose or 20 g/L xylose for 32 h. (B) Final titers of lactic acid and ethanol after 32 h fermentation in YPD or YPX media. The experiment was repeated using independent biological triplicates. The averages of the measurements, with error bars representing standard deviations are shown.
In order to determine the tolerance of LX3 to inhibitors present in lignocellulosic hydrolysate, LX3 was grown in SLH supplemented with furfural (0 to 1.5 g/L), HMF (0 to 1 g/L), or mix of furfural and HMF (0 to 1 g/L of each) for 46 h. LX3 was able to grow in all studied concentrations of furfural, HMF, or mix of thereof (Fig. 4). No difference was observed at the maximum cell density (OD600 13.1 to 15.4) and specific growth rate (µmax 0.30 to 0.31 h− 1) in all concentrations of furfural. However, the lag phases were extended to 4 h in 1.25 g/L and 8 h in 1.5 g/L furfural compared to concentrations under the 1 g/L furfural where LX3 had no noticeable lag phase (Fig. 4A). At the HMF concentrations tested (0 to 1 g/L) no differences in growth profiles were observed (Fig. 4B). The mix of furfural and HMF had an additive effect. Lower concentrations, 0.5-07 g/L of Furfural and HMF resulted in a 5 h extended lag phase compared to growth without inhibitors and 67% reduction of maximum cell density (OD600 of 9.7 for 0.5–0.7 g/L of furfural and HMF, compared to an OD600 of 15.6 in control conditions). At higher furfural and HMF concentrations (0.8-1 g/L of each inhibitor), a 49% reduction in maximum cell density (OD600 6.8–8.1), a 7.5 h of extended lag phase, and a 78% reduction of maximum specific growth rate (µmax 0.25 to 0.26 h− 1) were observed.
Figure 4. Growth profiles of LX3 in SLH medium supplemented with varying concentrations of (A) furfural, (B) HMF, or (C) a mix of furfural and HMF. The experiment was repeated using independent biological triplicates. The averages of the measurements, with error bars representing standard deviations are shown.
Bioconversion of furan-derived inhibitors by S. cerevisiae CEN.PK LX3 and ADP1 ASA714
Neither S. cerevisiae nor ADP1 can utilize furfural and HMF as carbon sources, but both strains are able to convert them to other furan-derived compounds [11, 22–24]. We therefore expected this to occur also in the coculture. To determine the capacity of the engineered strains LX3 and ASA714 to detoxify the furan aldehydes, we cultivated the strains individually in SLH medium and analyzed the consumption of furfural and HMF (Fig. 5). ASA714 showed faster bioconversion of furfural and HMF compared to X3 (Fig. 5, Table 2). Within 6 h, ASA714 completely metabolized the furfural and HMF of the medium, while furfural and HMF were converted by LX3 within 12 and 17 h, respectively. The average furfural and HMF conversion rates of ASA714 were 0.15 g/L/h and 0.05 g/L/h, respectively, which was about 2-fold and 2.8-fold higher than the rates observed for LX3 (Table 2). The total time needed to completely metabolize furfural and HMF by ASA714 was similar, but the conversion rate was found to be growth phase dependent. While the HMF was metabolized during the exponential growth, most furfural was converted already during the lag phase of ASA714. The LX3 strain metabolized all the furfural approximately 5 h faster than HMF, and both furfural and HMF were mainly metabolized during the exponential phase (Fig. 5).
Figure 5. Bioconversion of furfural and HMF by LX3 and ASA714. The cells were grown in SLH medium and (A) the growth and bioconversion of (B) furfural and (C) HMF was determined. The experiment was repeated using independent biological replicates. The averages of the measurements, with error bars representing standard deviations are shown.
Table 2
Rate of bioconversion of furfural and HMF by LX3 and ASA714.
Strain | Inhibitor | Conc. (g/L) | Total time required for complete conversion (h) | Average conversion rate (g/L/h) |
ASA714 | Furfural | 0.88 ± 0.01 | 6 | 0.15 ± 0.00 |
HMF | 0.32 ± 0.01 | 6 | 0.05 ± 0.00 |
LX3 | Furfural | 0.89 ± 0.00 | 12 | 0.07 ± 0.00 |
HMF | 0.32 ± 0.00 | 17 | 0.02 ± 0.00 |
Fermentation of SLH by a coculture of S. cerevisiae and ADP1
The ability of LX3 and ASA714 to detoxify and produce lactic acid and WEs during the fermentation of SLH was studied in four independent bioreactor cultivations. Prior the cultivations, an optimal inoculation ratio of the strains was determined; Three different ratios (ADP1:LX3; 2:1, 1:1, and 1:2) were examined and the 2:1 ratio of ADP1 and LX3 was found to perform the best with 2.6-fold higher lactic acid production compared to the equivalent ratio (1:1) of both microbes (Additional file 1: Figure S7). The 1:2 inoculation ratio of ADP1 and LX3 resulted in almost identical performance as the monoculture (Additional file 1: Figure S7). Based on substrate consumption, lactic acid production, and side product (ethanol) formation, an inoculation ratio of 1:2 for LX3 and ASA714, was chosen for the bioreactor experiments.
In the coculture, the lag phase was shortened by 16 h and a 1.5 times higher growth rate (µmax 0.17 h− 1) was achieved compared to the monoculture of LX3 (µmax 0.11 h− 1) (Fig. 6A). The glucose consumption was similar in both the mono- and cocultures, with glucose being depleted within 28 h of fermentation. However, a notable difference was observed in the consumption of the rest of the sugars: In the monoculture, less than 10% of xylose, mannose, and galactose were consumed after 28 h, whereas over 60% consumption of these sugars was observed in the coculture at the same time point (Fig. 6A).
The titer of lactic acid was slightly higher in the coculture (12.0 g/L) compared to the monoculture (11.3 g/L) whereas the yield was 0.3 g lactic acid/g sugars for both cultures. Notably, a 1.5 times higher lactic acid productivity was observed in the coculture (0.41 g lactic acid/L/h) compared to that of the monoculture (0.27 g lactic acid/L/h) (Fig. 6B and Table 3). The final concentration of acetic acid in the monoculture was 9.4 g/L compared to that of 3.9 g/L in the coculture.
Ethanol accumulation was similar in both cultures, but in the coculture the ethanol produced was more rapidly consumed (Fig. 6B). All furfural and HMF were metabolized in both cultures, but at different rates. All the furfural and HMF were metabolized already within 20 h in the coculture, while 0.08 g/L furfural and 0.1 g/L HMF were still detected at the 20 h timepoint in the monoculture (Fig. 6C). The phenolic compounds, ferulate and p-coumarate were not consumed in the monocultures whereas an average of 0.2 g/L of each remained after the coculture. Notably, two of the four coculture fermentations showed complete depletion of all acetate and all phenolic compounds, whereas less acetate and no phenolics consumption were observed in the other two cultures (Additional file 1: Figure S8 and S9).
Wax esters were quantified in cells sampled after 28 h, 48 h, and 54 h of cultivation. Expectedly, no WEs were detected in the XL3 monoculture. Measurable amounts of WEs were only detected in one of the cocultures at the samples taken after 28 h and 48 h (24.4 mg/L and 11.9 mg/L, respectively), whereas in other cocultures, WEs could not be reliably quantified.
Figure 6. Bioreactor cultivations of LX3 and ASA714. (A) and (B) metabolites produced and cell growth based on OD600 in LX3 monoculture (mono) and LX3-ASA714 coculture (co); concentration of inhibitors in (C) LX3 monoculture and (D) LX3-ASA714 coculture. The experiment was repeated using independent biological quadruplicates (for individual experiments, see Additional file 1: Figure S8 and S9). The averages of the measurements, with error bars representing standard deviations are shown.
Table 3
Lactic acid productivity, yield, and titer of LX3 monocultures and LX3-ASA714 cocultures on SLH.
| Substrate | Lactic acid |
| (g/L) | Productivity (g/L/h) | Yield (g/g) | Titer (g/L) |
Monoculture | 41.4 ± 0.8 | 0.27 ± 0.02 | 0.3 ± 0.03 | 11.3 ± 1.3 |
Coculture | 44.7 ± 2.2 | 0.41 ± 0.08 | 0.3 ± 0.05 | 12.0 ± 1.8 |