No production from acetate on complex medium containing yeast extract
In a previous study, 2,3-butandediol production from glucose was successfully established on chemically defined medium [6]. The two most promising strains, Escherichia coli W 445_Ediss (W) and E. coli W ΔldhA ΔadhE Δpta ΔfrdA 445_Ediss (Δ4) were therefore chosen to investigate product formation from acetate. While E. coli W was able to utilize acetate in the original defined medium, E. coli W Δ4 was unable to grow. Both strains, however, grew well on the same medium when yeast extract was added. While Escherichia coli W only produced low amounts of 2,3-butanediol, product formation was 3.4-fold higher in E. coli W Δ4 (Supplementary material, Table S1). Given that aerobic conditions were used for this experiment, the fact that deleting mixed-acid fermentation pathways significantly influences 2,3-butanediol and acetoin formation from acetate is somewhat surprising. Conclusively, 2,3-butanediol and acetoin can be produced in E. coli W Δ4 on complex medium containing yeast extract.
To determine the amount of diols produced from acetate, we omitted acetate in one approach and increased the yeast extract concentration in another approach (Fig. 2). This comparison clearly revealed that 2,3-butanediol and acetoin are almost exclusively formed from yeast extract, and not from acetate.
Based on these results, we investigated whether product formation from acetate is possible by designing a chemically defined medium.
Development of defined medium enables diol production from acetate
Since the original chemically defined medium did not allow for growth and 2,3-butanediol production on acetate, the medium was expanded by specific components. These media components were based on literature reports on mechanisms behind 2,3-butanediol production as well as acetate toxicity. To this end, we selected several compounds as media additives: (i) glutamate, as intracellular glutamate pools are decreased in the presence of acetate [34] and glutamate is responsible for the acid resistance 2 (AR2) system [25], (ii) arginine, which mediates the AR3 system, (iii) lysine, which mediates the less efficient AR4 system [24], (iv) methionine due to the inhibition of the methionine biosynthesis in the presence of acetate [26], (v) aspartate and nicotinic acid, since they are precursors of the NADH biosynthesis and NADH availability is low during acetate assimilation [28] and (vi) thiamine, which is a cofactor of acetolactate synthase, the first enzyme in the 2,3-butanediol production pathway. Other vitamins were added as reported to be beneficial for the growth of E. coli [32]. Finally, a chemically defined medium containing 5 different amino acids and 7 vitamins was designed.
In contrast to the original defined medium, the newly designed medium enabled growth and diol production from acetate. Diol formation was compared in experiments with and without the addition of acetate, which enabled us to quantify the amount of product formed from acetate. Figure 2 shows the production of 0.25 g l− 1 diols from 5 g l− 1 acetate. In other words, only the use of the newly designed defined medium allowed for acetoin and 2,3-butanediol production from acetate.
In addition to the design of a defined medium, the deletion of by-product formation pathways in E. coli W Δ4 was key to enable diol production from acetate. One of those deletions, the knock-out of pta also concerns acetate utilization and might therefore influence product formation from acetate. Generally, E. coli takes up acetate via two routes: the high affinity, irreversible acetyl-CoA synthetase (acs) or the low affinity, reversible acetate kinase – phosphate acetyl transferase (ackA-pta) system [18]. Therefore, we investigated whether the absence of one of the uptake systems, pta, can influence growth and product formation during acetate uptake. To this end, diol formation of E. coli W Δ4 was compared to E. coli W ΔldhA ΔadhE (Δ2) in Table 1.
Table 1
Comparison of diol production (2,3-butanediol and acetoin) in strains with and without deletion of pta.
Strain | E. coli W Δ4 | E. coli W Δ2 |
Compared experiments | 1 AA ± 5 Ace | 1 AA ± 5 Ace |
total diols [g l− 1] | 0.62 ± 0.03 | 0.65 ± 0.01 |
diols from medium [g l− 1] | 0.37 ± 0.01 | 0.41 ± 0.01 |
diols from acetate [g l− 1] | 0.25 ± 0.04 | 0.23 ± 0.02 |
Y [g diols g− 1 acetate] | 0.053 ± 0.009 | 0.045 ± 0.005 |
E. coli W ΔldhA ΔadhE Δpta ΔfrdA 445_Ediss (Δ4) is compared to E. coli W ΔldhA ΔadhE 445_Ediss (Δ2) in shake flasks with defined medium and the 1- fold amino acid concentration and the 1-fold vitamin concentrations. Means and standard deviations were calculated from biological triplicates.
Product formation in E. coli W Δ4 is comparable to E. coli W Δ2, which indicates that the deletion of pta does not influence the production of 2,3-butanediol. Therefore, all further experiments were carried out with E. coli W Δ4.
Can the media additives be reduced?
To better understand the mechanisms behind acetate uptake for diol production, our goal was to investigate which of the components in the designed medium are responsible for the observed effect and thereby essential. Therefore, we reduced or omitted the additives in a stepwise manner (Fig. 3). The reduction of the amino acid mix by 50% did not show an effect on growth and diol production, but reduction to 25% of the original composition resulted in decelerated growth and loss of diol production. Growth was not possible on medium without the addition of amino acids (Fig. 3a). In contrast, the reduction of the vitamin concentration only slightly decreased the final product titers and completely omitting vitamins still enabled the production at 83% of the diol concentration with the 1-fold vitamin concentration.
Asparagine and Aspartate trigger diol production from acetate
To further investigate the influence of single components of the designed medium on diol formation from acetate, we systematically removed several media additives from the chemically defined medium. Therefore, the five amino acids were grouped: asparagine and glutamate as the main amino acids present in yeast extract were compared to the mixture of arginine, lysine, and methionine (Fig. 4). While the overall concentration of amino acids was similar in both approaches, only the asparagine-glutamine group resulted in product formation comparable to the defined medium containing all amino acids. By adding asparagine or glutamate at the 1-fold concentration as sole amino acids, we could show that the presence of asparagine and glutamate as sole amino acid resulted in diol concentrations of 0.44 g l− 1 and 0.17 g l− 1, respectively. Supplementing arginine, lysine, and methionine individually at higher concentrations (corresponding to the mass of asparagine), enabled growth on acetate but did not trigger diol production (Supplementary Material, Table S2).
Diol formation from acetate was quantified similarly to previous experiments by comparing media with and without acetate. Additionally, we tested whether diol formation from acetate can also be achieved by the addition of aspartate instead of asparagine. To quantitatively verify the amount of diol produced from acetate, different amounts of amino acids were used in experiments with a constant acetate concentration (Table 2).
Table 2
Comparison of diol production (2,3-butanediol and acetoin) in E. coli W Δ4 on different defined media.
Experiments | 1 AA ± 5 Ace | 0.5 AA ± 5 Ace | 2 Asn ± 5 Ace | 1 Asn ± 5 Ace | 1 Asp ± 5 Ace |
total diols [g l− 1] | 0.62 ± 0.03 | 0.48 ± 0.02 | 0.42 ± 0.02 | 0.35 ± 0.01 | 0.35 ± 0.01 |
diols from medium [g l− 1] | 0.37 ± 0.01 | 0.20 ± 0.01 | 0.19 ± 0.01 | 0.08 ± 0.01 | 0.10 ± 0.01 |
diols from acetate [g l− 1] | 0.25 ± 0.04 | 0.28 ± 0.02 | 0.24 ± 0.02 | 0.27 ± 0.01 | 0.26 ± 0.02 |
Y [g diols g− 1 acetate] | 0.053 ± 0.009 | 0.062 ± 0.005 | 0.049 ± 0.005 | 0.052 ± 0.002 | 0.052 ± 0.004 |
E. coli W ΔldhA ΔadhE Δpta ΔfrdA 445_Ediss was used for cultivation. Media containing the five amino acid mixture (AA) is compared to medium containing 0.88 g l− 1 (1-fold) or 1.76 g l− 1 (2-fold) asparagine (Asn) or aspartate (Asp) and the 1-fold vitamin concentration. The diol concentration from acetate is calculated by the subtraction of the concentration attributed to the amino acid(s). Mean values and standard deviations were calculated from biological triplicates.
When asparagine or aspartate are used instead of the amino acid mixture, product formation from acetate was equal, whereas the overall product formation from the medium is decreased. Equal yields in all approaches indicate that all other amino acids except asparagine simply increased the media background but did not significantly improve product formation from acetate. The use of aspartate instead of asparagine led to comparable diol yields and is therefore equally suitable as a media additive. Reductions of aspartate concentrations led to decelerated acetate uptake and growth. A decrease to 50% of the initial concentration drastically reduced growth and 2,3-butanediol production (Table 3).
Table 3
Diol production in medium containing different amounts of aspartate E. coli W Δ4.
aspartate reduction | 100% (8 mol%) | 50% (4 mol%) | 25% (2 mol%) | 10% (0.8 mol%) |
OD [-] | 2.92 ± 0.08 | 0.84 ± 0.03 | 0.66 ± 0.02 | 0.62 ± 0.01 |
total diols [g l− 1] | 0.35 ± 0.01 | 0.12 ± 0.01 | 0.06 ± 0.01 | 0.03 ± 0.01 |
E. coli W ΔldhA ΔadhE Δpta ΔfrdA 445_Ediss was used for cultivation. Media contained 5 g l− 1 acetate and the indicated percentage of 0.88 g l− 1 aspartate. The ratio of aspartate to acetate is given in % of moles. Cultures were inoculated at OD600 = 0.5. Mean values and standard deviations were calculated from biological triplicates.
Elucidating the mechanism behind the aspartate / asparagine effect
To further investigate how the addition of asparagine or aspartate enables product formation from acetate, we hypothesized about possible physiological mechanisms behind this effect. Since the addition of other amino acids did not result in product formation from acetate, asparagine or aspartate might act as a precursor for other important metabolic processes. It is possible that aspartate boosts gluconeogenesis by conversion to oxaloacetate and phosphoenolpyruvate (Fig. 1). Alternatively, asparagine or aspartate could support the flux through citrate or glyoxylate cycle. According to these hypotheses, other TCA cycle intermediates should also promote growth and diol production from acetate. Therefore, aspartate in the medium was replaced by oxaloacetate, succinate, and malate (Table 4).
Table 4
Comparison of diol production (2,3-butanediol and acetoin) in E. coli W Δ4 from different TCA intermediates.
Compared experiments | 1 Mal ± 5 Ace | 1 Suc ± 5 Ace | 1 OAA ± 5 Ace | 1 Asn ± 5 Ace |
OD [-] | 0.95 ± 0.04 | 0.99 ± 0.06 | 0.53 ± 0.03 | 3.16 ± 0.01 |
total diols [g l− 1] | 0.12 ± 0.01 | 0.14 ± 0.01 | 0.02 ± 0.01 | 0.35 ± 0.01 |
diols from medium [g l− 1] | 0.05 ± 0.01 | 0.07 ± 0.01 | 0.03 ± 0.01 | 0.08 ± 0.01 |
diols from acetate [g l− 1] | 0.06 ± 0.01 | 0.07 ± 0.02 | -0.01 ± 0.01 | 0.27 ± 0.01 |
E. coli W ΔldhA ΔadhE Δpta ΔfrdA 445_Ediss was used for cultivation. Media containing 0.88 g l− 1 malate (Mal), succinate (Suc), oxaloacetate (OAA) and asparagine (Asn) with the 1-fold vitamin concentration were compared. The diol concentration from acetate is calculated by the difference of experiments with and without acetate or by the subtraction of the concentration attributed to the amino acid(s). Mean values and standard deviations were calculated from biological triplicates.
None of these alternative media supplements supported growth and diol production from acetate. It is likely that the mechanism behind aspartate triggering diol production is different. Therefore, we speculated that aspartate mediates a form of acid resistance. This hypothesis is supported by the observation that a decrease of the initial acetate concentration from 5 g l− 1 to 2 g l− 1 enabled growth and production without the addition of amino acids or vitamins. However, cultivations at low substrate concentrations are hardly feasible due to the low product titer which additionally complicates quantification.
Co-utilization or start-kick?
After narrowing down the possible mechanisms mediated by aspartate, it was important to find out how aspartate uptake influences acetate uptake and diol production in a time-resolved manner. To this end, the kinetics of aspartate and acetate uptake as well as product formation were studied in bioreactor cultivations, which also reduced distortions due to pH increase caused by acetate uptake from the medium in shake flasks.
Generally, acetate grown cultures displayed a high degree of variation between individual cultivations. These variations could be reduced but not completely prevented by: (i) the adaptation of cells to defined medium in the preculture and (ii) the transfer of the preculture to the reactor in the exponential phase. These measures resulted in reproducible results in terms of product concentrations and yields.
The batch cultivations as well as all further cultivations were carried out on defined medium containing 5 g l− 1 acetate, 0.88 g l− 1 (8 mol%) aspartate and the 1-fold concentration of vitamins. Although experiments in shake flasks did not require vitamin addition for 2,3-butanediol and acetoin formation, we observed that omitting vitamins in bioreactor cultivations led to decreased product formation and only acetoin rather than 2,3-butanediol production (data not shown). Therefore, vitamins were added at the 1-fold concentration in all further experiments.
Figure 5 shows that growth and diol production from acetate and aspartate is possible in batch experiments. Growth occurred in two phases: in the first one, acetate was partially, and aspartate completely consumed while in the second phase the remaining acetate was utilized. This diauxic growth pattern indicates that aspartate is only needed to give a start-kick for growth and that co-utilization is not required for product formation from acetate. Although we maintained reproducibility by adapting the preculture, cultures still varied in substrate uptake as well as production rates.
Product yields were higher than in shake flask experiments and reached 26% of the theoretical maximum in the acetate phase (Table 5).
Table 5
Process performance parameters of E. coli W Δ4 in batches with aspartate and acetate.
| Aspartate phase | Acetate phase | total |
Y diols/Ace [Cmol Cmol− 1] | 0.18 ± 0.09 | 0.13 ± 0.03 | 0.14 ± 0.01 |
Y diols/Ace [g g− 1] | 0.14 ± 0.07 | 0.09 ± 0.02 | 0.10 ± 0.01 |
Y diols/S [Cmol Cmol− 1] | 0.11 ± 0.05 | 0.13 ± 0.03 | 0.12 ± 0.01 |
Y X/S [Cmol Cmol− 1] | 0.36 ± 0.09 | 0.29 ± 0.05 | 0.31 ± 0.01 |
Y CO2/S [Cmol Cmol− 1] | 0.71 ± 0.18 | 0.84 ± 0.11 | 0.78 ± 0.01 |
C balance [%] | 105 ± 9 | 112 ± 10 | 117 ± 1 |
E. coli W ΔldhA ΔadhE Δpta ΔfrdA 445_Ediss was used for cultivation. Yields are either calculated per acetate consumed (Ydiols/Ace) or per acetate and aspartate consumed (Ydiols/S, YX/S, YCO2/S). The medium contained the 1-fold aspartate (0.88 g l− 1) and vitamin concentration. Mean values and standard deviations were calculated from biological duplicates.The theoretical yield is 0.5 Cmol diols per Cmol acetate. |
Efficient diol production in pulsed fed-batches
Finally, we aimed to gain deeper insight into the mechanisms of the two-substrate system and to increase product titers and production rates. Therefore, we tested whether the addition of aspartate was necessary only during the batch or also in the feeding period of a pulsed fed-batch. To this end, pulses with a mixture of aspartate and acetate were compared to pulses where acetate was used as sole carbon source. To obtain comparability, all experiments were pulsed until they had consumed the same amount of acetate. It seems that aspartate was depleted before acetate during every pulse (Fig. 6). In all cultivations, a mixture of 2,3-butanediol and acetoin was produced, and the product spectrum shifted towards acetoin in later cultivation phases. Production of acetoin rather than 2,3-butanediol is probably caused by insufficient NADH supply during acetate utilization.
Table 6
Process performance parameters of E. coli W Δ4 in pulsed fed-batches with aspartate and acetate or solely acetate.
| Acetate + Aspartate pulses | Acetate pulses |
Titer, yields and carbon balance |
Diols [g l− 1] | 1.43 ± 0.24 | 1.16 ± 0.02 |
Ydiols/Ace [g g− 1] | 0.075 ± 0.06 | 0.067 ± 0.02 |
Y diols/Ace [Cmol Cmol− 1] | 0.103 ± 0.009 | 0.091 ± 0.003 |
Ydiols/S [Cmol Cmol− 1] | 0.087 ± 0.008 | 0.087 ± 0.003 |
YX/S [Cmol Cmol− 1] | 0.24 ± 0.01 | 0.24 ± 0.01 |
YCO2/S [Cmol Cmol− 1] | 0.64 ± 0.02 | 0.69 ± 0.01 |
C balance [%] | 110 ± 1 | 117 ± 1 |
Volumetric and specific rates |
rAce [g l− 1 h− 1] | 0.21 ± 0.03 | 0.20 ± 0.03 |
rdiols [g l− 1 h− 1] | 0.015 ± 0.001 | 0.013 ± 0.001 |
qAce [g g− 1 h− 1] | 0.25 ± 0.01 | 0.24 ± 0.04 |
qdiols [g g− 1 h− 1] | 0.018 ± 0.003 | 0.016 ± 0.002 |
E. coli W ΔldhA ΔadhE Δpta ΔfrdA 445_Ediss was used for cultivation. The sum of 2,3-butanediol and acetoin is indicated as diols. Yields are either calculated per acetate consumed (Ydiols/Ace) or per acetate and aspartate consumed (Ydiols/S, YX/S, YCO2/S). Rates are calculated for the time course of the whole process. The media contained the 1-fold aspartate and vitamin concentration. Mean values and standard deviations were calculated from biological duplicates. The theoretical yield is 0.5 Cmol diols per Cmol acetate. |
Pulsing aspartate in addition to acetate led to a 20% increase in the final titer (Table 6). Overall product yields (Ydiols/S) were identical in approaches with and without aspartate. Since the absolute amount of acetate pulsed is equal in both experiments and they just differ in aspartate, which was added in one approach, it seems like the increased product titers are mainly caused by the additional carbon source in the form of aspartate. Figure 6 shows that aspartate is only needed for a start-kick in the first batch and that pulses with acetate as the sole carbon source are successfully used for diol production. Moreover, acetate uptake and diol production rates do not differ between experiments with only acetate or the two-substrate system, which indicates that the addition of aspartate does not improve acetate uptake and diol production. Similarly, the addition of aspartate does not increase biomass yields or specific uptake and production rates.
Conclusively, aspartate addition is only necessary for a start-kick in the first batch phase and acetate can be used as the sole carbon source to produce 2,3-butanediol and acetoin during the feeding period without negatively affecting productivity or product yields.
Low diol production in continuous culture
Continuous bioprocessing is a very promising tool to investigate physiological mechanisms and we sought to investigate diol production from acetate in substrate-limited cultures at steady-state conditions. Continuous cultivation is also an opportunity to increase productivity. To this end, the influence of co-feeding acetate and aspartate on product formation was evaluated in chemostat experiments.
Although both carbon sources were completely consumed, diol production decreased to 0.003 ± 0.002 g l− 1 h− 1. Co-utilization of acetate and aspartate resulted in the production of 0.009 ± 0.007 g diols per g substrate. This corresponds to only 15% and 11% respectively of what was reached in the pulsed fed-batches.
Consequently, continuous cultures under the conditions chosen are not suitable for production of 2,3-butanediol from acetate.