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Article

Batch and Fed-Batch Ethanol Fermentation of Cheese-Whey Powder with Mixed Cultures of Different Yeasts

1
Research Centre for Bioengineering and Process Engineering, Faculty of Food Science, Szent István University, Ménesi út 45, H-1118 Budapest, Hungary
2
Department of Chemistry and Biotechnology, ERA Chair of Green Chemistry, Tallinn University of Technology, Akadeemia tee 15, 12618 Tallinn, Estonia
3
ERA Chair-VALORTECH, Estonian University of Life Sciences, Kreutzwaldi 56/5, 51014 Tartu, Estonia
4
Research Centre for Food Technology, Faculty of Food Science, Szent István University, Ménesi út 45, H-1118 Budapest, Hungary
5
Enhanced Composites and Structures Center, School of Aerospace, Transport and Manufacturing, Cranfield University, Bedfordshire MK43 0AL, UK
*
Authors to whom correspondence should be addressed.
Energies 2019, 12(23), 4495; https://doi.org/10.3390/en12234495
Submission received: 17 October 2019 / Revised: 10 November 2019 / Accepted: 18 November 2019 / Published: 26 November 2019

Abstract

:
Eight yeast strains of Lachancea thermotolerans, Kluyveromyces marxianus, and Kluyveromyces waltii have been tested for their ability to ferment lactose into ethanol in mashes containing 10% (w/v) cheese whey powder (CWP). The K. marxianus NCAIM Y00963 achieved 3.5% (v/v) ethanol concentration at 96–120 h of fermentation. The ethanol production by the selected lactose-positive strains and the well-known ethanologenic Saccharomyces cerevisiae (Levuline Fb) in mixed culture was also investigated at different CWP concentrations and inoculation techniques in batch mode. The mixed culture in an equal ratio (1:1) of cell counts of K. marxianus and S. serevisiae showed an increase in lactose conversion rate. The two yeast strains in a ratio of 3:1 (three-quarters of K. marxianus and a quarter of S. cerevisiae in a total of 4.5 × 1010 cells) resulted in 72.33% efficiency of lactose bioconversion and 7.6% (v/v) ethanol production at 17.5% (w/v) of CWP concentration. In the repeated inoculation process, with the addition of three-quarter part of 3:1 ratio of mixed culture (3.3 × 1010 cells of K. marxianus) into 150 mL CWP mash at initiation and the rest quarter part (1.2 × 1010 cells of S. cerevisiae) at 24 h, 8.86% (v/v) ethanol content with 87.5% efficiency of lactose conversion was reached. Both the ethanol concentration and efficiency of bioconversion were increased to 10.34% (v/v) and 92%, respectively, by combination with fed-batch fermentation technology. Our results can serve a very good basis for the development of industrial technology for the utilization of cheese whey.

Graphical Abstract

1. Introduction

Whey is a by-product of cheese manufacturing industries. Generally, the production of 1 kg of cheese will result in about 9 kg whey; thus a significant amount of this by-product is generated annually [1,2]. Sustainable bio-utilization of cheese whey is a challenge due to its environmental problems of high biochemical oxygen demand (approximately from BOD 40,000 to BOD 60,000) and chemical oxygen demand (approximately from COD 50,000 to COD 80,000), which are caused primarily by lactose [3,4,5]. Generally, about 50% of milk solids are retained in cheese whey, comprising carbohydrates, mostly lactose (4.5–5.5%, w/v), functional proteins and peptides (1.0–1.2%, w/v), minerals (0.8%, w/v), lipids (0.3%, w/v), and other components like lactic and citric acids, non-protein nitrogen sources, and B group vitamins in small quantities [6,7,8]. Lactose has a very high potential for use in biotechnological, food, and medical processes for the production of numerous value-added products such as antibiotics, enzymes, single-cell proteins, surfactants, or even bio-fuels for transportation [4,9]. To date, ethanol production from cheese whey has been studied by some groups due to its high carbohydrate content and the availability of cheese whey [10,11,12,13,14,15]. Saccharomyces cerevisiae is one of the most applied ethanologenic yeasts for ethanol production due to its high ethanol tolerance, as well as the resulting high yields. However, it is unable to ferment lactose because it lacks both lactose permease and β-galactosidase, which transport lactose into the cytoplasm and hydrolyse it into glucose and galactose; thus, enzymatic or acid hydrolysis is needed prior to lactose fermentation [16]. Some species of lactose-positive yeasts, especially Kluyveromyces (Kluyveromyces fragilis, K. marxianus, etc.) and Candida (Candida kefir, formally C. pseudotropicalis), are promising in lactose hydrolysis and fermentation [17]. Unfortunately, the conversion capacity of released sugars (glucose, galactose) into ethanol by these yeasts is lower, and thus, the cost for the distillation of dilute fermentation broths (about 2–3% ethanol) is high [18,19]. Consequently, whey or whey permeate fermentation is not economically competitive when compared to mature technologies such as sugar cane- or starch-based ethanol. Cheese whey powder (CWP), i.e., a dried and concentrated form of cheese whey which contains high concentrations of lactose and other nutrients, may be suitable material for ethanol production [14,20]. Many fermentation strategies have been applied to increase the efficiency of the conversion of lactose into ethanol [11,12,13,14,15,16,17,18,19,20,21]. Substrate inhibition can be reduced by using mixed culture, while the ethanol concentration can be increased up to 8–10% (v/v) using the fed-batch process [14,21]. Furthermore, improved ethanol fermentation can be achieved by optimizing various parameters, like temperature, pH, substrate concentration, etc. [22]. The aim of this research is focused on the selection of a lactose-fermenting strain and the measurement of the effect of the selected strain in mixed culture with S. cerevisiae on ethanol production from the CWP-containing medium in batch and fed-batch fermentation processes.

2. Materials and Methods

2.1. Microorganisms and Maintaining

Different strains of yeast Lachancea (L. thermotolerans Y00702, Y00715, Y00775, Y00798, Y00873, Y00959), as well as Kluyveromyces (K. marxianus Y00963 and K. waltii Y01184), were kindly provided by the National Collection of Agricultural and Industrial Microorganisms (Budapest, Hungary). The yeast strains were maintained on malt agar slants (10 g/L glucose, 5 g/L peptone, 3 g/L yeast extract, 3 g/L malt extract and 15 g/L bacterial agar) at 30 ± 2 °C for a week, and then stored at 4 °C for further use.

2.2. Culture Medium

The compositions of cultivation media for strains of yeast Lancancea and Kluyveromyces were 20 g/L glucose, 10 g/L yeast extract, 20 g/L peptone in distilled water. Before inoculation, the cultivation medium was sterilized at 121 °C for 20 min. The inoculum for fermentation was prepared by transferring a loopful of yeast cells from freshly-grown culture into 250 mL Erlenmeyer flasks containing 50 mL of culture medium. The flasks then were incubated at 30 ± 2 °C for 18–20 h in a rotary shaker incubator operating at 160 rpm. The S. cerevisiae (Levuline FB type dried yeast provided by Kokoferm Ltd., Gyongyos, Hungary) was rehydrated in 10 g/L glucose solution. The cell number of inoculum cultures was counted directly using Burker-chamber under the microscope (Olympus CX 31) at 40-times magnification before initiation of the ethanolic fermentation process.

2.3. Ethanol Fermentation

Cheese whey powder (CWP) as a substrate was obtained from Dénes Nature Kft. (Hungary). It contains about 76% (w/v) carbohydrates (lactose), 11% (w/v) proteins, 23% (w/v) salts, and 15% (w/v) lipids. A general mashing technique was used. Briefly, different amounts of CWP were scaled into 500 mL Erlenmeyer flasks and dissolved in 150 mL tap water. Then, the pH of the mashes was adjusted to 4.0 ± 0.2 by 0.1 n hydrochloric acid, and supplemented with chemical manure (Uvavital, 25–30 g/hL) before the initiation of ethanol fermentation. Two fermentation strategies, i.e., batch, and fed-batch, were performed. The concentration of CWP varied between 10–30% (w/v) and about 15% (w/v) in the case of batch and fed-batch, respectively. Fermentation processes, except for repeated inoculation techniques, were initiated by the addition of a total of about 4.5 × 1010 yeast cells (correspondence to around 15 mL inoculum, 10% inoculum size) to the prepared mashes. The experiments were carried out at 30 ± 2 °C for 168 h. In the case of fed-batch, feeds of CWP solution were performed twice, i.e., at 24 h and 48 h of fermentation [21].
All experiments were carried out at 30 ± 2 °C for 168 h without shaking. The fermentation runs were monitored by periodic sampling (at 24 h intervals) to determine the lactose consumption and ethanol production. All experiments were performed in triplicate, and mean values are given.

2.4. Analytical Methods

The amounts of carbohydrates (glucose, galactose, lactose) were monitored by Surveyor HPLC (Thermo Fisher Scientific Corporation, Waltham, MA, USA). Samples were centrifuged at 14,000 rpm for 15 min and the supernatant was analysed. The analytical column used Aminex-87H of Bio-Rad (USA) and carbohydrates, as well as ethanol, was detected by a refractive index detector (RI). The mobile phase consisted of 0.005 mol/L sulfuric acid as eluent at 45 °C with a flow rate of 0.6 mL/min. A quantitative analysis of reducing sugars was undertaken using the Somogyi-Nelson method [22,23]. The BÜCHI Distillation Unit K-350 for the rapid and complete distillation of fermentation broth was used with Anton Paar DMA 35N portable density meter. All measurements were performed in triplicate.

2.5. Experimental Design and Statistical Analysis

Central Composite Design (CCD) was used for the optimization of ethanol production in batch fermentation. The CWP concentration (X1) and ratio of yeast K. marxianus NCAIM Y00963 to S. serevisiae (X2, a total cell count was about 3 × 108 cells/mL medium) were selected for the independent variables, as shown in Table 1. Ethanol concentration (Yi) was used as the dependent output variable.
The statistical analysis of the data, as well as the second-order polynomials (Equation (1)), were calculated with a statistical package (STATISTICA 9.0, StatSoft Inc., Tulsa, OK, USA) to estimate the response of the dependent variable.
Yi = b0 + b1X1 + b2X2 + b11X12 + b22X22 + b12X1X2
where Y is the response variable, X1 and X2 are the independent variables, b0 is the interruption coefficient, b1 and b2 are the coefficients of the linear effects, b11 and b22 are the coefficients of the quadratic effects, and b12 is the coefficient of the interaction effect.

2.6. Statistical Analysis

All data except those in part of the experimental design are presented as the mean and standard deviation (SD). One-way analysis of variance (ANOVA), and unpaired and paired Student’s t-tests were done using the Statistica v9.0 software package (StatSoft, Tulsa, OK, USA) for process experimental data. Generally, only p < 0.05 was accepted as the statistical significance level.

3. Results and Discussion

3.1. Selection of Lachancea and Kluyveromyces Yeast Strains

Six L. thermotolerans strains, one K. marxianus, and one K. waltii strain were screened for ethanol fermentation in the mashes contained 10% (w/v) CWP as substrate. The results are summarised in Table 2.
All investigated strains were able to take up lactose directly from the mash, hydrolyse it, and convert it to ethanol. The ethanol concentrations in the mashes varied from 2.4% (v/v) to 3.5% (v/v) with bioconversion rates of approximately 48–63%. Four strains L. thermotolerans Y00775, Y00873, K. marxianus Y00963, and K. waltii Y01184 resulted in about 3.3% (v/v) ethanol after 7 days of fermentation. The highest alcohol content (3.5% v/v) was detected in the case of K. marxianus Y00963 strain. Figure 1 showed that the main part of the lactose substrate (about 90%) was consumed by yeast at 96 h, while the alcohol content reached 3% at 72 h in the case of the K. marxianus Y00963 strain. In the cases of other yeast strains, at least 5 days or even more (data are not shown) were needed. The residual sugar content such as lactose, galactose, and glucose was about 3.5 g/L at the end of the fermentation process.
Some other strains L. thermotolerans Y00775, Y00879 and K. waltii Y01184 strains also showed similar trends of lactose utilization, but these strains required about 168 h. In those cases, 10.8–15.3 g/L sugars remained in the fermentation medium. Silveira et al. [13] did the flux analysis of oxidoreductase metabolism as a function of lactose concentration and oxygen levels in the production of ethanol from cheese whey permeate by K. marxianus UFV-3 strain, and they found that the maximum ethanol concentration was about 80 g/L; even the initial lactose concentration was up to 240 g/L. This means that Lanchancea and Kluyveromyces yeasts may have some limitations in ethanol production from lactose substrate. Based on these results, the K. marxianus Y00963 strain was selected for further studies.

3.2. Batch Fermentation Processes with the Mixed Culture

The effect of CWP concentration on the capacity of lactose conversion by mixed culture of yeast K. marxianus Y00963 strain and Levuline FB type dried S. cerevisiae was investigated. The ratio of the cell count (total cell count was about 3 × 108 cells/mL mash) of the yeasts was set to 1:1. The ethanol concentrations, bioconversion rates, and residual lactose contents with CWP concentration are shown in Table 3.
In the case of 100 g/L substrate, the ethanol concentration was 3.9% (v/v) at 120 h of fermentation meaning 69.3% bioconversion rate. In comparison with the results mentioned above, it is evident that the K. marxianus strain may quickly hydrolyse lactose in whey to galactose and glucose, while S. cerevisiae effectively converted these sugars into ethanol. The mixed culture resulted in higher lactose consumption and ethanol production than those of yeast monocultures. This phenomenon has also been observed by other authors [24,25,26,27]. The amounts of glucose and galactose were minimal during ethanol fermentation. An increase in the initial concentration of CWP up to 15–20% (w/v) resulted in a maximal bioconversion efficiency of lactose (82.64% and 70.35%), as well as ethanol concentration (5.8–7.3% v/v). The residual lactose contents in these cases were about only 9.71–29.19 g/L, which is economically acceptable. An increase in the concentration of CWP to above 20% (w/v) negatively influenced the ethanol production. These results were also confirmed by Silviera et al. [13] and Díez-Antolínez et al. [28]. High CWP concentrations repressed sugar utilization, probably due to the high osmotic pressure [17]. The ethanol concentration was between 5.3% (v/v) and 3.1% (v/v), with a bioconversion rate of 32.8–11.6%.
Optimization of the substrate concentration of CWP (X1) and inoculation ratio of lactose-positive yeast in mixed culture (X2) were performed using the central composite design. The fermentative production of ethanol (Y) was selected as the dependent variable. An experimental set with a total of 10 runs was carried out using different combinations of the two independent variables at five levels (Table 4). Central points were made in duplicate.
The CWP concentration significantly affected the change of ethanol concentration (p ≤ 0.05), while the interaction between these independent variables on lactose conversion into ethanol were found to be relatively weak (p ≥ 0.05) in the interval with ±95% confidence (Table 5). The fit of the model was checked by the coefficient of determination R2, which was calculated to be 0.944, indicating that 94.4% of the variability in the response could be explained by the model. The significance and adequacy of the second-order equation were statistically checked by analysis of variance (ANOVA, Table 6).
Ethanol production was described by the following second-order polynomial Equation (2).
Yi = 4.4342 − 0.2875 X1 − 0.9111X12 + 0.3457X2 − 0.0578X22 − 0.0106X1X2
where Yi is ethanol concentration, X1 is CWP concentration, and X2 is inoculation ratio of yeasts.
The lactose conversion into ethanol increased linearly with an increase in CWP concentration up to 17–20 (w/v) % and 2.5:1–3:1 ratio of K. marxianus NCAIM Y0963 and S. cerevisiae in mixed culture (Figure 2). A maximum ethanol concentration of about 8–10 (v/v) % was predicted when using these parameters in their optimal range in ethanol fermentation.
The ethanol production at optimal conditions was validated experimentally in laboratory-scale batch fermentation for 168 h. The results are shown in Table 7.
An ethanol concentration of 7.25% (v/v) was detected at 17.5% (w/v) CWP concentration and 3:1 ratio of two yeasts (Table 7); this was very close to the predicted value (8.02%). The bioconversion efficiency of lactose was 72.33%, while the fermentation time reduced from 120 h to 72 h. This result is in agreement with one published by Dragone et al. [29]; those authors optimized the initial lactose concentration, temperature, and inoculation size to maximize ethanol production by yeast K. fragilis. Maximum 80.93 kg/m3 was obtained when using an initial lactose concentration of 200 kg/m3.

3.3. Effect of Repeated Inoculation Techniques

The effect of different inoculation procedures at an initial 17.5% (w/v) CWP containing medium and different ratios of the K. marxianus NCAIM Y0963 and the S. cerevisiae in mixed cultures was investigated (Figure 3). The total cell counts were kept at 3 × 108 cells/mL mash.
The highest ethanol yield was about 8.86% (v/v), and lactose utilization was about 87.5%, by adding three-quarters at 24 h and one-quarter at 48 h (Figure 3). This value was significantly higher than in other cases (5% and 3%). These results are promising for further experiments. As we have stated, this is the first study carried out to investigate this fermentation technique.
The ethanol concentration of fermented mash increased to 10.34% (v/v) with about 92% conversion rates when the fed-batch technology (30 g CWP/L was fed at 24 and 48 h of fermentation) was used in combination with repeated inoculation at an initial CWP concentration of 150 g/L. This ethanol concentration is very promising for the development of an economic distillation process. Guimarães et al. [30] gave an excellent review of the current status of integrated solutions for the valorization of cheese whey, and different results were summarized. In our study, despite the fact that neither the K. marxianus nor S. serevisiae yeasts were engineered and selected as biocatalysts for the valorisation of cheese whey, our results were definitely in line with the others shown in Table 8. Our study showed that the new culturing technique of mixed-culture of yeasts has the potential to improve the efficiency of the whey-to-ethanol process. These experimental data are essential in engineering work on the development of ethanologenic and lactose-positive strains for the valorization of cheese whey; this was also an important aspect in the aforemetioned review [30].

4. Conclusions

Cheese whey constitutes an abundant, inexpensive, and nutritionally-rich dairy industry was product, which could be a potential source for value-added products such as ethanol. Mixed culture fermentation of CWP resulted in higher lactose conversion into ethanol compared to using only lactose-positive microorganisms, especially the Kluyveromyces or Lachancea yeast strains. Additionally, bioconversion efficiency can be improved by a shared culturing technique using a mixed culture. Overall, our results could serve a very good basis for the development of fermentation technology for ethanol production from cheese whey.

Author Contributions

Q.D.N., V.K.T., and V.K.G. were the development of the concept as well as correction of the manuscript; C.F., J.M.R.-S., E.B., T.M.P., K.P.-H., L.F. carried out experiments, collected data as well as wrote the draft of manuscript); Q.D.N., V.K.T., R.B., critically reviewed the manuscript (both original and revised version).

Funding

This work was funded by the New Széchényi Plant Project No. EFOP-3.6.3.-VEKOP-16-2017-00005 as well as by Doctoral School of Food Science, Szent Istvan University, and by the Higher Education Institutional Excellence Program (Project No. 20430-3/2018/FEKUTSTRAT) by the Ministry of Human Capacities.

Acknowledgments

CsF was granted by the Ministry for Human Capacities, the Hungarian Government through the New National Program for Excellences. VKG would like to acknowledge the EU 7th Framework Programme for research, technological development, and demonstration activities under grant agreement No. 621364 (TUTIC-Green). VKG and RB also acknowledge the support under the Project: ERA Chair for Food (By-) Products Valorization Technologies of the Estonian University of Life Sciences (VALORTECH) which has received funding from the European Union’s Horizon 2020 research and innovation program under grant agreement No 810630. QDN received Bolyai Research Grant from the Hungarian Academic of Sciences.

Conflicts of Interest

The authors declare no conflict of interest.

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  39. Guo, X.; Zhou, J.; Xiao, D. Improved ethanol production by mixed immobilized cells of Kluyveromyces marxianus and Saccharomyces cerevisiae from cheese whey powder solution fermentation. Appl. Biochem. Biotechnol. 2010, 160, 532–538. [Google Scholar] [CrossRef]
Figure 1. Fermentation profile of Kluyveromyces marxianus Y00963 strain.
Figure 1. Fermentation profile of Kluyveromyces marxianus Y00963 strain.
Energies 12 04495 g001
Figure 2. Response surface of ethanol production as a function of the concentration of CWP and inoculum ratio of K. marxianus NCAIM Y00963 in mixed culture.
Figure 2. Response surface of ethanol production as a function of the concentration of CWP and inoculum ratio of K. marxianus NCAIM Y00963 in mixed culture.
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Figure 3. Effects of repeatedly feeding mixed culture. The total cell count was 3 × 108 cells/mL mash. (A): a ½ part of the mixed culture (around 7.5 mL inoculum 2.25 × 1010 cells) was inoculated at the initial time and another ½ part (around 7.5 mL inoculum 2.25 × 1010 cells) at 24 h; (B): a ¾ part of the mixed culture (around 11.5 mL inoculum 3.35 × 1010 cells) was inoculated at the initial time, and another ¼ part (around 3.5 mL inoculum 1.15 × 1010 cells) at 24 h; (C): K. marxianus (around 7.5 mL inoculum 2.25 × 1010 cells) was inoculated at an initial time and S. cerevisiae (around 7.5 mL inoculum 2.25 × 1010 cells) at 24 h.
Figure 3. Effects of repeatedly feeding mixed culture. The total cell count was 3 × 108 cells/mL mash. (A): a ½ part of the mixed culture (around 7.5 mL inoculum 2.25 × 1010 cells) was inoculated at the initial time and another ½ part (around 7.5 mL inoculum 2.25 × 1010 cells) at 24 h; (B): a ¾ part of the mixed culture (around 11.5 mL inoculum 3.35 × 1010 cells) was inoculated at the initial time, and another ¼ part (around 3.5 mL inoculum 1.15 × 1010 cells) at 24 h; (C): K. marxianus (around 7.5 mL inoculum 2.25 × 1010 cells) was inoculated at an initial time and S. cerevisiae (around 7.5 mL inoculum 2.25 × 1010 cells) at 24 h.
Energies 12 04495 g003
Table 1. Independent variables in the experimental design.
Table 1. Independent variables in the experimental design.
Independent VariableSymbolCoded Levels
2 −101 2
Initial CWP concentration % (w/v)X17.510.015.020.022.5
The ratio of yeast K. marxianus to S. serevisiae *X20.30.51.01.51.7
* total cell count was about 3 × 108 cells/mL mash.
Table 2. Ethanol concentrations and bioconversion rates at batch fermentation using Lancancea and Kluyveromyces yeast strains.
Table 2. Ethanol concentrations and bioconversion rates at batch fermentation using Lancancea and Kluyveromyces yeast strains.
StrainsCWP % (w/v)Ethanol % (v/v)YET %
L. thermotolerans Y00702102.4 ± 0.1148.15 ± 1.92
L. thermotolerans Y00715103.0 ± 0.1756.41 ± 2.39
L. thermotolerans Y00775103.4 ± 0.1561.67 ± 3.61
L. thermotolerans Y00798102.8 ± 0.1150.98 ± 2.62
L. thermotolerans Y00873103.3 ± 0.1863.22 ± 3.41
L. thermotolerans Y00959102.6 ± 0.1549.98 ± 2.15
K. marxianus Y00963103.5 ± 0.1862.33 ± 2.99
K. waltii Y01184103.4 ± 0.1662.04 ± 2.44
Table 3. Batch fermentation with the mixed culture of S. cerevisiae and K. marxianus in a ratio of 1:1 at different CWP concentrations.
Table 3. Batch fermentation with the mixed culture of S. cerevisiae and K. marxianus in a ratio of 1:1 at different CWP concentrations.
CWP % (w/v)Ethanol % (v/v)YET %Residual Lactose g/L
103.9 ± 0.1569.26 ± 3.433.03 ± 0.11
155.8 ± 0.2282.64 ± 4.259.71 ± 0.37
207.3 ± 0.2970.35 ± 3.2229.19 ± 0.93
255.3 ± 0.2532.75 ± 1.2761.86 ± 2.45
303.1 ± 0.1111.62 ± 0.4287.32 ± 4.12
Table 4. Experimental design and results for batch CWP fermentation.
Table 4. Experimental design and results for batch CWP fermentation.
Run No.X1X2 *Y (%)
122.01.05.8
220.01.56.5
315.00.55.1
415.02.46.2
515.00.34.4
610.01.53.5
710.00.52.8
88.01.02.3
915.01.04.9
1015.01.04.6
* Total cell counts were about 3 × 108 cells/mL mash.
Table 5. ANOVA for ethanol concentration (R2 = 94.4).
Table 5. ANOVA for ethanol concentration (R2 = 94.4).
FactorSeq SSDFAdj MFp-Value
X110.5615110.561595.82730.0006
X1*X10.780910.78097.08530.0562
X20.684710.68476.21290.0672
X2*X20.039910.03990.36190.5798
X1*X20.021110.00020.19160.6841
Error0.440840.4058
Total Seq SS17.72909
Seq SS: a sequential sum of squares; DF: degrees of freedom; Adj SS: the adjusted sum of squares; Adj M: adjusted mean square.
Table 6. Effects of substrate concentration and inoculation ratio on ethanol concentration ± interval with 95% confidence.
Table 6. Effects of substrate concentration and inoculation ratio on ethanol concentration ± interval with 95% confidence.
FactorEffectStandard Errort-Valuep-ValueConf. Limit (−95%)Conf. Limit (+95%)
Constant4.92370.202224.33960.00004.36205.4853
X1 (L)2.65840.27159.78910.00061.90443.4124
X1 (Q)−0.86840.3262−2.66180.0562−1.77420.0373
X2 (L)0.68660.27542.49250.0672−0.07821.4514
X2 (Q)0.09020.15000.60160.5798−0.32630.5069
1L by 2L0.18630.42550.43770.6841−0.99531.3679
Table 7. Model validation and confirmation using the optimal range of two independent variables.
Table 7. Model validation and confirmation using the optimal range of two independent variables.
Run no.CWP % (w/v)Inoculation ratio of K. marxianus to S. cerevisiaeEthanol % (v/v)YET %
117.53:17.25 ± 0.2272.33 ± 2.85
220.02.5:16.40 ± 0.1863.48 ± 2.48
322.53:15.25 ± 0.1755.21 ± 1.64
425.03.5:14.85 ± 0.1744.07 ± 1.93
Table 8. Comparison of ethanol production and lactose consumption under various fermentation process using ethanologenic yeast strains in monoculture and mixed culture.
Table 8. Comparison of ethanol production and lactose consumption under various fermentation process using ethanologenic yeast strains in monoculture and mixed culture.
YeastFermentation MediaBioreactor TypeEthanol Titer (g/L)Ethanol Yield (%)Lactose Consumed (%)References
Monocultures
K. fragilisCW permeate (240 g/L lactose)3 L static bottles 807089[31]
CW permeate (240 g/L lactose)14 L stirred tank729161[32]
CWPS (150 g/L lactose) with peptone supplementation1 L stirred flasks 7187100[33]
K. marxianusCW (46 g/L lactose)1 L stirred tank8.63793[21]
CW (48 g/L lactose) with yeast extract supplementationshake flasks7.932-[34]
CWPS (60 g/L lactose) with yeast extract and salts supplementation5 L stirred tank2682100[35]
CWPS (75 g/L lactose)shake-flasks41100100[14]
CW (100 g/L lactose) with yeast extract and salts supplementation2 L stirred tank43>80>95[36]
CWPS-permeate (170 g/L lactose)1 L stirred flasks 76-80>94>91[13]
CWPS (150 g/L lactose)shake-flasks8010098[17]
Candida pseudotropicalisCW and lactose powder (150 g/L lactose)5 L stirred tank459878[37]
CWP (100 g/L lactose)500 mL shake flasks306095[38]
CW (100 g/L lactose) shake-flasks4178>99[38]
Mixed cultures
K. marxianus S. cerevisiae (free cells)CWP (100 g/L lactose)500 mL shake flasks367198[39]
K. marxianusS. cerevisiae (free cells)CWP (150 g/L lactose)500 mL shake flasks80–828692our results
K. marxianus S. cerevisiae (immobilized cells)CWP (100 g/L lactose)500 mL shake flasks4280>99[39]
CW: cheese whey, CWP: cheese whey powder, CWPS: cheese whey permeate supernatant (after centrifugation).

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Farkas, C.; Rezessy-Szabó, J.M.; Gupta, V.K.; Bujna, E.; Pham, T.M.; Pásztor-Huszár, K.; Friedrich, L.; Bhat, R.; Thakur, V.K.; Nguyen, Q.D. Batch and Fed-Batch Ethanol Fermentation of Cheese-Whey Powder with Mixed Cultures of Different Yeasts. Energies 2019, 12, 4495. https://doi.org/10.3390/en12234495

AMA Style

Farkas C, Rezessy-Szabó JM, Gupta VK, Bujna E, Pham TM, Pásztor-Huszár K, Friedrich L, Bhat R, Thakur VK, Nguyen QD. Batch and Fed-Batch Ethanol Fermentation of Cheese-Whey Powder with Mixed Cultures of Different Yeasts. Energies. 2019; 12(23):4495. https://doi.org/10.3390/en12234495

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Farkas, Csilla, Judit M. Rezessy-Szabó, Vijai Kumar Gupta, Erika Bujna, Tuan M. Pham, Klára Pásztor-Huszár, László Friedrich, Rajeev Bhat, Vijay Kumar Thakur, and Quang D. Nguyen. 2019. "Batch and Fed-Batch Ethanol Fermentation of Cheese-Whey Powder with Mixed Cultures of Different Yeasts" Energies 12, no. 23: 4495. https://doi.org/10.3390/en12234495

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