Kedong Ma†
*ab,
Mingxiong He†b,
Huiyan Youa,
Liwei Pana,
Guoquan Hub,
Yubo Cuic and
Toshinari Maedad
aCollege of Environmental and Chemical Engineering, Dalian University, Dalian 116622, PR China. E-mail: makedongdl@yahoo.co.jp
bKey Laboratory of Development and Application of Rural Renewable Energy, Ministry of Agriculture, Biomass Energy Technology Research Centre, Biogas Institute of Ministry of Agriculture, Chengdu 610041, PR China
cDepartment of Environmental Science and Technology, Dalian Nationalities University, Dalian 116600, PR China
dDepartment of Biological Functions Engineering, Graduate School of Life Science and Systems Engineering, Kyushu Institute of Technology, 2-4 Hibikino, Wakamatsu-ku, Kitakyushu 808-0196, Japan
First published on 16th June 2017
The aim of the present study was to develop an inhibitor-tolerant strain of Scheffersomyces stipitis and establish an efficient ethanol fermentation process for cost-effective ethanol production from lignocellulosic biomass. By a strategy of three successive rounds of UV mutagenesis following adaptation, we isolated a S. stipitis mutant with improved tolerance against ethanol and inhibitors in the form of acetic acid, furfural and vanillin. The mutant strain exhibited excellent ethanol fermentation performance; both the xylose and glucose consumption rate and ethanol productivity were almost two times higher than the parental strain in batch fermentation. To overcome the issue of product inhibition and carbon catabolite repression (CCR) effect, the membrane integrated continuous fermentation system was employed. The maximum ethanol titer of 43.2 g l−1 and productivity of 2.16 g l−1 h−1 was achieved at a dilution rate of 0.05 h−1, higher than the relevant studies ever reported. These results suggested the novel process of cell recycling continuous fermentation using S. stipitis mutant has great potential for commercial ethanol production from lignocelluloses-based biomass.
Scheffersomyces stipitis (formerly known as Pichia stipitis) is capable of fermenting a wide range of sugars to ethanol.10,11 Among the naturally occurring xylose-fermenting yeasts such as Candida shehatae and Pachysolen tannophilus, S. stipitis is considered an excellent candidate for ethanol production from lignocelluloses since it ferments xylose with a high ethanol yield and has no absolute vitamin requirements during the fermentation.12–14 However, the ethanol productivity of the xylose-fermenting yeast on glucose or xylose is much lower than that obtained from S. cerevisiae when cultivated on glucose.15,16 In addition, the xylose-fermenting yeasts generally suffer from hexose repression, end-product of ethanol and toxins formed during pretreatment of lignocellulosic biomass such as acetic acid, furans and phenolic compounds, which can greatly inhibit yeast growth, viability and ethanol production.17–22 Specially, some studies reveal the inhibitory effect of these by-products is much more severe for xylose fermentation than for glucose fermentation, preventing efficient co-fermentation of lignocellulosic hydrolysates.23,24 To eliminate the toxic effect, a step of washing and detoxification has been suggested to remove inhibitors before fermentation while it would significantly increases the fuel ethanol production cost.24 Therefore, from the economic viewpoint, the development of inhibitor-tolerant S. stipitis strain is essential to achieve cost-effective conversion of lignocelluloses to ethanol.
The approach of evolutionary engineering is considered to be useful for acquiring microorganism with desirable phenotypes, such as an expanded substrate range, increased stress tolerance, and efficient substrate utilization.25 Nigam20 reported an adapted S. stipitis strain fermenting the acid prehydrolysate to ethanol at lower initial pH values. Bajwa et al.22 obtained a S. stipitis strain with improved tolerance to inhibitors in hardwood spent sulfite liquor, and Hughes et al.26 isolated a strain capable of growing anaerobically on xylose/glucose substrate with high ethanol production after UV mutagenesis. Except for the specific stress against capability, these mutant strains also produced higher ethanol titer and productivity than the parent strains under the stress conditions. Moreover, Watanabe et al.21 yielded an ethanol-tolerant S. stipitis strain PET41 by repeated exposure a UV induced strain PFX 58 to increasing ethanol concentrations. PET41 presented higher ethanol tolerance and ethanol production capability than PFX 58, thus suggested that a combination of UV mutagenesis and adaption might be a useful strategy to acquire yeast strain with constitutively high-level tolerance towards inhibitors and improved ethanol production ability, which would absolutely be preferable for industrial applications.
In the present study, we isolated a mutant strain of S. stipitis using a strategy of UV induced random mutagenesis following repeated exposure to increasing ethanol or/and clotrimazole (CTZ) concentrations. It had been reported that CTZ-resistant mutant of sake yeast showed enhanced ethanol production rate and produced higher amounts of alcohol than the parent strain during the sake fermentation.27 On the other hand, CTZ-resistant mutant displayed pleiotropic drug resistance (PDR) phenotypes. They were resistant to not only a number of azole fungicides but also a wide range of unrelated cytotoxic compounds including cycloheximide, cerulenin, 4-nitroquinoline-N-oxide (4-NQO), oligomycin and anionic drugs such as reveromycin A and acetic acid.27 Therefore, the mutant isolated by means of UV mutagenesis following adaption in CTZ was expected to acquire the improved fermentative activity and constitutive tolerance to major fermentative inhibitors in terms of acetic acid, furan and vanillin. The ethanol fermentation performance of selected mutant and parent strain in inhibitors absent and present model substrate was examined. In addition, the carbon catabolite repression (CCR) effect on the mutant was analyzed under different glucose/xylose ratios in model substrate as well. Furthermore, a continuous fermentation with a cell recycle system was adopted to examine the possibility of improving fuel ethanol production from lignocellulosic hydrolysate without any detoxification. To the best of our knowledge, there are few reports with regard to membrane cell-recycle techniques for the continuous fermentation of ethanol from sugar mixture of hexose and pentose derived from lignocellulosic hydrolysate using S. stipitis.
S. stipitis WT and mutant strains were maintained individually on YPX agar plates at 4 °C and subcultured at monthly intervals. YPX agar consisted of 10 g l−1 yeast extract, 20 g l−1 peptone, 20 g l−1 xylose and 15 g l−1 agar. For inoculation, one loop of cells from an isolated colony on YPX agar plate was transferred to 50 ml of YPX broth in a 250 ml Erlenmeyer flask and incubated for 24 h at 30 °C with agitation at 200 rpm on a rotary shaker.
To evaluate the sole sugar or mixed sugar conversion rate of wild type strain and mutant strain, the initial sugars in model medium were 100 g l−1 glucose or 100 g l−1 xylose or 100 g l−1 mixed sugar (glucose/xylose = 1:1), respectively. In the experiments of examining the influence of glucose and xylose proportion in the sugar mixtures on ethanol production of mutant, the medium were prepared as follows: 80 g l−1 glucose/20 g l−1 xylose (G80X20), 60 g l−1 glucose/40 g l−1 xylose (G60X40), 40 g l−1 glucose/60 g l−1 xylose (G40X60) and 20 g l−1 glucose/80 g l−1 xylose (G20X80). To investigate the effects of inhibitors on ethanol production, acetic acid (0.5–3.5 g l−1), furfural (0.5–4.0 g l−1), and vanillin (0.5–1.5 g l−1) was individually added in model medium. The initial pH of each medium was set at 5.0. The fermentation without inhibitors was also carried out as a control.
To evaluate the influence of dilution rate (D) on ethanol production, dilution rate of 0.03 h−1, 0.05 h−1, 0.10 h−1 and 0.15 h−1 was used, respectively.
Parameters | S. stipitis NBRC1687 | S. stipitis MA301 | ||||||
---|---|---|---|---|---|---|---|---|
Sole carbon source | Mixed carbon source | Sole carbon source | Mixed carbon source | |||||
Glucose | Xylose | Glucose | Xylose | Glucose | Xylose | Glucose | Xylose | |
a Theoretical yield of ethanol from glucose or xylose is 0.51 gp gs−1; % theoretical yield is calculated as ethanol yield × 100 divided by 0.51. | ||||||||
Substrate consumption | ||||||||
Substrate concentration (g l−1) | 100.27 | 100.56 | 50.12 | 50.40 | 100.32 | 100.23 | 50.27 | 50.85 |
Fermentation time (h) | 48 | 72 | 30 | 120 | 24 | 42 | 14 | 60 |
Residual substrate (g l−1) | 0 | 0 | 0 | 3.6 | 0 | 0 | 0 | 0 |
Consumption rate (g l−1 h−1) | 2.09 | 1.40 | 1.67 | 0.39 | 4.18 | 2.39 | 3.59 | 0.85 |
Ethanol production | ||||||||
Ethanol titer (g l−1) | 47.56 | 44.56 | 41.21 | 48.31 | 46.36 | 45.72 | ||
Ethanol productivity (g l−1 h−1) | 0.99 | 0.62 | 0.34 | 2.01 | 1.10 | 0.76 | ||
Ethanol yield (YE) (gp gs−1) | 0.47 | 0.44 | 0.43 | 0.48 | 0.46 | 0.45 | ||
Theoretical yield (%)a | 92.82 | 86.71 | 82.62 | 94.43 | 90.69 | 88.48 |
In the case of fermentation in the mixture of glucose and xylose (1:1), the sugar utilization rates of both mutant and parent strain in co-fermentation were lower than that when glucose or xylose was used as sole substrate (Table 1, Fig. 1C). However, the mutant still exhibited efficient fermentation performance compared to the parental. S. stipitis MA301 completely consumed the sugars within 78 h resulting in 45.72 g l−1 ethanol, while for the parental, around 3.6 g l−1 of xylose residual was detected in the medium after 120 h fermentation. As a result, the ethanol productivity (0.34 g l−1 h−1) and the theoretical yield (0.43 gp gs−1) were both lower than that of MA301 (0.78 g l−1 h−1 and 0.45 gp gs−1). The lower sugar consumption rate in co-fermentation for both strains could be contributed to the glucose repression or carbon catabolite repression (CCR). As showed in Fig. 1C, xylose consumption commenced only when almost no glucose left in the medium. The similar phenomenon was also observed in mixed sugar fermentation in G60X40 (Fig. 2B) and G40X60 (Fig. 2C) mixture. However, in the case of G80X20, the xylose utilization initiated when glucose concentration in medium was below to 10 g l−1 (Fig. 2A). Furthermore, glucose and xylose was used simultaneously, with 92.35% of xylose consumed linearly at a constant consumption rate in the case of G20X80 (Fig. 2D). In these mixed sugar fermentations, complete utilization of glucose occurred within 20 h at similar consumption rates, while xylose utilization was quite different, indicating that the initial concentration of glucose was a key factor determining xylose utilization. In addition, CCR effect might be reduced by maintaining the glucose concentration at less than 20 g l−1 in mixed sugars fermentation. Table 2 showed a summary of kinetic parameters of ethanol fermentation in mixtures with different glucose and xylose ratio. The maximum xylose consumption rate of 1.91 g l−1 h−1 was achieved in the case of fermentation in G20X80 mixture, higher than that of G80X20, G60X40, and G40X60, at 0.69 g l−1 h−1, 0.81 g l−1 h−1 and 0.84 g l−1 h−1, respectively. In addition, the fermentation was finished after 30 h in G80X20 mixture, yielding the maximum ethanol titer, ethanol productivity of 48.32 g l−1 and 1.61 g l−1 h−1, corresponding to theoretical yield of 93.68%. This was in accordance with the studies by Sanchez et al.,30 which showed that the best ratios of glucose and xylose concentration for high ethanol yields were between 20/5 and 24/1. The fermentation in G20X80 mixture produced a final ethanol titer and ethanol yield of 47.27 g l−1 and 0.47 g g−1, which is slightly lower than that of G80X20, but higher than other cases. The results obtained on high glucose or xylose ration in mixed sugar showed similar pattern with that in the sole sugar fermentation.
Fig. 2 Ethanol production of S. stipitis MA301 in model medium with different ratios of glucose and xylose. (A) G80X20; (B) G60X40; (C) G40X60; (D) G20X80. Symbols (): glucose (); xylose (); ethanol. |
Parameters | Carbon source | |||
---|---|---|---|---|
G80X20 | G60X40 | G40X60 | G20X80 | |
a Theoretical yield of ethanol from glucose or xylose is 0.51 gp gs−1; % theoretical yield is calculated as ethanol yield × 100 divided by 0.51. | ||||
Xylose consumption time (h) | 30 | 50 | 72 | 42 |
Glucose consumption time (h) | 20 | 17 | 12 | 5 |
Glucose consumption rate (g l−1 h−1) | 4.01 | 3.55 | 3.34 | 4.02 |
Xylose consumption rate (g l−1 h−1) | 0.69 | 0.81 | 0.84 | 1.91 |
Xylose utilization ratio (%) | 100 | 100 | 100 | 100 |
Ethanol titer (g l−1) | 48.32 | 46.46 | 45.21 | 47.27 |
Ethanol productivity (g l−1 h−1) | 1.61 | 0.93 | 0.63 | 1.13 |
Ethanol yield (YE) (gp gs−1) | 0.48 | 0.46 | 0.45 | 0.47 |
Theoretical yield (%)a | 93.68 | 90.02 | 88.15 | 92.35 |
Parameters | S. stipitis NBRC1687 | S. stipitis MA301 | ||||||||
---|---|---|---|---|---|---|---|---|---|---|
Inhibitor | Lag phase (h) | Fermentation time (h) | Ethanol titer (g l−1) | Ethanol yield (g g−1) | Theoretical yieldb (%) | Lag phase (h) | Fermentation time (h) | Ethanol titer (g l−1) | Ethanol yield (g g−1) | Theoretical yieldb (%) |
a Medium: 10 g l−1 yeast extract, 20 g l−1 peptone, 50 g l−1 glucose, 50 g l−1 xylose; the initial cell concentration was set at 0.50 g l−1.b Theoretical yield of ethanol from glucose or xylose is 0.51 gp gs−1; % theoretical yield is calculated as ethanol yield × 100 divided by 0.51. | ||||||||||
No inhibitor | 0 | 120 | 44.35 | 0.44 | 86.49 | 0 | 60 | 46.17 | 0.46 | 90.03 |
0.5 g l−1 acetic acid | 12 | 126 | 39.37 | 0.39 | 76.58 | 0 | 60 | 45.32 | 0.46 | 88.12 |
1.5 g l−1 acetic acid | 48 | 174 | 36.11 | 0.36 | 70.53 | 0 | 60 | 46.05 | 0.45 | 88.56 |
2.5 g l−1 acetic acid | — | — | — | — | — | 12 | 66 | 45.16 | 0.45 | 86.83 |
3.5 g l−1 acetic acid | — | — | — | — | — | 24 | 86 | 42.21 | 0.42 | 82.07 |
0.5 g l−1 furfural | 0 | 120 | 43.12 | 0.43 | 84.12 | 0 | 60 | 45.75 | 0.46 | 89.15 |
1.0 g l−1 furfural | 24 | 138 | 36.8 | 0.37 | 72.38 | 0 | 60 | 45.43 | 0.45 | 89.10 |
2.0 g l−1 furfural | 48 | 174 | 30.65 | 0.31 | 60.49 | 0 | 60 | 45.14 | 0.45 | 88.03 |
3.0 g l−1 furfural | — | — | — | — | — | 12 | 66 | 41.25 | 0.41 | 80.21 |
4.0 g l−1 furfural | — | — | — | — | — | 24 | 82 | 36.65 | 0.37 | 72.38 |
0.5 g l−1 vanillin | 0 | 120 | 40.15 | 0.41 | 80.20 | 0 | 60 | 45.67 | 0.45 | 88.03 |
1.0 g l−1 vanillin | 48 | 168 | 30.26 | 0.31 | 60.52 | 6 | 60 | 44.31 | 0.44 | 86.07 |
1.5 g l−1 vanillin | — | — | — | — | — | 24 | 80 | 38.56 | 0.38 | 74.33 |
It was well known that CTZ-resistant mutant exhibited pleiotropic drug resistance (PDR) phenotypes by overexpression of ATP-binding cassette (ABC) transporters. ABC transporters encoded by PDRS/STSl/YDRl, YORl/YRS1, and SNQ2 constituted the majority of drug efflux pumps, responsible for exporting of both xenobiotic compounds such as toxic substances and antibiotics, and endogenous toxic metabolites. Cui et al.32 reported that the overexpression of Yorlp in wild type cells of S. cerevisiae not only conferred increased resistance to reveromycin A, but also involved in the detoxification of a wide range of the organic anions containing carboxyl group such as acetic acid. In the recent study of investigating the mechanism of S. cerevisiae tolerance to HMF at the genome level revealed that the ATP binding efflux pumps PDR5 and YOR1 were significant expressed during the lag phase in response to the HMF challenge, consequently promoted cellular adaptation and survival by transport either HMF and furfural, or their corresponding alcohols, out of the cell.32 From these results we speculated that the induction of PDR5 and YOR1 expression by repeated exposure in high concentration of CTZ might be one of the possible reasons of conferring ethanol fermentable inhibitors tolerance to yeast. The hypothesis would be examined on genome level and the mechanism for vanillin resistance of S. stipitis MA301 would be explored in our future study.
The effect of different dilution rate (0.03, 0.05, 0.10 and 0.15 h−1) on sugar consumption rates, residual sugars, ethanol titer and yield was examined in model medium and the result was illustrated in Fig. 3. In the case of dilution rate less than 0.05 h−1, the glucose was consumed completely, and the xylose utilization rate was maintained at a high level of over 97.5%. However, higher dilution rate caused increase of residual sugars. The consumption rate of glucose and xylose was 96.37% and 22.19% at the highest dilution rate, resulted in decrease of ethanol titer, from 45.78 g l−1 to 27.46 g l−1 obtained at 0.03 h−1 and 0.15 h−1, respectively. From these observations, the dilution rate 0.05 h−1 was considered as ideal condition for further study.
Fig. 3 Effect of dilution rate on ethanol production in continuous fermentation with cell recycling using S. stipitis MA301. |
The continuous culture fermentation with or without membrane cell-recycle system was performed at dilution rate 0.05 h−1 in model medium, and the ethanol production parameters were compared in Table 4. After 310 h and 300 h cultivation, the glucose was completely depleted in both cases, while residual xylose of 16 g and 217 g was detected in cell recycling and conventional fermentation system, resulting in xylose conversion rate of 97.6% and 64.3%, ethanol total production and productivity was 732.1 g and 2.36 g l−1 h−1, 418.2 g and 1.39 g l−1 h−1, respectively. The different ethanol fermentation profiles observed in two types of continuous fermentation could be attributed to the use of cell recycling system, which prevented the cell loss and the improved cell mass accordingly enhanced sugar conversion rate, ethanol titer and yield. In the experiment of ethanol fermentation in RSH medium by membrane cell-recycle system, 38 g residual xylose, 648 g ethanol total production and 2.16 g l−1 h−1 ethanol productivity was obtained after 300 h cultivation, which was close to that obtained in model medium. The similar fermentation pattern exhibited in artificial medium and inhibitor present RS hydrolysate could be contributed to the synergistic effect of mutant strain and cell recycling continuous fermentation system. The continuous cultivation might reduce the product inhibition, maintaining cells at a constant physiological state and growth rate, and the cell reuse provided the potential of overcoming the carbon catabolite repression (CCR) effect due to cell acclimation, accordingly led to low residual xylose, high ethanol yield and production rate.
Parameters | Mode of fermentation | ||
---|---|---|---|
Continuous w/o cell-recycle system | Continuous w/cell-recycle system | ||
Run 1b | Run 2b | Run 3c | |
a The dilution rate were set at 0.05 h−1.b Glucose and xylose in the model substrate medium.c Glucose and xylose in the rice straw hydrolyzate.d Ethanol productivity, calculated as ethanol concentration (g l−1) multiply by D, where D is the dilution rate (h−1). | |||
Fermentation time (h) | 300 | 310 | 300 |
Total feeding glucose (g) | 914.4 | 985.8 | 902.0 |
Total feeding xylose (g) | 609.6 | 657.2 | 643.0 |
Residual glucose (g) | 0 | 0 | 0 |
Residual xylose (g) | 217.0 | 16.0 | 38.0 |
Residual xylose (g l−1) | 14.5 | 1.03 | 2.5 |
Xylose utilization ratio (%) | 64.3 | 97.57 | 94.09 |
Ethanol total production (g) | 418.2 | 732.1 | 648.0 |
Ethanol productivity (g l−1 h)d | 1.39 | 2.36 | 2.16 |
Ethanol yield (YE) (gp gs−1) | 0.32 | 0.45 | 0.43 |
Theoretical yield (%) | 62.58 | 87.45 | 84.11 |
Table 5 listed the recent studies on ethanol fermentation from mixed sugars derived from different lignocelluloses biomass by S. stipitis strains. It was notable that the fermentations in all those studies were performed in batch fermentation mode. Among those reports, the maximum ethanol titer of 43.4 g l−1 and ethanol yield of 0.47 g g−1 was obtained in the study of fermentation from non-detoxified corn stalk hydrolysate using a adapted S. stipitis CBS6054.31 However, the comparable results obtained in that study were mainly due to the glucose and xylose ratio (17:1) in hydrolysate, which almost diminished the CCR effect. Moreover, the ethanol productivity of 0.90 g l−1 h−1 was almost half of our study. In the study of ethanol fermentation from yellow poplar (DYPH) using S. stipitis KCCM 12009,29 the glucose and xylose proportion in non-detoxified hydrolysate was 2:1, close to our mixed sugar ratio of 1.4:1, but the ethanol titer, yield and productivity was more lower than our study. For lignocellulosic ethanol production to be economically viable on an industrial scale, high ethanol titer (above 40–50 g l−1) and high ethanol productivity (over 1 g l−1 h−1) were required.34 By developing high inhibitor tolerant mutant strain and employing membrane integrated continuous fermentation system, 43.2 g l−1 ethanol titer and 2.16 g l−1 h−1 ethanol productivity was achieved, indicating the obtained strain and fermentation process established in this study had great potential for industrial scale bioethanol production in the future.
Feedstock | Scheffersomyces stipitis strains | Initial sugar (g l−1) | Ethanol | Fermentation mode | Detoxification | Ref. | |||
---|---|---|---|---|---|---|---|---|---|
Glucose | Xylose | C (g l−1) | Y (g g−1) | QP (g l−1 h−1) | |||||
a Note: C (g l−1), concentration; Y (g g−1), yield; QP (g l−1 h−1), productivity; n.r., not reported.b Adapted S. stipitis.c Engineered strain.d UV mutagenesis and adaptation.e Total reducing sugar.f Xylose, added externally. | |||||||||
Corn cob | NRRL Y-7124 | 35.9e | n.r. | 10.4 | 0.34 | 0.11 | Batch | Y | 35 |
Wheat straw | NRRL Y-7124 | 6.4 | 45.0 | 12.9 | 0.36 | 0.30 | Batch | Y | 7 |
Hardwood SSL | NRRL Y-7124b | 5.4 | 40.2 | 14.5 | 0.41 | 0.21 | Batch | N | 20 |
Water-hyacinth | NRRL Y-7124 | 3.5 | 54.0 | 18.0 | 0.35 | 0.18 | Batch | Y | 36 |
Paja brava | CBS 6054 | 2.9 | 19.8 | n.r. | 0.20 | n.r. | Batch | N | 30 |
Corn stover | CBS 6054 | 6.3–8.2 | 24.5–33.5 | 15.0 | 0.37–0.44 | 0.21 | Batch | N | 37 |
Corn stover | CBS 6054b | 40.0 | 25.0 | 25.1 | 0.41 | 0.35 | Batch | N | 15 |
Sunflower seed hull | NRRL Y-7124 | 48.0e | n.r. | 11.0 | 0.32 | 0.07 | Batch | Y | 38 |
Rice straw | BCRC 21777b | 3.5–6.4 | 17.5–26.4 | 10.3 | 0.44 | 0.25 | Batch | N | 19 |
Water-hyacinth | NCIM 3497 | 3.5 | 54 | 18.5 | 0.42 | 0.18 | Batch | Y | 39 |
Yellow poplar (DYPH) | KCCM 12009 | 59.5 | 29.7 | 28.7 | 0.48 | 0.40 | Batch | N | 29 |
Hazelnut shell | NRRL Y-7124 | 50.0e | 36.39f | 16.8 | 0.43 | 0.19 | Batch | Y | 40 |
Poplar | GS301c | 33.0 | 30.0 | 14.0 | 0.24 | 0.10 | Batch | N | 41 |
Corn stalk | CBS 6054b | 92.34 | 5.4 | 43.4 | 0.47 | 0.90 | Batch | N | 31 |
Wheat straw (WH-SF) | DSM 3651 | 23.5 | 6.2 | 12.2 | 0.45 | n.r. | Batch | N | 10 |
Rice straw | BCRC 2177b | 4.8 | 17.0 | 10.0 | 0.44 | 0.25 | Batch | Y | 14 |
Wheat straw | DSM 3651 | 18.5 | 9.23 | 11.6 | 0.41 | n.r. | Batch | Y | 42 |
Sugarcane bagasse | NRRL Y-7124 | 5.0 | 50.0 | 7.3 | 0.16 | 0.10 | Batch | Y | 43 |
Sugarcane bagasse | NRRL Y-7124 | 5.0 | 50.0 | 15.0 | 0.37 | 0.30 | Batch | Y | 11 |
Rice straw | MA301d | 59.7 | 43.3 | 43.2 | 0.43 | 2.16 | Continuous | N | This study |
Footnote |
† Two authors equally contributed to this work and should be considered co-first author. |
This journal is © The Royal Society of Chemistry 2017 |