Abstract
The ultrafiltration membrane reactor, utilizing a membrane module with a suitable molecular weight alleyway, retains the larger cellulase components. Smaller molecules, such as the fermentable reducing sugars and water, pass through the membrane. The purpose of this work was to investigate the capability of recycling cellulase in the UF membrane. PS30 hollow fiber membrane, an ultrafiltration method using internal pressure, was found to be an ideal membrane separation device, allowing re-use of the enzyme. A Box-Behnken experimental design (BBD) established the following optimum pretreatment parameters: operation pressure at 1.73 bar, temperature at 36.38 °C, and a pH of 5.92. Under these conditions, the model predicted a membrane flux yield of 2.3174 L/(m2•h). The rejection rate of the UF membrane was over 95%.
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Recycling Cellulase from Enzymatic Hydrolyzate of Laser-Pretreated Corn Stover by UF Membrane
Shuang-Qi Tian,* Xin-Wei Wang, Ren-Yong Zhao, and Sen Ma
The ultrafiltration membrane reactor, utilizing a membrane module with a suitable molecular weight alleyway, retains the larger cellulase components. Smaller molecules, such as the fermentable reducing sugars and water, pass through the membrane. The purpose of this work was to investigate the capability of recycling cellulase in the UF membrane. PS30 hollow fiber membrane, an ultrafiltration method using internal pressure, was found to be an ideal membrane separation device, allowing re-use of the enzyme. A Box-Behnken experimental design (BBD) established the following optimum pretreatment parameters: operation pressure at 1.73 bar, temperature at 36.38 °C, and a pH of 5.92. Under these conditions, the model predicted a membrane flux yield of 2.3174 L/(m2•h). The rejection rate of the UF membrane was over 95%.
Keywords: Ultrafiltration; Cellulase; Hydrolyzate; Recycling
Contact information: College of Food Science and Technology, Henan University of Technology, Zhengzhou 450001, China; *Corresponding author: tianshuangqi2002@126.com
INTRODUCTION
The biotransformation of lignocellulosic biomass to produce bioethanol presents a remarkable opportunity for the production of recycled and environmentally friendly bioresources (Gnansounou and Dauriat 2010). However, economic constraints have so far blocked the construction of lignocellulosics to bioethanol conversion facilities on a large scale. Bioconversion process of lignocellulosic biomass mainly includes of four steps, i.e. pretreatment, enzymatic hydrolysis, bioethanol fermentation, and product refining (Hahn-Hägerdal et al.2006). Bioconversion of renewable, inexpensive, and readily available corn stover into fermentable sugars for production of bioethanol and other bioproducts has received extensive attention by cellulase hydrolysis to release the constituent fermentable monosaccharides (Alvira et al. 2010).
Although extensive research projects have been devoted to maximizing cellulase production and improving cellulase performance, efficient and cost-effective enzymatic saccharification of corn stover to produce fermentable monosaccharides still remains a challenge to be addressed (Cheng and Timilsina 2011). Another means to reduce the cost of cellulase hydrolysis is to retrieve and recycle cellulase bound to the residue as well as cellulase from the reaction suspension (Qi et al. 2012; Lindedam et al. 2013). Bound cellulase on corn stover residue could be recovered by the simple contact of corn stover residue with fresh substrate (Tian et al. 2013). Many researchers have previously paid close attention to the use of ultrafiltration (UF) membrane to recycle cellulase in the saccharification of lignocellulosic biomass (Mores et al. 2001; Bae and Tak 2005). The UF membrane reactor, utilizing a membrane module with a suitable molecular weight alleyway, keeps the larger cellulase components in the UF reactor while smaller molecules, such as monosaccharide, oligosaccharide, and water pass through the membrane (Azmi et al. 2013).
In the present work, the use of UF for treatment of the liquid phase of enzymatic hydrolyzate of CO2 laser pretreated corn stover (LPCS) was proposed (Tian et al. 2012). The objective of this study was to investigate the possibility of recycling cellulase in the UF membrane. The UF hollow fiber membrane was selected for this work because this bioreactor type is more useful for industrial applications, owing the high flux of the UF membrane surface relative to the working solution volume (Yang et al. 2009). In this research, cellulase was derived from Trichoderma reesei. The constituents included EGⅠ, EGⅡ, EGⅢ, CBHⅠ, CBHⅡ, and GB, which have molecular weights of 50, 46, 25, 65, 58, and 75 kDa, respectively (Ma et al. 2013). The hollow fibers were made of polysulfone with a molecular-weight cutoff (MWCO) of 30,000 Da (PS30) (Vilakati et al. 2015).
EXPERIMENTAL
Materials
Corn stover was harvested in Zhengzhou, Henan, China, in 2014. It was milled and sized using a sieve shaker of 80 to 120 mesh size with a chipper mill (Tianjin Taisite Instrument Co., Ltd., Tianjin, China) and stored in the refrigerator (4 °C). All raw materials were pretreated with a CO2 laser for 68 min at 265 W with a liquid to solid ratio of 21:1 (mL/g) (Tian et al. 2011). Crude cellulase powder was purchased from Hualing Biological Technology Co., China. The hollow fiber UF membrane was provided by Tianjin MOTIMO membrane technology Co., Ltd. To reuse the cellulase, the ultrafiltration membrane module was employed. A PS30 hollow fiber membrane was used as the membrane internal pressure ultrafiltration system for recycling of cellulase protein.
Methods
Measurement of total reducing sugars
The cellulase hydrolysis process was carried out in the pretreated corn stover. Total reducing sugars concentration of the residual solution was estimated indirectly by utilizing the DNS solution dosage, such as shown in Eq. 1 (Ye 2011),
[St] = [S0] -0.9 [RS] (1)
where [St] is the theoretical residue value of the reducing sugars in the solution (g/L) during the process of recycling cellulase, [S0] is the initial concentration of the corn stover fibers in the solution (g/L), and [RS] is the total reducing sugar concentration (g / L) in the hydrolysates.
Membrane reactor
The membrane reactor consisted of a hydrolysate container, a 500 mL Berzelius beaker as the main reactor, and a PS30 hollow fiber UF module outside (Fig. 1). The reactor was kept in a water bath at 20 to 45 °C, the optimal temperature for the recycling of cellulase. The hydrolysate container was used to continuously feed fresh hydrolysate to the reactor. The pressure applied to the PS30 module was typically about 0.5 to 3 bar. The transdermal solution was collected in a 250 mL Erlenmeyer flask for flow control.
Data processing
The permeate flux of hydrolysate is defined as follows,
(2)
where J is the membrane flux (L/(m2•h) during recycling cellulase, Vis the permeate volume (L), S is the effective membrane area (m2), and t is the time of during the ultrafiltration process (h).
Fig. 1. Experimental set-up for membrane recovery system: 1. Hydrolysate; 2. peristaltic pump; 3. membrane module; 4. transdermal solution; 5 diaphragm; 6 relief valve
Table 1. Box–Behnken Design Matrix for the Experimental Values for the Membrane Flux
Box–Behnken experimental design
The effect of three independent variables on the membrane flux was studied using a three-level, three-factor factorial Box–Behnken design (BBD). The three independent variable sets were operation pressure (bar, X1), temperature (°C, X2), and pH (X3), and each variable was set at the three levels. The range and levels of the variables investigated are given in Table 1. A total number of 17 experiments were employed for the recycling cellulase (Table 1). Regression analysis was performed for the experiment data and fitted to the empirical second-degree polynomial model, as shown in the following equation,
(3)
where Y is the predicted value, b0, bi, bii, and bij are regression coefficients in the constant, linear, quadratic, and interaction coefficients, respectively; and Xi and Xj are the coded values of the factors.
Statistical Analysis
All experiments were performed in duplicate, and the average values were reported. Statistical significance was evaluated using the two-tailed, unpaired Student’s t-test for comparisons between two means. A value of p <0.05 was considered to indicate statistical significance. A software Design-Expert 8.0.5 Trial (State-Ease, Inc., Minneapolis, MN, USA) was used to obtain the coefficients of the quadratic polynomial model and estimate the response of the dependent variables.
Fig. 2. Effect of different experimental parameters on membrane flux
RESULTS AND DISCUSSION
Determining levels for independent variables
The effect of different operation pressure on the recycling of cellulase was examined at 0.5, 1, 1.5, 2, 2.5, and 3 bar at 35 °C in hydrolysate (pH 6). The membrane flux during recycling cellulase with respect to operation pressure is shown in Fig. 2A. The membrane flux significantly increased from 1.74 to 2.21 L/(m2•h). The results showed a positive correlation between the operation pressure and the membrane flux. Inactivation of cellulase was induced by high temperature and the improper pH (Ma et al. 2013). Therefore, temperature is one of the factors affecting membrane flux effectiveness. The influence of temperature at 20, 25, 30, 35, 40, and 45 °C was studied with an operation pressure of 1.5 bar in hydrolysate (pH 6) (Fig. 2B). The membrane flux was steady at 35 °C. Therefore, 30, 35, and 40 °C were chosen for the coded extraction time variable levels at -1, 0, and +1, respectively. The influence of pH of 3, 4, 5, 6, 7, and 8 was studied with the operation pressure of 1.5 bar and temperature of 35 °C (Fig. 2C). The highest membrane flux was observed at pH 6, where 2.21 L/m2•h of recycling cellulase was obtained (Fig. 2C). However, enzyme activity was not inactivation in the single factor experiments.
Table 2. Analysis of Variance (ANOVA) for RSM Regression Equation
Response surface optimization of recycling cellulase conditions
Table 1 presents the BBD experimental design and the membrane flux response data. Experimental results for the analysis of variance and corresponding interactions are shown in Table 2. The coefficient of determination (R2) of the model was 0.962, which illustrated that the model adequately represented the real relationship between the parameters chosen. The predicted second-order polynomial model was (Eq. 4):
Y = 2.298+0.075χ1+0.0225χ2-0.0225χ3+0.07χ1χ2-0.03χ1χ3+
0.03χ2χ3-0.114χ12-0.094χ22-0.184χ32 (4)
The optima established with response surface methodology were: an operation pressure of 1.73 bar, temperature of 36.38 °C, and a pH of 5.92. Under these conditions, the model predicted a membrane flux yield of 2.317 L/(m2•h); experimentally, a yield of 2.32 L/(m2•h) (n = 3) was obtained, confirming the validity of the response surface methodology model. The F-test with very low probability values (p < 0.0001) indicated the models were highly significant.
Effect of the recycling cellulase concentration on the UF membrane
In order to obtain higher concentrations of cellulose in the progress of recycling cellulose, experimental parameters were set: operation pressure at 1.73 bar, temperature of 36.4 °C, and a pH of 5.9. As shown in Fig. 3, the membrane flux of PS30 ultrafiltration membranes exhibited a decay over 60 min of run time; therefore, the trapped fluid was collected in 24 min in subsequent work. Under these conditions, permeate samples were collected every 6 min and marked as a, b, c, and d. The trapped fluid was collected in 24 min. However, the trapped fluid was marked as J. The content of cellulase was determined by the Bradford method (Bradford 1976).
Fig. 3. The effect of the ultrafiltration time on membrane flux
Fig. 4. The cellulase content of the permeate and retentate in the membrane separation process
Figure 4 showed preliminary results with the hollow-fiber PS30 UF membranes. The content of cellulase was insignificant, below 0.05%. The content of celluluase did not increase over time through recycling cellulose, indicating little effect on membrane separation concentrated in the ultrafiltration within 20 min, and the content of celluluase was up to 0.8 mg/mL in the trapped fluid. Therefore the retention rate of cellulase was over 95%. The results showed that the PS30 UF membrane was suitable for recycling cellulase from enzymatic hydrolyzate of laser-pretreated corn stover.
Effect of the total reducing sugars concentration on the UF membrane
In order to study the separation characteristics of PS30 hollow fiber membrane, the total reducing sugars concentration of the permeate solution and the trapped solution was determined by utilizing the DNS solution dosage. As shown in Fig. 5, the results showed that the total reducing sugars concentration of the permeate solution was a little lower than in the trapped solution. However, the total reducing sugars concentration was not significantly different in the filtrate vs.the retentate solution. Therefore, the PS30 hollow fiber membrane could effectively recover cellulase, but it did not affect the concentration of total reducing sugars.
Fig. 5. The total reducing sugars content of the permeate and retentate in the membrane separation process
CONCLUSIONS
- The PS30 hollow fiber UF membranes were suitable for recycling cellulase. The Box–Behnken design (BBD) established the following optimum pretreatment parameters: an operation pressure of 1.73 bar, temperature of 36.38 °C, and pH of 5.92. Under these conditions, the membrane flux yield reached 2.32 L/(m2•h).
- There was little effect on membrane separation concentrated in the ultrafiltration within 20 min, and the content of celluluase was up to 0.8 mg/mL in the trapped fluid. Therefore, the retention rate was over 95%.
- The hollow fiber UF membrane can effectively recover cellulase; however, the concentration of total reducing sugars remains otherwise substantially unchanged.
ACKNOWLEDGMENTS
This research was financially supported by the high-level personnel Fund of Henan University of Technology. (2012BS049 and 2012BS024).
REFERENCES CITED
Alvira, P., Tomás-Pejó, E., Ballesteros, M., and Negro, M.J. (2010). “Pretreatment technologies for an efficient bioethanol production process based on enzymatic hydrolysis: a review,” Bioresour. Technol. 101(13), 4851-4861. DOI: 10.1016/j.biortech.2009.11.093
Azmi, N. S., Md Yunos, K. F., Samsu Baharuddin, A., and Md Dom, Z. (2013). “The effect of operating parameters on ultrafiltration and reverse osmosis of palm oil mill effluent for reclamation and reuse of water,” BioResources 8(1), 76-87. DOI: 10.15376/biores.8.1.76-87
Bae, T. H., and Tak, T.M. (2005). “Interpretation of fouling characteristics of ultrafiltration membranes during the filtration of membrane bioreactor mixed liquor,” J. Membr. Sci. 264(1), 151-160. DOI: 10.1016/j.memsci.2005.04.037
Bradford, M. M. (1976). “A rapid and sensitive method for the quantitation of microgram quantities of protein utilizing the principle of protein-dye binding,” Anal. Biochem. 72(1-2), 248–254. DOI:10.1016/0003-2697(76)90527-3
Cheng, J. J., and Timilsina, G. R. (2011). “Status and barriers of advanced biofuel technologies: A review,” Renew. Energ. 36(12), 3541-3549. DOI: 10.1016/j.renene.2011.04.031
Hahn-Hägerdal, B., Galbe, M., Gorwa-Grauslund, M. F., Lidén, G., and Zacchi, G. (2006). “Bio-ethanol – the fuel of tomorrow from the residues of today,” Trends Biotechnol. 24(12), 549-556. DOI:10.1016/j.tibtech.2006.10.004
Gnansounou, E., and Dauriat, A. (2010). “Techno-economic analysis of lignocellulosic ethanol: A review,” Bioresour. Technol. 101(13), 4980-4991. DOI: 10.1016/j.biortech.2010.02.009
Lindedam, J., Haven M. Ø., Chylenski P., Jørgensen H., and Felby C. (2013). “Recycling cellulases for cellulosic ethanol production at industrial relevant conditions: Potential and temperature dependency at high solid processes,” Bioresour. Technol, 148(31), 180-188. DOI: 10.1016/j.biortech.2013.08.130
Ma, L., Li, C., Yang, Z., Jia, W., Zhang, D., and Chen, S. (2013). “Kinetic studies on batch cultivation of Trichoderma reesei and application to enhance cellulase production by fed-batch fermentation,” J. Biotechnol. 166(4), 192-197. DOI:10.1016/j.jbiotec.2013.04.023
Mores, W. D., Knutsen, J. S., and Davis, R. H. (2001). “Cellulase recovery via membrane filtration,” Appl. Biochem. Biotechnol. 91-93(1-9), 297-309. DOI: 10.1385/ABAB:91-93:1-9:297
Qi, B., Luo, J., Chen, G., Chen, X., and Wan, Y. (2012). “Application of ultrafiltration and nanofiltration for recycling cellulase and concentrating glucose from enzymatic hydrolyzate of steam exploded wheat straw,” Bioresour. Technol. 104, 466-472. DOI: 10.1016/j.biortech.2011.10.049
Tian, S., Wang, Z., Zuo, L., and Fan, Z. (2011). “Optimization of CO2laser-based pretreatment of corn stover using response surface methodology,” Bioresour. Technol. 102(22), 10493-10497. DOI: 10.1016/j.biortech.2011.08.066
Tian, S., Wang, Z., Fan, Z., and Zuo, L. (2012). “Comparison of ultrasonic and CO2 laser pretreatment methods on enzyme digestibility of corn stover,” Int. J. Mol. Sci. 13(4), 4141-4152. DOI: 10.3390/ijms13044141
Tian, S., Ma, S., Wang, X., and Zhang, Z. (2013). “Fractal kinetic analysis of the enzymatic saccharification of CO2 laser pretreated corn stover,” Carbohydr. Polym. 98(1), 618-623. DOI: 10.1016/j.carbpol.2013.06.037
Vilakati, G. D., Hoek, E. M. V., and Mamba, B. B. (2015). “Investigating the usability of alkali lignin as an additive in polysulfone ultrafiltration membranes,” BioResources 10(2), 3079-3096. DOI: 10.15376/biores.10.2.3056-3069
Yang, S., Ding, W. Y., and Chen, H. Z. (2009). “Enzymatic hydrolysis of corn stalk in a hollow fiber ultrafiltration membrane reactor,” Biomass Bioenergy 33, 332-336. DOI: 10.1016/j.biombioe.2008.05.016
Article submitted: June 3, 2015; Peer review completed: August 30, 2015; Revised version received and accepted: September 6, 2015; Published: September 14, 2015.
DOI: 10.15376/biores.10.4.7315-7323