NC State
BioResources
Wu, C., Zhou, H., Yang, F., Zhang, Y., and Gao, F. (2015). "Microwave pretreatments of switchgrass leaf and stem fractions to increase methane production," BioRes. 10(3), 3922-3933.

Abstract

The objective of this study was to determine the effectiveness of microwave pretreatments on methane production from two switchgrass tissues (leaf vs. stem). The methane production from the leaf fraction was significantly affected by the microwave final temperature, while production from the stem fraction was affected by the combination of the microwave final temperature and heating rate. Thus, the highest methane yield from the leaf (134.81 mL CH4/g of volatile solids (VS)) was obtained at 100 °C, while the highest yield from the stem (99.35 mL CH4/g VS) was obtained at 150 °C, with a heating rate of 10 °C/min. Although methane production from the leaf fraction was merely enhanced by 9.1% after microwave pretreatments, the time required to reach 80% of ultimate methane production was reduced by 12 days. For the stem fraction, methane production was improved by 5.2% after microwave pretreatment, and the time to obtain 80% of ultimate methane production increased.


Download PDF

Full Article

Microwave Pretreatments of Switchgrass Leaf and Stem Fractions to Increase Methane Production

Chunhui Wu, He Zhou,* Fuyu Yang,* Yunwei Zhang, and Fengqin Gao

The objective of this study was to determine the effectiveness of microwave pretreatments on methane production from two switchgrass tissues (leaf vs. stem). The methane production from the leaf fraction was significantly affected by the microwave final temperature, while production from the stem fraction was affected by the combination of the microwave final temperature and heating rate. Thus, the highest methane yield from the leaf (134.81 mL CH4/g of volatile solids (VS)) was obtained at 100 °C, while the highest yield from the stem (99.35 mL CH4/g VS) was obtained at 150 °C, with a heating rate of 10 °C/min. Although methane production from the leaf fraction was merely enhanced by 9.1% after microwave pretreatments, the time required to reach 80% of ultimate methane production was reduced by 12 days. For the stem fraction, methane production was improved by 5.2% after microwave pretreatment, and the time to obtain 80% of ultimate methane production increased.

Keywords: Switchgrass; Lignocellulose; Microwave pretreatment; Anaerobic digestion

Contact information: Department of Grassland Science, College of Animal Science and Technology, China Agricultural University, Beijng 100193, PR China;

* Corresponding authors: zhouhe@cau.edu.cn; yfuyu@126.com

INTRODUCTION

Switchgrass (Panicum virgatum L.) is a perennial C4 grass with great potential as a bioenergy resource (Xu et al. 2011; Zambare et al. 2011). Morphologically, switchgrass consists of roots, stems (including nodes and internodes), leaves (including leaf blades and leaf sheaths), and, at the reproductive growth stage, flowers, including the peduncle (Mann et al. 2009; Hu et al. 2011b). The chemical composition and structure vary among these different organs (Sarath et al. 2007; Hu et al. 2010). Therefore, the plant parts used as lignocellulosic feedstock greatly affect the characteristics of the pretreated biomass, and ultimately affect the quality and quantity of biofuel produced. Hu et al. (2011a) reported that the reduction in the degree of polymerization (DP) of cellulose and the extent of the increase in cellulose crystallinity differed between the leaves and internodes of Alamo switchgrass after hydrothermal pretreatment. As a result, the cellulose-to-glucose yield after the pretreatment was lower for nodes than for leaves of switchgrass. Similarly, the cellulose-to-glucose yield from the freeze-dried stems (including leaf sheaths) of switchgrass was 20% lower than the yield from leaves, after a dilute sulfuric acid pretreatment (Yang et al. 2009). For banana wastes (Kamdem et al. 2013) and wheat straw (Motte et al. 2014) treated with anaerobic digestion, the types of plant parts strongly affected the amount of methane produced. Thus, it is very important for the improvement of biofuel production that different pretreating strategies were required, depending on the structure characteristics of different morphological fractions of lignocellulosic biomass.

Microwave technology is a physical pretreatment in which materials are treated with electromagnetic waves with frequencies ranging from 300 MHz to 300 GHz (Huang et al. 2008). Microwaves can penetrate and couple energy directly to the materials. This results in rapid, uniform, and volumetric heating, which reduces processing times and saves energy (Thostenson and Chou 1999). In previous studies, when microwave technology was used to pretreat switchgrass, there was no change in the ultimate volume of methane produced, but the time required to obtain 80% of the maximum methane volume was reduced by 4.5 days after a 150 C pretreatment (Jackowiak et al. 2011b). Similar trials with wheat straw showed that methane production was improved by 28% after a microwave pretreatment at 150 C (Jackowiak et al. 2011a). However, when a microwave pretreatment was applied to Pennisetum biomass, the total methane yield was decreased by 12%, and the maximum production rate was decreased by 18% (Li et al. 2012). The adverse effect of microwave radiation on anaerobic digestion may be due to the pretreatment, which resulted in the release/formation of heat-induced inhibitors, such as phenolic compounds and furan derivatives (Jing and Lue 2007).

The major objective of this study was to investigate whether microwave pretreatments affected the leaf and stem fractions of switchgrass differently in terms of methane production via anaerobic digestion. In addition, biomass solubilization and fiber composition of the fractions were evaluated after the pretreatments.

EXPERIMENTAL

Materials

The Alamo variety of switchgrass was grown at the Shangzhuang Experiment Field, Beijing, China. The plants were harvested at the reproductive growth stage in September, 2013. The plant biomass was air-dried, the leaves and stems were manually separated, and finally each fraction was ground to pass through a 1-mm screen. The moisture contents of leaf and stem were 4.45% and 2.99%, respectively.

Experimental Design

The experiment was conducted with an orthogonal design. To analyze the effects of microwave pretreatments, three factors were adjusted: the final temperature (factor A), holding time at target temperature (factor B), and heating rate (factor C).

Table 1. Assignment of Factors and Levels in Experimental Design using an Orthogonal Matrix L9(34)

According to the L9(34) orthogonal array, each of the three microwave factors were assigned three levels (Table 1), and nine treatment combinations with different parameters were established (Table 2). The vacant column was used to account for the statistical error of the orthogonal method. Raw untreated material served as the control (treatment 10). All of the experiments were conducted with three replicates.

Table 2. The Orthogonal Matrix L9(34)

Microwave Pretreatments

A closed-vessel microwave accelerated reaction system (MARS 5, CEM Corporation, Matthews, NC, USA) was used to pretreat the samples. It was equipped with a turning carousel and a maximum of 40 vessels (XPRESS TFM 55 mL). The switchgrass samples consisted of 0.5 g leaf or stem material in 15 mL of distilled water for each vessel. The samples were microwave-treated according to the experimental design.

Biochemical Methane Potential (BMP) Assays

The inoculum for anaerobic digestion of the biomass was composed of municipal sludge, with a pH value of 7.2. The total solids (TS) and volatile solids (VS) of the inoculum were 2.45% and 1.55% (w:v), respectively.

The experiments were conducted in 200 mL serum glass bottles at 37 °C. Each bottle contained 32 mL of inoculum, 2 g of pretreated switchgrass leaf or stem material, and distilled water, making a total volume of 122 mL. Urea was used to adjust the carbon-to-nitrogen ratio (C/N) to a level appropriate for the growth of anaerobic microorganisms (Zhang and Zhang 1999). The pH was adjusted to be between 7.0 and 7.5 before anaerobic digestion (Mendez et al. 2014). The digesters were flushed with N2-gas to establish anaerobic conditions. Each batch reactor was mixed manually twice a day to degas the sample and prevent the formation of a dry layer (Kandel et al. 2013). Bottles containing the inoculum and distilled water served as blank controls. The BMP tests were carried out until the methane yield became negligible (<3 mL CH4/day) (Lehtomaki et al. 2008).

Analytical Methods

TS and VS were determined using the weight loss method (Pei et al. 2014). The hemicellulose, cellulose, and lignin contents were measured as described by Van Soest et al. (1991). Biogas production was monitored using the saturated brine displacement method. The gas component was analyzed using a gas chromatograph (GC-8600, Beijing Beifen Tianpu Instrument Tech. Co., Ltd., Beijing, China).

Biomass solubilization was determined by calculating the ratio of soluble volatile solids (sVS) to total volatile solids (sVS/VS). The increase in the sVS/VS ratio with respect to the control (no microwave treatment) was calculated according to Eq. 1, as described by Passos et al. (2013), shown below,

where (sVS/VS)o and (sVS/VS)p represent the biomass solubilization before (o) and after pretreatment (p).

First Order Kinetic Model

A first order kinetic model (Eq. 2) was used to correlate the methane production with the digestion time in the anaerobic digestion system, as follows,

B = B0·(1-exp(-kt)) (2)

where B (mL/g VS) is the cumulative methane production as a function of time tB0 (mL/g VS) is the ultimate (or maximum) methane production, k (day-1) is the kinetic constant, and t (day) is time (Hashimoto 1986; Lei et al. 2010).

RESULTS AND DISCUSSION

Solubilization of Switchgrass Leaf and Stem Fractions

The solubilization (sVS/VS) was higher for the leaf than for the stem after microwave pretreatments and under ambient temperature (AT) (Table 3). Microwave pretreatment enhanced the solubilization of the leaf and stem fractions. The sVS/VS increase ranged from 1.5% to 154.0% in the leaf fraction, and from 2.1% to 130.3% in the stem fraction (Table 3), depending on the microwave final temperature, holding time, and heating rate. Jackowiak et al. (2011b) also reported that microwave pretreatment improved the solubilization of switchgrass, but whole plants were used in that study. In our study, the solubilization of both the leaf and stem switchgrass fractions were significantly affected by the microwave final temperature (P<0.0001), holding time (leaf: P=0.0111; stem: P=0.0002), and heating rate (leaf: P=0.0010; stem: P=0.0002). However, the exposure time had a smaller influence on the solubilization (sCOD/tCOD) of whole fresh plants for switchgrass (Jackowiak et al. 2011b). Interestingly enough, a study on whole wheat straw showed that the solubilization (sCOD/tCOD) increased with longer holding times at the target temperature (Jackowiak et al. 2011a). This phenomenon may be related to the chemical composition of the biomass. Therefore, we evaluated the contents of the hemicellulose, cellulose, and lignin in the solid fraction of the leaf and stem materials after the microwave pretreatments.

Table 3. Matter Solubilization of Switchgrass Leaf and Stem Fractions

The hemicellulose, cellulose, and lignin contents in untreated samples were, respectively, 29.5%, 31.09%, and 3.24% in the leaf fraction, and 29.58%, 34.67%, and 6.51% in the stem fraction. The hemicellulose content changed markedly as a result of the microwave pretreatments (Fig. 1).

Fig. 1. Contents of hemicellulose, cellulose, and lignin in switchgrass leaf and stem fractions after microwave pretreatments.

The cellulose contents in the leaf and stem fractions of switchgrass were significantly affected by the microwave final temperature (Table 4 and 5); thus, the highest cellulose contents were found in both leaf and stem fractions treated at 180 C (treatments 3, 6, and 9). Therefore, the advantage of the microwave pretreatments was that the material added to the reactor for digestion was more readily available (i.e., higher cellulose content) than the biomass pretreated at AT (Fernandez-Cegri et al. 2012).

The lignin content in the leaf fraction was affected by the combined effects of the microwave final temperature, holding time, and heating rate (Table 4), while that the lignin in the stem fraction was not significantly affected by the microwave heating rate (Table 5). During the microwave pretreatments, some organic matter was solubilized and lignin became more concentrated (Fernandez-Cegri et al. 2012). Therefore, the lignin contents in leaf and stem fractions were higher after severe pretreatments (treatments 3, 6, and 9) than in untreated materials or in materials immersed in distilled water at AT (Fig. 1).

Table 4. The Variance Analyses of Hemicellulose, Cellulose, and Lignin Contents of Switchgrass Leaf Fraction for Each Experimental Factor

Table 5. The Variance Analyses of Hemicellulose, Cellulose, and Lignin Contents of Switchgrass Stem Fraction for Each Experimental Factor

Methane Production in BMP Assays

There was greater methane production from the leaf fraction than from the stem fraction under both untreated and pretreated conditions (Fig. 2 and 3). This was likely due to the higher content of soluble matter in the leaf in comparison to the stem. In BMP assays, the highest methane production was 134.81 mL/g VS in the leaf for treatment 4 (100 C, 10 min, 7.5 C/min), and 99.35 mL/g VS in the stem for treatment 5 (150 C, 10 min, 10 C/min). These values were lower than those obtained by Jackowiak et al. (2011b) for microwave pretreated whole fresh switchgrass plants (290 mL/g VS). Furthermore, the methane yield from the leaf fraction was affected only by the microwave final temperature (Fig. 4). The methane yield from the stem fraction was affected by the combined effects of the microwave final temperature and heating rate, as illustrated by the response surface plot (methane yield vs. temperature and heating rate; Fig. 5).

Fig. 2. Cumulative methane production from switchgrass leaf fraction under untreated and microwave pretreated conditions. Control, untreated sample. Variance analyses of each experimental factor for cumulative methane production were as follows: microwave final temperature (P<0.0001), holding time (P=0.3335), and heating rate (P=0.8819).

Fig. 3. Cumulative methane production from switchgrass stem fraction under untreated and microwave pretreated conditions. Control, untreated sample. Variance analyses of each experimental factor for cumulative methane production were as follows: microwave final temperature (P=0.0090), holding time (P=0.3408), and heating rate (P=0.0423).

Fig. 4. Methane production from switchgrass leaf fraction after microwave pretreatments with various final temperatures. CK, untreated leaf sample. Different lower letters indicate significant difference at P<0.05.

Fig. 5. Response surface plot showing the effect of microwave final temperature and heating rate on methane production from switchgrass stem fraction.

In other studies, microwave pretreatments resulted in the formation of phenolic acids, as well as furfural and 5-hydroxymethyl furfural (HMF). The formation of these compounds not only represented a loss of fermentable sugars, but also resulted in inhibitory or toxic effects on the anaerobic microorganisms (Chen et al. 2008; Hendriks and Zeeman 2009). Additionally, phenolic acids were released during the microwave pretreatments (0.32 mg per gram switchgrass at 90 C and 0.64 mg per gram at 150 C) in the study of Jackowiak et al. (2011b). Furfural and 5-hydroxymethyl furfural, which are the thermal decomposition products of xylose (Jing and Lue 2007), formed in the supernatant of the switchgrass mixture when the microwave temperature exceeded 130 C (Jackowiak et al. 2011b). Maybe this was one of the reasons that the methane yield after the microwave pretreatment was only enhanced by 9.1% in the leaf and 5.2% in the stem. It needed to be proved by further experiments.

First-order Kinetic Model

The high R2 values indicated that the experimental data fit well with the proposed model at the 95% confidence level (Table 6 and 7). For the leaf fraction, compared with the kinetic constant (k) in the control (treatment 10), k values were 74.4% and 72.1% higher in treatments 1 (100 C, 0 min, 10 C/min) and 4 (100 C, 10 min, 7.5 C/min), respectively. For the stem fraction, only treatment 7 (100 C, 20 min, 5 C/min) resulted in an increased k value (4.5% increase). In a study on whole switchgrass, the k values were increased by 44% and 68% at 150 C and 180 C, respectively, compared with the control (Jackowiak et al. 2011b).

To assess whether microwave pretreatments accelerated the methane production process, the time (days) required to obtain 80% of ultimate methane production of untreated samples was evaluated. Compared with untreated leaf samples, those in treatments 1 (100 C, 0 min, 10 C/min) and 4 (100 C, 10 min, 7.5 C/min) reached the 80% point 11 and 12 days sooner, respectively (Table 6). For whole switchgrass, a reduction of 4.5 days was observed after a microwave pretreatment at 150 C (Jackowiak et al. 2011b). For the stem fraction, however, none of the microwave pretreatments reduced the time required to reach 80% of ultimate methane production (Table 7).

Table 6. Ultimate Methane Yield (B0) and Kinetic Constant (k) with 95% Confidence Limits for Pretreated Switchgrass Leaf Fraction

Table 7. Ultimate Methane Yield (B0) and Kinetic Constant (k) with 95% Confidence Limits for Pretreated Switchgrass Stem Fraction

CONCLUSIONS

  1. The microwave pretreatments enhanced the solubilization of switchgrass leaf and stem fractions to different degrees, because the increase in sVS/VS differed between the leaf and stem fractions.
  2. After microwave pretreatment, the methane yield was enhanced by 9.1% in the leaf at 100 C, and by 5.2% in the stem at 150 C with the heating rate of 10 C/min. The kinetics of methane production increased as a result of microwave pretreatments of the leaf fraction, and the time required to reach 80% of ultimate methane production was reduced by 12 days. The microwave pretreatments of the stem fraction increased the time required to reach 80% of ultimate methane production.

ACKNOWLEDGMENTS

This work was supported by the National Key Technology Research and Development Program of China (No. 2012AA101802).

REFERENCES CITED

Chen, Y., Cheng, J. J., and Creamer, K. S. (2008). “Inhibition of anaerobic digestion process: A review,” Bioresour. Technol. 99(10), 4044-4064. DOI: 10.1016/j.biortech.2007.01.057

Fernandez-Cegri, V., De la Rubia, M. A., Raposo, F., and Borja, R. (2012). “Effect of hydrothermal pretreatment of sunflower oil cake on biomethane potential focusing on fibre composition,” Bioresour. Technol. 123, 424-429. DOI: 10.1016/j.biortech.2012.07.111

Hashimoto, A. G. (1986). “Pretreatment of wheat straw for fermentation to methane,” Biotechnol. Bioeng. 28(12), 1857-1866. DOI: 10.1002/bit.260281213

Hendriks, A. T. W. M., and Zeeman, G. (2009). “Pretreatments to enhance the digestibility of lignocellulosic biomass,” Bioresour. Technol. 100(1), 10-18. DOI: 10.1016/j.biortech.2008.05.027

Hu, Z., Foston, M., and Ragauskas, A. J. (2011a). “Comparative studies on hydrothermal pretreatment and enzymatic saccharification of leaves and internodes of Alamo switchgrass,” Bioresour. Technol.102(14), 7224-7228. DOI: 10.1016/j.biortech.2011.04.029

Hu, Z., Foston, M. B., and Ragauskas, A. J. (2011b). “Biomass characterization of morphological portions of Alamo switchgrass,” J. Agric. Food Chem. 59(14), 7765-7772. DOI: 10.1021/jf104844r

Hu, Z., Sykes, R., Davis, M. F., Brummer, E. C., and Ragauskas, A. J. (2010). “Chemical profiles of switchgrass,” Bioresour Technol. 101(9), 3253-3257. DOI: 10.1016/j.biortech.2009.12.033

Huang, Y. F., Kuan, W. H., Lo, S. L., and Lin, C. F. (2008). “Total recovery of resources and energy from rice straw using microwave-induced pyrolysis,” Bioresour. Technol. 99(17), 8252-8258. DOI: 10.1016/j.biortech.2008.03.026

Jackowiak, D., Bassard, D., Pauss, A., and Ribeiro, T. (2011a). “Optimisation of a microwave pretreatment of wheat straw for methane production,” Bioresour. Technol. 102(12), 6750-6756. DOI: 10.1016/j.biortech.2011.03.107

Jackowiak, D., Frigon, J. C., Ribeiro, T., Pauss, A., and Guiot, S. (2011b). “Enhancing solubilisation and methane production kinetic of switchgrass by microwave pretreatment,” Bioresour. Technol.102(3), 3535-3540. DOI: 10.1016/j.biortech.2010.11.069

Jing, Q., and Lue, X. (2007). “Kinetics of non-catalyzed decomposition of D-xylose in high temperature liquid water,” Chin. J. Chem. Eng. 15(5), 666-669. DOI: 10.1016/S1004-9541(07)60143-8

Kamdem, I., Hiligsmann, S., Vanderghem, C., Bilik, I., Paquot, M., and Thonart, P. (2013). “Comparative biochemical analysis during the anaerobic digestion of lignocellulosic biomass from six morphological parts of Williams Cavendish banana (Triploid Musa AAA group) plants,” World J. Microbiol. Biotechnol. 29(12), 2259-2270. DOI: 10.1007/s11274-013-1392-3

Kandel, T. P., Sutaryo, S., Moller, H. B., Jorgensen, U., Laerke, P. E. (2013). “Chemical composition and methane yield of reed canary grass as influenced by harvesting time and harvest frequency,” Bioresour. Technol. 130, 659-666. DOI: 10.1016/j.biortech.2012.11.138

Lehtomaki, A., Viinikainen, T. A., and Rintala, J. A. (2008). “Screening boreal energy crops and crop residues for methane biofuel production,” Biomass Bioenergy 32(6), 541-550. DOI: 10.1016/j.biombioe.2007.11.013

Lei, Z., Chen, J., Zhang, Z., and Sugiura, N. (2010). “Methane production from rice straw with acclimated anaerobic sludge: Effect of phosphate supplementation,” Bioresour. Technol. 101(12), 4343-4348. DOI: 10.1016/j.biortech.2010.01.083

Li, L. H., Kong, X. Y., Yang, F. Y., Li, D., Yuan, Z. H., and Sun, Y. M. (2012). “Biogas production potential and kinetics of microwave and conventional thermal pretreatment of grass,” Appl. Biochem. Biotechnol. 166(5), 1183-1191. DOI: 10.1007/s12010-011-9503-9

Mann, D. G. J., Labbe, N., Sykes, R. W., Gracom, K., Kline, L., Swamidoss, I. M., Burris, J. N., Davis, M., Stewart, C., and Neal, J. (2009). “Rapid assessment of lignin content and structure in switchgrass (Panicum virgatum L.) grown under different environmental conditions,” Bioenerg. Res. 2(4), 246-256. DOI: 10.1007/s12155-009-9054-x

Mendez, L., Mahdy, A., Demuez, M., Ballesteros, M., and Gonzalez-Fernandez, C. (2014). “Effect of high pressure thermal pretreatment on chlorella vulgaris biomass: Organic matter solubilisation and biochemical methane potential,” Fuel 117, 674-679. DOI: 10.1016/j.fuel.2013.09.032

Motte, J. C., Escudie, R., Beaufils, N., Steyer, J. P., Bernet, N., Delgenes, J. P., and Dumas, C. (2014). “Morphological structures of wheat straw strongly impacts its anaerobic digestion,” Ind. Crops Prod.52, 695-701. DOI: 10.1016/j.indcrop.2013.11.038

Passos, F., Sole, M., Garcia, J., and Ferrer, I. (2013). “Biogas production from microalgae grown in wastewater: Effect of microwave pretreatment,” Appl. Energy 108, 168-175. DOI: 10.1016/j.apenergy.2013.02.042

Pei, P., Zhang, C., Li, J., Chang, S., Li, S., Wang, J., Zhao, M., Jiang, L., Yu, M., and Chen, X. (2014). “Optimization of NaOH pretreatment for enhancement of biogas production of banana pseudo-stem fiber using response surface methodology,” BioResources 9(3), 5073-5087. DOI: 10.15376/biores.9.3.5073-5087

Sarath, G., Baird, L. M., Vogel, K. P., and Mitchell, R. B. (2007). “Internode structure and cell wall composition in maturing tillers of switchgrass (Panicum virgatum L.),” Bioresour. Technol. 98(16), 2985-2992. DOI: 10.1016/j.biortech.2006.10.020

Thostenson, E. T., and Chou, T. W. (1999). “Microwave processing: Fundamentals and applications,” Composites Part A 30(9), 1055-1071. DOI: 10.1016/S1359-835X(99)00020-2

Van Soest, P. J., Robertson, J. B., and Lewis, B. A. (1991). “Methods for dietary fiber, neutral detergent fiber, and nonstarch polysaccharides in relation to animal nutrition,” J. Dairy Sci. 74(10), 3583-3597. DOI: 10.3168/jds.S0022-0302(91)78551-2

Xu, J. le, Chen, Y., Cheng, J. J., Sharma-Shivappa, R. R., and Burns, J. C. (2011). “Delignification of switchgrass cultivars for bioethanol production,” BioResources 6(1), 707-720. DOI: 10.15376/biores.6.1.707-720

Yang, Y., Sharma-Shivappa, R. R., Burns, J. C., and Cheng, J. (2009). “Saccharification and fermentation of dilute-acid-pretreated freeze-dried switchgrass,” Energy Fuels 23(11), 5626-5635. DOI: 10.1021/ef9003335

Zambare, V. P., Zambare, A. V., Muthukumarappan, K., and Christopher, L. P. (2011). “Potential of thermostable cellulases in the bioprocessing of switchgrass to ethanol,” BioResources 6(2), 2004-2020. DOI: 10.15376/biores.6.2.2004-2020

Zhang, R. H., and Zhang, Z. Q. (1999). “Biogasification of rice straw with an anaerobic-phased solids digester system,” Bioresour. Technol. 68(3), 235-245. DOI: 10.1016/S0960-8524(98)00154-0

Article submitted: March 9, 2015; Peer review completed: April 26, 2015; Revised version received: May 4, 2015; Accepted: May 6, 2015; Published: May 12, 2015.

DOI: 10.15376/biores.10.3.3922-3933