| Literature DB >> 23364611 |
Ana L R L Zimbardi1, Cesar Sehn, Luana P Meleiro, Flavio H M Souza, Douglas C Masui, Monica S F Nozawa, Luis H S Guimarães, João A Jorge, Rosa P M Furriel.
Abstract
Efficient, low-cost enzymatic hydrolysis of lignocellulosic residues is essential for cost-effective production of bioethanol. The production of β-glucosidase, β-xylosidase and xylanase by Colletotrichum graminicola was optimized using Response Surface Methodology (RSM). Maximal production occurred in wheat bran. Sugarcane trash, peanut hulls and corncob enhanced β-glucosidase, β-xylosidase and xylanase production, respectively. Maximal levels after optimization reached 159.3 ± 12.7 U g-1, 128.1 ± 6.4 U g-1 and 378.1 ± 23.3 U g-1, respectively, but the enzymes were produced simultaneously at good levels under culture conditions optimized for each one of them. Optima of pH and temperature were 5.0 and 65 °C for the three enzymes, which maintained full activity for 72 h at 50 °C and for 120 min at 60 °C (β-glucosidase) or 65 °C (β-xylosidase and xylanase). Mixed with Trichoderma reesei cellulases, C. graminicola crude extract hydrolyzed raw sugarcane trash with glucose yield of 33.1% after 48 h, demonstrating good potential to compose efficient cocktails for lignocellulosic materials hydrolysis.Entities:
Year: 2013 PMID: 23364611 PMCID: PMC3588020 DOI: 10.3390/ijms14022875
Source DB: PubMed Journal: Int J Mol Sci ISSN: 1422-0067 Impact factor: 5.923
Effect of different carbon sources on β-glucosidase, β-xylosidase and xylanase production by C. graminicola under solid-state fermentation.
| Carbon Source | β-glucosidase (U g−1) | β-xylosidase (U g−1) | Xylanase (U g−1) | ||||
|---|---|---|---|---|---|---|---|
| Wheat bran | 109.7 ± 7.7 | 57.9 ± 4.6 | 189.3 ± 9.5 | ||||
| Steam-exploded sugarcane bagasse | 9.5 ± 1.1 | 15.9 ± 1.4 | ND | ||||
| Raw sugarcane bagasse | 20.8 ± 1.8 | 6.9 ± 0.8 | 11.4 ± 1.1 | ||||
| Sugarcane trash | 10.2 ± 1.2 | 11.5 ± 1.3 | 15.7 ± 1.6 | ||||
| Peanut hull | 57.0 ± 4.1 | 9.4 ± 1.2 | 6.4 ± 0.7 | ||||
| Rice husk | 47.5 ± 4.1 | 13.6 ± 1.5 | 9.6 ± 1.2 | ||||
| Corn husk | 48.3 ± 3.9 | 24.7 ± 2.4 | ND | ||||
| Milled corncob | - | 37.8 ± 3.3 | 15.7 ± 1.8 | ||||
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| None | 101.1 ± 7.8 | 100.0 | 55.5 ± 5.1 | 100 | 193.2 ± 13.8 | 100 | |
| Peanut hull | 49.2 ± 4.6 | 48.7 | 79.0 ± 7.7 | 142.3 | 178.0 ± 11.3 | 92.1 | |
| Rice husk | 33.6 ± 3.2 | 33.2 | 49.4 ± 5.1 | 89.0 | 176.1 ± 12.3 | 91.1 | |
| Corn husk | 54.9 ± 5.3 | 54.0 | 38.8 ± 3.9 | 69.9 | 205.6 ± 14.3 | 106.4 | |
| Milled corncob | - | - | 47.5 ± 4.8 | 85.6 | 239.8 ± 15.2 | 124.1 | |
| Sugarcane trash | 162.9 ± 13.1 | 161.1 | 40.2 ± 4.1 | 72.4 | 178.4 ± 10.9 | 92.3 | |
| Filter paper | 97.9 ± 8.4 | 96.8 | 43.9 ± 3.8 | 79.1 | 189.5 ± 12.9 | 98.1 | |
| Glucose | 91.4 ± 8.4 | 90.4 | 35.5 ± 4.3 | 64.0 | 231.8 ± 15.3 | 120.0 | |
| Xylose | - | - | 34.7 ± 4.5 | 62.5 | 129.5 ± 10.4 | 67.0 | |
| Celobiose | 144.8 ± 10.4 | 143.2 | 34.0 ± 4.2 | 61.3 | 173.4 ± 14.9 | 89.7 | |
| CMC | 84.8 ± 7.6 | 83.9 | 48.3 ± 4.2 | 87.0 | 171.6 ± 13.4 | 88.8 | |
| Xylan | - | - | 42.1 ± 3.9 | 75.8 | 204.5 ± 15.4 | 105.8 | |
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| None | - | 92.5 ± 8.9 | 100.0 | 47.8 ± 5.2 | 100 | 152.7 ± 12.2 | 100 |
| Asparagine | 1 | 42.4 ± 5.1 | 45.8 | 38.8 ± 4.2 | 81.2 | 118.5 ± 10.7 | 77.6 |
| Glycine | 1 | 35.4 ± 4.6 | 38.3 | 37.1 ± 4.3 | 77.6 | 124.2 ± 11.0 | 81.3 |
| Casein | 1 | 39.7 ± 4.8 | 42.9 | 47.4 ± 5.1 | 99.1 | 151.3 ± 11.7 | 99.1 |
| Peptone | 1 | 40.4 ± 5.2 | 43.7 | 36.1 ± 4.0 | 75.5 | 182.7 ± 13.7 | 119.6 |
| Yeast extract | 1 | 88.4 ±7.9 | 95.6 | 43.9 ± 4.8 | 91.8 | 164.1 ± 12.8 | 107.5 |
| Malt extract | 1 | 41.6 ± 4.6 | 45.0 | 27.2 ± 3.4 | 56.9 | 129.9 ± 11.2 | 85.1 |
| Soybean meal | 1 | 87.5 ± 9.6 | 94.6 | 37.7 ± 4.2 | 78.9 | 127.0 ± 11.6 | 83.2 |
| Urea | 0.8 | 39.9 ± 3.2 | 43.1 | 19.5 ± 2.8 | 40.8 | 97.1 ± 8.7 | 63.6 |
| NH4NO3 | 0.8 | 40.9 ± 3.7 | 44.2 | 23.9 ± 3.1 | 50.0 | 125.6 ± 11.3 | 82.2 |
| KNO3 | 0.8 | 41.7 ± 4.2 | 45.1 | 21.1 ± 2.6 | 44.1 | 131.3 ± 11.0 | 86.0 |
| NaNO3 | 0.8 | 38.9 ± 4.3 | 42.0 | 26.5 ± 3.1 | 55.4 | 122.7 ± 10.2 | 80.3 |
| (NH4)2SO4 | 0.8 | 44.7 ± 4.0 | 48.3 | 23.7 ± 2.7 | 49.6 | 198.4 ± 13.5 | 129.9 |
| NH4Cl | 0.8 | 40.7 ± 3.7 | 44.0 | 32.9 ± 3.6 | 68.8 | 125.6 ± 11.3 | 82.2 |
Notes: Colletotrichum graminicola was cultured for 192 h at 25 °C in 5 g dry carbon source (or a mass occupying maximally 1/5 of the total volume of the culture flask) and deionized water (2 mL g−1 dry substrate). Supplementary nitrogen and carbon sources were added to wheat bran as carbon source at the indicated concentrations. Enzymatic assays were performed in duplicate; each experiment was repeated using four different crude extracts (n = 4). Data are presented as means ± SD;
ND: undetectable by the methods used.
Experimental conditions and results of the statistical experimental design for β-glucosidase production by C. graminicola.
| Run | Real(Coded) values | |||
|---|---|---|---|---|
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| β-glucosidase | ||||
| 35(1) | 8(−1) | 1.5(−1) | 118.0 | |
| 30(0) | 9(0) | 1.5(−1) | 150.6 | |
| 20(−1.68) | 9(0) | 2.0(0) | 102.0 | |
| 25(−1) | 8(−1) | 2.5(1) | 146.0 | |
| 40(+1.68) | 9(0) | 2.0(0) | 80.0 | |
| 30(0) | 9(0) | 2.0(0) | 171.0 | |
| 35(1) | 10(1) | 1.5(−1) | 114.0 | |
| 25(−1) | 10(1) | 2.5(1) | 111.4 | |
| 25(−1) | 8(−1) | 1.5(−1) | 100.0 | |
| 35(−1) | 10(1) | 2.5(1) | 119.2 | |
| 30(0) | 9(0) | 3.0(+1.68) | 164.0 | |
| 35(1) | 8(−1) | 2.5(1) | 114.0 | |
| 30(0) | 6(−1.68) | 2.0(0) | 140.0 | |
| 30(0) | 11(+1.68) | 2.0(0) | 135.0 | |
| 25(−1) | 10(1) | 1.5(−1) | 100.6 | |
| 30(0) | 9(0) | 1.0(−1.68) | 99.0 | |
| 30(0) | 9(0) | 2.0(0) | 171.8 | |
Notes: x: temperature (°C); y: time (days); z: initial moisture (mL g−1). Initial moisture of the culture media expressed as wet basis moisture content corresponded to: 46.9% (1 mL g−1), 55.8% (1.5 mL g−1), 63.5% (2.0 mL g−1), 68.6% (2.5 mL g−1) and 73.0% (3.0 mL g−1);
Response values for each run were the means of triplicate experiments, and each enzymatic assay was carried out in duplicate.
Experimental conditions and results of the statistical experimental design for β-xylosidase production by C. graminicola.
| Run | Real(Coded) values | |||
|---|---|---|---|---|
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| β-xylosidase | ||||
| 1(−1) | 7(−1) | 1.5(−1) | 93.8 | |
| 5(1) | 7(−1) | 1.5(−1) | 85.6 | |
| 1(−1) | 7(−1) | 1.5(−1) | 99.6 | |
| 5(1) | 7(−1) | 1.5(−1) | 104.2 | |
| 1(−1) | 9(1) | 2.5(1) | 76.8 | |
| 5(1) | 9(1) | 1.5(−1) | 72.6 | |
| 1(−1) | 9(1) | 2.5(1) | 60.6 | |
| 5(1) | 9(1) | 2.5(1) | 85.4 | |
| 3(0) | 6(−1.68) | 2.0(0) | 56.0 | |
| 3(0) | 11(+1.68) | 2.0(0) | 58.6 | |
| 3(0) | 8(0) | 1.0(−1.68) | 59.6 | |
| 3(0) | 8(0) | 3.0(+1.68) | 86.0 | |
| 0.5(−1.68) | 8(0) | 2.0(0) | 40.2 | |
| 7(+1.68) | 8(0) | 2.0(0) | 117.4 | |
| 3(0) | 8(0) | 2.0(0) | 126.0 | |
| 3(0) | 8(0) | 2.0(0) | 123.0 | |
| 3(0) | 8(0) | 2.0(0) | 124.6 | |
Notes: w: peanut hulls (%, w/w); y: time (days); z: initial moisture (mL g−1). Initial moisture of the culture media expressed as wet basis moisture content corresponded to: 46.9% (1 mL g−1), 55.8% (1.5 mL g−1), 63.5% (2.0 mL g−1), 68.6% (2.5 mL g−1) and 73.0% (3.0 mL g−1).
Response values for each run were the means of triplicate experiments, and each enzymatic assay was carried out in duplicate.
Experimental conditions and results of the statistical experimental design for xylanase production by C. graminicola.
| Run | Real(Coded) Values | |||||
|---|---|---|---|---|---|---|
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| Xylanase (U g−1) | ||||||
| 25(−1) | 6(−1) | 1.5(−1) | 0.5(−1) | 0.7(1) | 110.6 | |
| 25(−1) | 6(−1) | 1.5(−1) | 1.5(1) | 0.3(−1) | 70.9 | |
| 25(−1) | 6(−1) | 2.5(1) | 0.5(−1) | 0.3(−1) | 166.3 | |
| 25(−1) | 6(−1) | 2.5(1) | 1.5(1) | 0.7(1) | 140.4 | |
| 25(−1) | 10(1) | 1.5(−1) | 0.5(−1) | 0.3(−1) | 161.0 | |
| 25(−1) | 10(1) | 1.5(−1) | 1.5(1) | 0.7(1) | 128.9 | |
| 25(−1) | 10(1) | 2.5(1) | 0.5(−1) | 0.7(1) | 146.8 | |
| 35(1) | 10(1) | 2.5(1) | 1.5(1) | 0.3(−1) | 190.5 | |
| 35(1) | 6(−1) | 1.5(−1) | 0.5(−1) | 0.3(−1) | 39.1 | |
| 35(1) | 6(−1) | 1.5(−1) | 1.5(1) | 0.7(1) | 43.2 | |
| 35(1) | 6(−1) | 2.5(1) | 0.5(−1) | 0.7(1) | 146.8 | |
| 35(1) | 6(−1) | 2.5(1) | 1.5(1) | 0.3(−1) | 156.9 | |
| 35(1) | 10(1) | 1.5(−1) | 0.5(−1) | 0.7(1) | 16.4 | |
| 35(1) | 10(1) | 2.5(−1) | 0.5(−1) | 0.3(−1) | 22.8 | |
| 35(1) | 10(1) | 2.5(1) | 0.5(−1) | 0.3(−1) | 197.9 | |
| 35(1) | 10(1) | 2.5(1) | 1.5(1) | 0.7(1) | 122.3 | |
| 20(−2) | 8(0) | 2.0(0) | 0(1.0) | 0.5(0) | 32.3 | |
| 40(2) | 8(0) | 2.0(0) | 1.0(0) | 0.5(0) | 0.6 | |
| 30(0) | 4(−2) | 2.0(0) | 1.0(0) | 0.5(0) | 25.2 | |
| 30(0) | 12(2) | 2.0(0) | 1.0(0) | 0.5(0) | 337.1 | |
| 30(0) | 8(0) | 1.0(−2) | 1.0(0) | 0.5(0) | 75.4 | |
| 30(0) | 8(0) | 3.0(2) | 1.0(0) | 0.5(0) | 290.2 | |
| 30(0) | 8(0) | 2.0(0) | 0.0(−2) | 0.5(0) | 370.5 | |
| 30(0) | 8(0) | 2.0(0) | 2.0(2) | 0.5(0) | 373.5 | |
| 30(0) | 8(0) | 2.0(0) | 1.0(0) | 0.1(−2) | 375.8 | |
| 30(0) | 8(0) | 2.0(0) | 1.0(0) | 0.9(2) | 299.0 | |
| 30(0) | 8(0) | 2.0(0) | 1.0(0) | 0.5(0) | 352.8 | |
| 30(0) | 8(0) | 2.0(0) | 1.0(0) | 0.5(0) | 337.3 | |
| 30(0) | 8(0) | 2.0(0) | 1.0(0) | 0.5(0) | 364.7 | |
| 30(0) | 8(0) | 2.0(0) | 1.0(0) | 0.5(0) | 355.7 | |
| 30(0) | 8(0) | 2.0(0) | 1.0(0) | 0.5(0) | 349.9 | |
| 30(0) | 8(0) | 2.0(0) | 1.0(0) | 0.5(0) | 361.1 | |
Notes: x: temperature (°C); y: time (days); z: initial moisture (mL g−1); k: milled corncob (%, w/w); s: ammonium sulfate concentration (%, w/w). Initial moisture of the culture media expressed as wet basis moisture content corresponded to: 46.9% (1 mL g−1), 55.8% (1.5 mL g−1), 63.5% (2.0 mL g−1), 68.6% (2.5 mL g−1) and 73.0% (3.0 mL g−1).
Response values for each run were the means of triplicate experiments, and each enzymatic assay was carried out in duplicate.
Analysis of variance (ANOVA) for the second order polynomial models, and coefficient values for β-glucosidase, β-xylosidase and xylanase production by C. graminicola.
| Source | β-glucosidase | β-xylosidase | Xylanase | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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| df | SS | MS | df | SS | MS | df | SS | MS | |||||||
| 9 | 14,792.38 | 1,578.15 | 7.08 | 0.0039 | 9 | 8,927.015 | 991.89 | 6.17 | 0.0191 | 20 | 402,029.4 | 20,101.47 | 3.40 | 0.0402 | |
| 8 | 1,452.74 | 165.89 | 6 | 964.563 | 160.76 | - | - | 8 | 47,279.11 | 5,909.89 | - | - | |||
| 5 | 1,093.82 | 179.63 | 1.94 | 0.0643 | 6 | 1,441.22 | 240.204 | 99.258 | 0.0766 | 7 | 53,966.3 | 3,597.8 | 19.12 | 0.0507 | |
| 3 | 3.17 | 10.3 | - | - | 1 | 2.42 | 0.5 | - | - | 2 | 376.3 | 188.2 | - | - | |
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| Intercept | 182.19 | 0.0009 | Intercept | −1732.78 | 0.0146 | Intercept | 373.94 | 0.0004 | |||||||
| −7.39 | 0.1985 | −5.51 | 0.2404 | −36.80 | 0.0223 | ||||||||||
| −9.45 | 0.0198 | −3.56 | 0.0202 | −195.67 | 0.0008 | ||||||||||
| 11.41 | 0.1429 | 376.92 | 0.0144 | 61.96 | 0.0080 | ||||||||||
| −66.88 | 0.0009 | −21.76 | 0.0015 | −113.16 | 0.0023 | ||||||||||
| 17.47 | 0.0667 | 359.70 | 0.0185 | 91.43 | 0.0037 | ||||||||||
| −32.69 | 0.0087 | −48.12 | 0.0196 | −112.32 | 0.0024 | ||||||||||
| - | - | - | 5.14 | 0.0339 | −3.65 | 0.5807 | |||||||||
| - | - | - | 4.00 | 0.0416 | −26.04 | 0.0423 | |||||||||
| - | - | - | −24.45 | 0.0486 | |||||||||||
| −35.44 | 0.0235 | ||||||||||||||
| - | - | - | - | - | - | 40.33 | 0.0277 | ||||||||
Notes: β-glucosidase: R2 = 0.99; F listed 5% = 3.35; β-xylosidase: R2 = 0.90; F listed 5% = 3.22; Xylanase: R2 = 0.88; F listed 5% = 2.64, M = Model; R = residual; LF = Lack of fit; PE = Pure error; df: degrees of freedom; SS: sum of squares; MS: mean square. x: temperature (°C); y: time (days); z: initial moisture (mL g−1); w: peanut hulls concentration (%, w/w); k: milled corncob (%, w/w); s: ammonium sulfate concentration (%, w/w).
p ≤ 0.05;
p ≤ 0.005;
p ≤ 0.001
Figure 1Response surface plots showing the interactive effects of initial moisture and culture time on β-glucosidase (a) and β-xylosidase (b) production.
Figure 2Response surface plots showing the interactive effects of initial moisture and temperature (a) and culture time and temperature (b) on xylanase production.
Experimental conditions and results of the statistical experimental designs for β-glucosidase, β-xylosidase and xylanase activities.
| Run | β-glucosidase | β-xylosidase | Xylanase | ||||||
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| pH | T (°C) | U mg−1 | pH | T (°C) | U mg−1 | pH | T (°C) | U mg−1 | |
| 4.5(−1) | 55(−1) | 35.7 | 4.5(−1) | 55(−1) | 31.5 | 4.5(−1) | 60(−1) | 40.3 | |
| 6.0(+1.41) | 65(0) | 27.6 | 6.0(+1.41) | 65(0) | 21.7 | 4.5(−1) | 70(1) | 46.2 | |
| 5.5(1) | 55(−1) | 35.6 | 5.5(1) | 55(−1) | 27.7 | 6.5(1) | 60(−1) | 37.6 | |
| 4.0(−1) | 75(1) | 36.3 | 4.5(−1) | 75(1) | 24.6 | 6.5(1) | 70(1) | 41.6 | |
| 5.5(1) | 75(1) | 30.9 | 5.5(1) | 75(1) | 23.5 | 4.0(−1.41) | 65(0) | 43.4 | |
| 5.0(0) | 65(0) | 51.1 | 5.0(0) | 65(0) | 32.3 | 7.0(+1.41) | 65(0) | 37.0 | |
| 5.0(0) | 50(−1.41) | 27.8 | 5.0(0) | 50(−1.41) | 24.0 | 5.5(0) | 55(−1.41) | 48.3 | |
| 5.0(0) | 65(0) | 51.2 | 5.0(0) | 65(0) | 31.1 | 5.5(0) | 75(+1.41) | 48.4 | |
| 4.0(−1.41) | 65(0) | 32.5 | 4.0(−1.41) | 65(0) | 28.0 | 5.5(0) | 65(0) | 48.2 | |
| 5.0(0) | 80(+1.41) | 24.9 | 5.0(0) | 80(+1.41) | 20.0 | 5.5(0) | 65(0) | 48.4 | |
| 5.0(0) | 65(0) | 50.2 | 5.0(0) | 65(0) | 31.9 | 5.5(0) | 65(0) | 48.7 | |
Note:
Response values for each run were the means of four experiments, and each enzymatic assay was carried out in triplicate.
Analysis of variance (ANOVA) for the second order polynomial models, and coefficient values for β-glucosidase, β-xylosidase and xylanase activities in C. graminicola crude extract.
| Source | β-glucosidase | β-xylosidase | Xylanase | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
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| df | SS | MS | df | SS | MS | df | SS | MS | |||||||
| 5 | 980.468 | 196.094 | 46.11 | 0.0002 | 5 | 202.638 | 40.528 | 149.06 | 0.0003 | 5 | 187.956 | 37.591 | 9.78 | 0.00462 | |
| 5 | 0.212 | 0.0425 | - | - | 5 | 0.135 | 0.0271 | - | - | 7 | 26.906 | 3.844 | - | - | |
| 3 | 0.203 | 0.0678 | 14.6 | 0.0646 | 3 | 0.122 | 0.409 | 6.36 | 0.1388 | 3 | 0.276 | 0.092 | 4.79 | 0.08193 | |
| 2 | 0.0093 | 0.0046 | - | - | 2 | 0.013 | 0.0064 | - | - | 4 | 0.076 | 0.019 | - | - | |
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| Intercept | −1009.78 | 0.000010 | −283.64 | 0.000230 | −675.53 | 0.000000 | |||||||||
| pH | 225.63 | 0.000011 | −63.54 | 0.000246 | 42.79 | 0.000002 | |||||||||
| pH2 | −21.11 | 0.000009 | −7.36 | 0.000098 | −3.48 | 0.000000 | |||||||||
| T | 15.28 | 0.000010 | 5.20 | 0.000163 | 18.32 | 0.000000 | |||||||||
| T2 | −0.11 | 0.000006 | −0.04 | 0.000049 | −0.13 | 0.000000 | |||||||||
| pH.T | −0.26 | 0.000672 | 0.11 | 0.009356 | −0.096 | 0.002283 | |||||||||
Notes: β-glucosidase: R2 = 0.99; F listed 5% = 5.05; β-xylosidase: R2 = 0.99; F listed 5% = 5.05; Xylanase: R2 = 0.98; F listed 5% = 3.97; M = Model; R = residual; LF = Lack of fit; PE = Pure error; df: degrees of freedom; SS: sum of squares; MS: mean square.
Figure 3Response surface curves for pH and temperature effects and thermal stabilities of β-glucosidase (a), β-xylosidase (b) and xylanase (c) activities. The fungus was cultured under optimal conditions for the production of each enzyme. For thermal stability studies, aliquots of the crude extracts were incubated at (○) 50 °C, (■) 55 °C, (△) 60 °C, (●) 65 °C or (□) 70 °C. One hundred percent specific activities corresponded to 48.5 ± 1.4 U mg−1 for β-glucosidase, 33.2 ± 0.8 U mg−1 for β-xylosidase and 47.0 ± 1.4 U mg−1 for xylanase. Residual activities were estimated in duplicate aliquots, and the values shown represent averages from triplicate experiments (n = 3).
Figure 4Time course of raw sugarcane trash hydrolysis. (□) T. reesei crude extract, enzyme load per gram of substrate 14.5 FPU, 185 U CMCase, 15 U Avicelase and 0.1 U cellobiase; (△) C. graminicola crude extract, enzyme load per gram 3.6 FPU, 12.5 U CMCase, 2.0 U Avicelase, 342 U cellobiase, 225 U β-xylosidase, 1557 U xylanase and 5.0 U α-arabinofuranosidase; (●) mixture of T. reesei and C. graminicola crude extracts, enzyme load per gram 14.6 FPU, 155 U CMCase, 13.6 U Avicelase, 342 U cellobiase, 225 U β-xylosidase, 1557 U xylanase and 5.0 U α-arabinofuranosidase. Enzymatic assays were performed on duplicate aliquots, and the values shown represent averages from triplicate experiments (n = 3).