Effect of Drying Pretreatment on Cellulolytic Enzymatic Hydrolysis of Lignin from Napier Grass
Abstract
:1. Introduction
2. Materials and Methods
2.1. Materials
2.2. Pretreatments
2.3. Klason Lignin
2.4. Cellulolytic Enzymatic Hydrolysis
2.5. Moisture Analysis
2.6. Fourier Transformed Infrared (FTIR) Spectroscopy Analysis
2.7. Ultraviolet–Visible (UV–Vis) Spectrophotometry
2.8. Statistical Analysis
3. Results and Discussion
3.1. Moisture Analysis
3.2. Pretreatment FTIR Analysis
3.3. Klason Lignin from Pretreatment
3.4. Cellulolytic Enzymatic Lignin (CEL) Yield
3.5. CEL UV–Vis Analysis
3.6. CEL FTIR Analysis
3.7. Optimal Condition
4. Conclusions
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Sample | Thermal Pretreatment | Physical Pretreatment |
---|---|---|
Type • Leaf • Stem | Drying temperature • 45 °C • 75 °C • 105 °C • 135 °C Drying time • 5 h • 15 h • 25 h | Particle size • 250 μm • Ball-milled |
Incubation Temperature | Incubation Time |
---|---|
• 30 °C • 40 °C • 50 °C | • 1 day • 3 days • 5 days |
ANOVA | Alpha | 0.05 | |||
---|---|---|---|---|---|
Source | DF | Sum of Squares | Mean Square | F-Value | Pr > F |
Model | 47 | 75,479.11 | 1605.938 | 675.03 | <0.0001 |
Error | 96 | 228.3904 | 2.37907 | ||
Total | 143 | 75,707.5 |
Source | DF | Type I SS | Mean Square | F Value | Pr > F |
---|---|---|---|---|---|
Type | 1 | 10,758.53 | 10,758.53 | 4522.16 | <0.0001 |
Time | 2 | 8408.365 | 4204.182 | 1767.16 | <0.0001 |
Temp | 3 | 14,117.24 | 4705.748 | 1977.98 | <0.0001 |
Size | 1 | 958.4184 | 958.4184 | 402.85 | <0.0001 |
Type*Time | 2 | 7571.9 | 3785.95 | 1591.36 | <0.0001 |
Type*Temp | 3 | 11,730.29 | 3910.095 | 1643.54 | <0.0001 |
Type*Size | 1 | 854.2955 | 854.2955 | 359.09 | <0.0001 |
Time*Temp | 6 | 5682.803 | 947.1338 | 398.11 | <0.0001 |
Time*Size | 2 | 438.0065 | 219.0032 | 92.05 | <0.0001 |
Temp*Size | 3 | 2648.561 | 882.8538 | 371.09 | <0.0001 |
Type*Time*Temp | 6 | 5616.94 | 936.1566 | 393.5 | <0.0001 |
Type*Time*Size | 2 | 268.1544 | 134.0772 | 56.36 | <0.0001 |
Type*Temp*Size | 3 | 3228.422 | 1076.141 | 452.34 | <0.0001 |
Time*Temp*Size | 6 | 1875.295 | 312.5491 | 131.37 | <0.0001 |
Type*Time*Temp*Size | 6 | 1321.887 | 220.3145 | 92.61 | <0.0001 |
Wavenumber (cm−1) | Assignments | Band Assignment |
---|---|---|
3600–3100 | O-H | Stretching vibration of alcoholic and phenolic OH groups involved in hydrogen bonds |
2960–2820 | C-H | -CH2, -CH3 |
1770–1685 1680–1650 | C=O | Conjugated p-substituent carbonyl and carboxyl |
1600–1500, 1430–1420 | Aromatic skeletal | Aromatic ring vibrations |
1515–1511 | C=C | Aromatic skeletal breathing with C-O stretching |
1470–1450, 1370–1360 | C-H | C–H deformations methyl and methylene |
1427–1423 | C-H | Aromatic skeletal vibrations combined with C–H in-plane deformation |
1375–1397 | O-H C-H | Phenolic OH and aliphatic C-H in methyl groups |
1170–1150 | C-H | Aromatic C-H in-plane deformation in the guaiacyl ring |
1145–1140 | C-H | Aromatic C-H in-plane deformation in the syringyl ring |
1035–1025 | C-O, C-H | Aromatic ring and primary alcohol |
Source | O-H 3323 | C-H 2923 | C-H 2855 | C=O 1730 | Aromatics 1628 | Aromatics 1518 |
---|---|---|---|---|---|---|
Type | <0.0001 | 0.6167 | 0.1123 | 0.2045 | 0.1351 | 0.0028 |
Size | 0.4327 | 0.5907 | 0.9691 | 0.1388 | 0.1830 | 0.0966 |
Time | <0.0001 | 0.0014 | 0.0142 | 0.5556 | 0.001 | 0.2233 |
Temp | 0.2076 | 0.1796 | 0.2215 | 0.3114 | 0.7933 | 0.8583 |
Type*Size | 0.4952 | 0.1576 | 0.3258 | 0.3725 | 0.2543 | 0.816 |
Type*Time | <0.0001 | 0.2055 | 0.9864 | 0.4693 | 0.002 | 0.2516 |
Type*Temp | 0.0682 | 0.1164 | 0.1051 | 0.0898 | 0.1776 | 0.4277 |
Size*Time | 0.8083 | 0.0791 | 0.0723 | 0.3141 | 0.3674 | 0.2864 |
Size*Temp | 0.5814 | 0.3147 | 0.3846 | 0.7167 | 0.4108 | 0.3785 |
Time*Temp | 0.1882 | 0.0378 | 0.0680 | 0.1713 | 0.3216 | 0.4365 |
Type*Size*Time | 0.8950 | 0.3432 | 0.3269 | 0.5186 | 0.2168 | 0.2085 |
Type*Size*Temp | 0.4862 | 0.2653 | 0.3086 | 0.3193 | 0.341 | 0.6868 |
Type*Time*Temp | 0.1151 | 0.0268 | 0.0392 | 0.1582 | 0.2182 | 0.4483 |
Size*Time*Temp | 0.1882 | 0.0275 | 0.0486 | 0.1402 | 0.0709 | 0.1140 |
Source | C-H 1485 | Phenolic 1315 | G-Ring 1244 | Aromatic G-Ring 1157 | Aromatic S-Ring 1142 | C-O 1034 |
---|---|---|---|---|---|---|
Type | 0.0007 | 0.4052 | 0.1179 | 0.4774 | 0.2684 | 0.2514 |
Size | 0.0866 | 0.3663 | 0.0807 | 0.8448 | 0.8170 | 0.6590 |
Time | 0.6398 | 0.9845 | 0.9770 | 0.3051 | 0.5018 | 0.1559 |
Temp | 0.8719 | 0.8548 | 0.4087 | 0.6521 | 0.4464 | 0.3790 |
Type*Size | 0.2950 | 0.8364 | 0.4806 | 0.6376 | 0.3361 | 0.5732 |
Type*Time | 0.5154 | 0.8491 | 0.8255 | 0.3666 | 0.6479 | 0.3530 |
Type*Temp | 0.5402 | 0.1898 | 0.1133 | 0.1619 | 0.1444 | 0.0994 |
Size*Time | 0.1268 | 0.6180 | 0.5144 | 0.5403 | 0.3775 | 0.5616 |
Size*Temp | 0.4583 | 0.6259 | 0.7821 | 0.8479 | 0.8115 | 0.6584 |
Time*Temp | 0.5468 | 0.7195 | 0.2461 | 0.4519 | 0.1508 | 0.4285 |
Type*Size*Time | 0.2789 | 0.4263 | 0.5465 | 0.7546 | 0.7144 | 0.6649 |
Type*Size*Temp | 0.5929 | 0.5914 | 0.3127 | 0.4369 | 0.3259 | 0.4431 |
Type*Time*Temp | 0.5134 | 0.7660 | 0.3202 | 0.6511 | 0.2778 | 0.5776 |
Size*Time*Temp | 0.1943 | 0.2606 | 0.2301 | 0.4669 | 0.3054 | 0.3291 |
Acid-Insoluble Lignin | Acid-Soluble Lignin | |||||||||
---|---|---|---|---|---|---|---|---|---|---|
Source | DF | Type I SS | Mean Square | F Value | Pr > F | DF | Type I SS | Mean Square | F Value | Pr > F |
Type | 1 | 32.847 | 32.847 | 8.760 | 0.025 | 1 | 0.351 | 0.351 | 12.550 | 0.012 |
Time | 3 | 320.572 | 106.857 | 28.510 | 0.001 | 3 | 0.185 | 0.062 | 2.200 | 0.188 |
Temp | 2 | 62.566 | 31.283 | 8.350 | 0.019 | 2 | 0.036 | 0.018 | 0.650 | 0.557 |
Size | 1 | 16.253 | 16.253 | 4.340 | 0.083 | 1 | 0.000 | 0.000 | 0.000 | 0.988 |
Type*Time | 3 | 116.797 | 38.932 | 10.390 | 0.009 | 3 | 0.331 | 0.110 | 3.930 | 0.072 |
Type*Temp | 2 | 27.170 | 13.585 | 3.620 | 0.093 | 2 | 0.012 | 0.006 | 0.210 | 0.819 |
Type*Size | 1 | 53.075 | 53.075 | 14.160 | 0.009 | 1 | 0.022 | 0.022 | 0.770 | 0.414 |
Time*Temp | 6 | 82.059 | 13.677 | 3.650 | 0.070 | 6 | 0.190 | 0.032 | 1.130 | 0.442 |
Time*Size | 3 | 18.129 | 6.043 | 1.610 | 0.283 | 3 | 0.025 | 0.008 | 0.300 | 0.825 |
Temp*Size | 2 | 11.966 | 5.983 | 1.600 | 0.278 | 2 | 0.026 | 0.013 | 0.460 | 0.654 |
Type*Time*Temp | 6 | 28.075 | 4.679 | 1.250 | 0.397 | 6 | 0.151 | 0.025 | 0.900 | 0.550 |
Type*Time*Size | 3 | 9.742 | 3.247 | 0.870 | 0.508 | 3 | 0.061 | 0.020 | 0.730 | 0.572 |
Type*Temp*Size | 2 | 21.853 | 10.927 | 2.920 | 0.131 | 2 | 0.002 | 0.001 | 0.040 | 0.958 |
Time*Temp*Size | 6 | 33.178 | 5.530 | 1.480 | 0.324 | 6 | 0.244 | 0.041 | 1.450 | 0.331 |
ANOVA | Alpha | 0.05 | |||
---|---|---|---|---|---|
Source | DF | Sum of Squares | Mean Square | F-Value | Pr > F |
Model | 139 | 7603.004 | 54.698 | 2.58 | 0.183 |
Error | 4 | 84.931 | 21.233 | ||
Total | 143 | 7687.935 |
Source | Pr > F | Source | Pr > F | Source | Pr > F |
---|---|---|---|---|---|
Type | 0.0026 | Type*Pretreatment Temperature*Pretreatment Time | 0.0199 | Type*Pretreatment Temperature*Pretreatment Time*Incubation Temperature | 0.3135 |
Pretreatment Temperature | 0.0068 | Type*Pretreatment Temperature*Size | 0.0084 | Type*Pretreatment Temperature*Pretreatment Time*Incubation Day | 0.9583 |
Pretreatment Time | 0.0039 | Type*Pretreatment Temperature*Incubation Temperature | 0.4052 | Type*Pretreatment Temperature*Size*Incubation Temperature | 0.2545 |
Size | 0.1086 | Type*Pretreatment Temperature*Incubation Day | 0.5976 | Type*Pretreatment Temperature*Size*Incubation Day | 0.8537 |
Incubation Temperature | 0.2495 | Type*Pretreatment Time*Size | 0.1639 | Type*Pretreatment Temperature*Incubation Temperature*Incubation Day | 0.6087 |
Incubation Day | 0.3419 | Type*Pretreatment Time*Incubation Temperature | 0.2597 | Type*Pretreatment Time*Size*Incubation Temperature | 0.7927 |
Type*Pretreatment Temperature | 0.0175 | Type*Pretreatment Time*Incubation Day | 0.4462 | Type*Pretreatment Time*Size*Incubation Day | 0.9339 |
Type*Pretreatment Time | 0.0043 | Type*Size*Incubation Temperature | 0.4247 | Type*Pretreatment Time*Incubation Temperature*Incubation Day | 0.5310 |
Type*Size | 0.014 | Type*Size*Incubation Day | 0.9383 | Type*Size*Incubation Temperature*Incubation Day | 0.8234 |
Type*Incubation Temperature | 0.266 | Type*Incubation Temperature*Incubation Day | 0.8406 | Pretreatment Temperature*Pretreatment Time*Size*Incubation Temperature | 0.2566 |
Type*Incubation Day | 0.552 | Pretreatment Temperature*Pretreatment Time*Size | 0.0209 | Pretreatment Temperature*Pretreatment Time*Size*Incubation Day | 0.9723 |
Pretreatment Temperature*Pretreatment Time | 0.0147 | Pretreatment Temperature*Pretreatment Time*Incubation Temperature | 0.7661 | Pretreatment Temperature*Pretreatment Time*Incubation Temperature*Incubation Day | 0.7745 |
Pretreatment Temperature*Size | 0.4488 | Pretreatment Temperature*Pretreatment Time*Incubation Day | 0.9394 | Pretreatment Temperature*Size*Incubation Temperature*Incubation Day | 0.9792 |
Pretreatment Temperature*Incubation Temperature | 0.4221 | Pretreatment Temperature*Size*Incubation Temperature | 0.2330 | Pretreatment Time*Size*Incubation Temperature*Incubation Day | 0.8115 |
Pretreatment Temperature*Incubation Day | 0.5145 | Pretreatment Temperature*Size*Incubation Day | 0.5347 | Type *Pretreatment Temperature*Pretreatment Time*Size*Incubation Temperature | 0.5699 |
Pretreatment Time*Size | 0.0343 | Pretreatment Temperature*Incubation Temperature*Incubation Day | 0.8158 | Type*Pretreatment Temperature*Pretreatment Time*Size*Incubation Day | 0.3964 |
Pretreatment Time*Incubation Temperature | 0.6025 | Pretreatment Time*Size*Incubation Temperature | 0.1792 | Type*Pretreatment Temperature*Pretreatment Time*Incubation Temperature*Incubation Day | 0.7400 |
Pretreatment Time*Incubation Day | 0.5302 | Pretreatment Time*Size*Incubation Day | 0.2509 | Type*Pretreatment Temperature*Size*Incubation Temperature*Incubation Day | 0.9281 |
Size*Incubation Temperature | 0.393 | Pretreatment Time*Incubation Temperature*Incubation Day | 0.6616 | Type*Pretreatment Time*Size*Incubation Temperature*Incubation Day | 0.5420 |
Size*Incubation Day | 0.7657 | Size*Incubation Temperature*Incubation Day | 0.5843 | Pretreatment Temperature*Pretreatment Time*Size*Incubation Temperature*Incubation Day | 0.5709 |
Incubation Temperature*Incubation Day | 0.6866 | Type*Pretreatment Temperature*Pretreatment Time*Size | 0.2655 |
Factors | 205 nm | 280 nm | Factors | 205 nm | 280 nm |
---|---|---|---|---|---|
Type | <0.0001 | <0.0001 | Pretreatment Temperature*Pretreatment Time*Size | 0.0005 | 0.0012 |
Pretreatment Temperature | <0.0001 | <0.0001 | Pretreatment Temperature*Pretreatment Time*Incubation Temperature | 0.0054 | 0.0119 |
Pretreatment Time | <0.0001 | <0.0001 | Pretreatment Temperature*Pretreatment Time*Incubation Day | 0.0241 | 0.0032 |
Size | <0.0001 | <0.0001 | Pretreatment Temperature*Size*Incubation Temperature | 0.003 | 0.004 |
Incubation Temperature | <0.0001 | <0.0001 | Pretreatment Temperature*Size*Incubation Day | 0.2397 | 0.406 |
Incubation Day | 0.0118 | <0.0001 | Pretreatment Temperature*Incubation Temperature*Incubation Day | 0.0077 | 0.0094 |
Type*Pretreatment Temperature | <0.0001 | <0.0001 | Pretreatment Time*Size*Incubation Temperature | 0.0254 | 0.0184 |
Type*Pretreatment Time | <0.0001 | 0.0001 | Pretreatment Time*Size*Incubation Day | 0.0661 | 0.0367 |
Type*Size | 0.0059 | 0.0015 | Pretreatment Time*Incubation Temperature*Incubation Day | 0.0776 | 0.2712 |
Type*Incubation Temperature | 0.0318 | 0.0426 | Size*Incubation Temperature*Incubation Day | 0.0235 | 0.0017 |
Type*Incubation Day | 0.0291 | 0.0546 | Type*Pretreatment Temperature*Pretreatment Time*Size | 0.1019 | 0.0562 |
Pretreatment Temperature*Pretreatment Time | 0.0009 | 0.0018 | Type*Pretreatment Temperature*Pretreatment Time*Incubation Temperature | 0.3378 | 0.1633 |
Pretreatment Temperature*Size | 0.585 | 0.4558 | Type*Pretreatment Temperature*Pretreatment Time*Incubation Day | 0.0183 | 0.0057 |
Pretreatment Temperature*Incubation Temperature | 0.008 | 0.0389 | Type*Pretreatment Temperature*Size*Incubation Temperature | 0.0457 | 0.0961 |
Pretreatment Temperature*Incubation Day | 0.1851 | 0.0119 | Type*Pretreatment Temperature*Size*Incubation Day | 0.578 | 0.1493 |
Pretreatment Time*Size | 0.0128 | 0.1254 | Type*Pretreatment Temperature*Incubation Temperature*Incubation Day | 0.0122 | 0.0172 |
Pretreatment Time*Incubation Temperature | 0.0109 | 0.0234 | Type*Pretreatment Time*Size*Incubation Temperature | 0.0351 | 0.018 |
Pretreatment Time*Incubation Day | 0.0299 | 0.013 | Type*Pretreatment Time*Size*Incubation Day | 0.0649 | 0.0233 |
Size*Incubation Temperature | 0.003 | 0.001 | Type*Pretreatment Time*Incubation Temperature*Incubation Day | 0.0137 | 0.0223 |
Size*Incubation Day | 0.0029 | 0.0002 | Type*Size*Incubation Temperature*Incubation Day | 0.0023 | 0.002 |
Incubation Temperature*Incubation Day | 0.0014 | 0.0002 | Pretreatment Temperature*Pretreatment Time*Size*Incubation Temperature | 0.0505 | 0.038 |
Type*Pretreatment Temperature*Pretreatment Time | 0.1902 | 0.1306 | Pretreatment Temperature*Pretreatment Time*Size*Incubation Day | 0.2941 | 0.0353 |
Type*Pretreatment Temperature*Size | 0.009 | 0.0153 | Pretreatment Temperature*Pretreatment Time*Incubation Temperature*Incubation Day | 0.0752 | 0.0261 |
Type*Pretreatment Temperature*Incubation Temperature | 0.0514 | 0.0208 | Pretreatment Temperature*Size*Incubation Temperature*Incubation Day | 0.0206 | 0.0828 |
Type*Pretreatment Temperature*Incubation Day | 0.0311 | 0.0041 | Pretreatment Time*Size*Incubation Temperature*Incubation Day | 0.0197 | 0.0672 |
Type*Pretreatment Time*Size | 0.0005 | 0.0023 | Type*Pretreatment Temperature*Pretreatment Time*Size*Incubation Temperature | 0.0358 | 0.0205 |
Type*Pretreatment Time*Incubation Temperature | 0.0103 | 0.024 | Type*Pretreatment Temperature*Pretreatment Time*Size*Incubation Day | 0.016 | 0.0032 |
Type*Pretreatment Time*Incubation Day | 0.1095 | 0.0284 | Type*Pretreatment Temperature*Pretreatment Time*Incubation Temperature*Incubation Day | 0.0349 | 0.0693 |
Type*Size*Incubation Temperature | 0.0183 | 0.0062 | Type*Pretreatment Temperature*Size*Incubation Temperature*Incubation Day | 0.0178 | 0.0176 |
Type*Size*Incubation Day | 0.1845 | 0.0065 | Type*Pretreatment Time*Size*Incubation Temperature*Incubation Day | 0.3709 | 0.4726 |
Type*Incubation Temperature*Incubation Day | 0.0037 | 0.0045 | Pretreatment Temperature*Pretreatment Time*Size*Incubation Temperature*Incubation Day | 0.8026 | 0.1518 |
Factor | 3600–3100 | 2960–2820 | 2860–2840 | 1720 | 1670 | 1510 | 1490 | 1330 | 1270 | 1140 | 1125 | 1030 |
---|---|---|---|---|---|---|---|---|---|---|---|---|
Type | 0.0149 | 0.0061 | 0.0068 | 0.0104 | 0.0014 | 0.0050 | 0.0060 | 0.0068 | 0.0159 | 0.0103 | 0.0073 | 0.0073 |
Pretreatment Temperature | 0.3148 | 0.3647 | 0.3967 | 0.5300 | 0.2863 | 0.3101 | 0.4058 | 0.3328 | 0.3267 | 0.3092 | 0.3149 | 0.3149 |
Pretreatment Time | 0.3499 | 0.9165 | 0.8464 | 0.8614 | 0.6569 | 0.9195 | 0.6818 | 0.6488 | 0.5888 | 0.3735 | 0.4603 | 0.4603 |
Size | 0.0164 | 0.0169 | 0.0203 | 0.0081 | 0.0104 | 0.0129 | 0.0201 | 0.0130 | 0.0108 | 0.0141 | 0.0142 | 0.0142 |
Incubation Temperature | 0.2093 | 0.2258 | 0.2370 | 0.1658 | 0.1179 | 0.1524 | 0.2162 | 0.2197 | 0.2425 | 0.2769 | 0.2672 | 0.2672 |
Incubation Day | 0.0958 | 0.0617 | 0.0670 | 0.0576 | 0.0462 | 0.0566 | 0.0720 | 0.0666 | 0.0822 | 0.0963 | 0.0862 | 0.0862 |
Type*Pretreatment Temperature | 0.3134 | 0.1327 | 0.1172 | 0.0752 | 0.1223 | 0.1042 | 0.0949 | 0.1770 | 0.1759 | 0.3243 | 0.2755 | 0.2755 |
Type*Pretreatment Time | 0.0674 | 0.0594 | 0.0648 | 0.0309 | 0.0256 | 0.0385 | 0.0507 | 0.0502 | 0.0496 | 0.0634 | 0.0555 | 0.0555 |
Type*Size | 0.2402 | 0.0801 | 0.0707 | 0.0401 | 0.0347 | 0.0560 | 0.0517 | 0.1002 | 0.1321 | 0.2239 | 0.1614 | 0.1614 |
Type*Incubation Temperature | 0.3131 | 0.1588 | 0.1518 | 0.1455 | 0.1793 | 0.1559 | 0.1508 | 0.1745 | 0.1837 | 0.2432 | 0.2121 | 0.2121 |
Type*Incubation Day | 0.0448 | 0.0287 | 0.0304 | 0.0248 | 0.0186 | 0.0245 | 0.0294 | 0.0293 | 0.0355 | 0.0424 | 0.0381 | 0.0381 |
Pretreatment Temperature*Pretreatment Time | 0.3632 | 0.1509 | 0.1269 | 0.1279 | 0.1137 | 0.1139 | 0.1019 | 0.1982 | 0.2306 | 0.3140 | 0.2615 | 0.2615 |
Pretreatment Temperature*Size | 0.7040 | 0.3898 | 0.3275 | 0.2888 | 0.3823 | 0.3006 | 0.2624 | 0.5150 | 0.5801 | 0.7830 | 0.7174 | 0.7174 |
Pretreatment Temperature*Incubation Temperature | 0.6288 | 0.4359 | 0.4276 | 0.3925 | 0.3374 | 0.3998 | 0.4125 | 0.4399 | 0.5098 | 0.5474 | 0.5217 | 0.5217 |
Pretreatment Temperature*Incubation Day | 0.7882 | 0.5684 | 0.5376 | 0.5795 | 0.6252 | 0.5745 | 0.5105 | 0.6161 | 0.6776 | 0.7045 | 0.6776 | 0.6776 |
Pretreatment Time*Size | 0.0779 | 0.0975 | 0.1315 | 0.0858 | 0.0430 | 0.0739 | 0.1140 | 0.0757 | 0.0798 | 0.0680 | 0.0694 | 0.0694 |
Pretreatment Time*Incubation Temperature | 0.4411 | 0.5064 | 0.5368 | 0.5409 | 0.4226 | 0.5380 | 0.6242 | 0.4904 | 0.4915 | 0.4569 | 0.4704 | 0.4704 |
Pretreatment Time*Incubation Day | 0.2547 | 0.1866 | 0.2011 | 0.1305 | 0.1455 | 0.1542 | 0.1931 | 0.1741 | 0.1705 | 0.2061 | 0.1953 | 0.1953 |
Size*Incubation Temperature | 0.1391 | 0.0956 | 0.1058 | 0.0684 | 0.0671 | 0.0776 | 0.0975 | 0.0952 | 0.1008 | 0.1449 | 0.1283 | 0.1283 |
Size*Incubation Day | 0.3959 | 0.2001 | 0.1909 | 0.1814 | 0.1880 | 0.1766 | 0.1776 | 0.2383 | 0.2662 | 0.3353 | 0.2926 | 0.2926 |
Incubation Temperature*Incubation Day | 0.1247 | 0.0885 | 0.0931 | 0.0755 | 0.0619 | 0.0757 | 0.0888 | 0.0853 | 0.0958 | 0.1073 | 0.0954 | 0.0954 |
Type*Pretreatment Temperature*Pretreatment Time | 0.7798 | 0.7982 | 0.8453 | 0.9269 | 0.7199 | 0.8160 | 0.9868 | 0.6935 | 0.7314 | 0.6118 | 0.6874 | 0.6874 |
Type*Pretreatment Temperature*Size | 0.5101 | 0.5020 | 0.5412 | 0.4435 | 0.5121 | 0.5039 | 0.5588 | 0.4885 | 0.5194 | 0.4916 | 0.5226 | 0.5226 |
Type*Pretreatment Temperature*Incubation Temperature | 0.5891 | 0.5675 | 0.5568 | 0.4613 | 0.3656 | 0.4870 | 0.4140 | 0.5713 | 0.6367 | 0.6728 | 0.6316 | 0.6316 |
Type*Pretreatment Temperature*Incubation Day | 0.9441 | 0.7779 | 0.7469 | 0.6570 | 0.7195 | 0.6531 | 0.7011 | 0.8108 | 0.7930 | 0.8918 | 0.8733 | 0.8733 |
Type*Pretreatment Time*Size | 0.6590 | 0.3323 | 0.2636 | 0.2415 | 0.5562 | 0.2968 | 0.2175 | 0.3986 | 0.4043 | 0.6322 | 0.5707 | 0.5707 |
Type*Pretreatment Time*Incubation Temperature | 0.2765 | 0.1883 | 0.1848 | 0.1526 | 0.1472 | 0.1533 | 0.1736 | 0.1944 | 0.2012 | 0.2438 | 0.2267 | 0.2267 |
Type*Pretreatment Time*Incubation Day | 0.3320 | 0.2020 | 0.2021 | 0.1860 | 0.2090 | 0.2000 | 0.2112 | 0.2164 | 0.2228 | 0.2731 | 0.2512 | 0.2512 |
Type*Size*Incubation Temperature | 0.7287 | 0.2545 | 0.2116 | 0.1679 | 0.2307 | 0.1846 | 0.1500 | 0.3383 | 0.4046 | 0.6613 | 0.5099 | 0.5099 |
Type*Size*Incubation Day | 0.4087 | 0.2862 | 0.2824 | 0.2485 | 0.2371 | 0.2556 | 0.2587 | 0.3074 | 0.3297 | 0.3806 | 0.3510 | 0.3510 |
Type*Incubation Temperature*Incubation Day | 0.4449 | 0.4082 | 0.4286 | 0.4108 | 0.2644 | 0.3524 | 0.4342 | 0.3935 | 0.4169 | 0.4464 | 0.4252 | 0.4252 |
Pretreatment Temperature*Pretreatment Time*Size | 0.2590 | 0.1225 | 0.1155 | 0.0932 | 0.2163 | 0.1297 | 0.1076 | 0.1461 | 0.1254 | 0.2208 | 0.1819 | 0.1819 |
Pretreatment Temperature*Pretreatment Time*Incubation Temperature | 0.1337 | 0.1393 | 0.1547 | 0.1352 | 0.1083 | 0.1418 | 0.1657 | 0.1332 | 0.1416 | 0.1372 | 0.1345 | 0.1345 |
Pretreatment Temperature*Pretreatment Time*Incubation Day | 0.7608 | 0.6672 | 0.6672 | 0.5691 | 0.6209 | 0.5972 | 0.6062 | 0.6946 | 0.6836 | 0.7862 | 0.7457 | 0.7457 |
Pretreatment Temperature*Size*Incubation Temperature | 0.3439 | 0.1629 | 0.1527 | 0.1358 | 0.1480 | 0.1309 | 0.1296 | 0.1904 | 0.2310 | 0.2905 | 0.2480 | 0.2480 |
Pretreatment Temperature*Size*Incubation Day | 0.5921 | 0.5322 | 0.5805 | 0.5831 | 0.5441 | 0.5821 | 0.6229 | 0.5243 | 0.5458 | 0.5219 | 0.5224 | 0.5224 |
Pretreatment Temperature*Incubation Temperature*Incubation Day | 0.2043 | 0.1306 | 0.1393 | 0.1037 | 0.1196 | 0.1177 | 0.1403 | 0.1346 | 0.1389 | 0.1763 | 0.1634 | 0.1634 |
Pretreatment Time*Size*Incubation Temperature | 0.3410 | 0.2253 | 0.2083 | 0.1768 | 0.2158 | 0.1976 | 0.1895 | 0.2412 | 0.2626 | 0.3459 | 0.3008 | 0.3008 |
Pretreatment Time*Size*Incubation Day | 0.4295 | 0.1718 | 0.1495 | 0.1283 | 0.1398 | 0.1274 | 0.1252 | 0.2106 | 0.2383 | 0.3577 | 0.2948 | 0.2948 |
Pretreatment Time*Incubation Temperature*Incubation Day | 0.4761 | 0.3539 | 0.3611 | 0.2930 | 0.2855 | 0.3073 | 0.3505 | 0.3863 | 0.4162 | 0.5004 | 0.4688 | 0.4688 |
Size*Incubation Temperature*Incubation Day | 0.6888 | 0.7602 | 0.7888 | 0.7867 | 0.6536 | 0.7530 | 0.7674 | 0.7628 | 0.7924 | 0.7536 | 0.7516 | 0.7516 |
Type*Pretreatment Temperature*Pretreatment Time*Size | 0.0472 | 0.0505 | 0.0594 | 0.0414 | 0.0304 | 0.0399 | 0.0668 | 0.0507 | 0.0581 | 0.0583 | 0.0616 | 0.0616 |
Type*Pretreatment Temperature*Pretreatment Time*Incubation Temperature | 0.7992 | 0.6296 | 0.5763 | 0.6068 | 0.6550 | 0.6235 | 0.5131 | 0.7188 | 0.7930 | 0.8737 | 0.8299 | 0.8299 |
Type*Pretreatment Temperature*Pretreatment Time*Incubation Day | 0.8352 | 0.7252 | 0.6731 | 0.6132 | 0.7497 | 0.6397 | 0.6187 | 0.7365 | 0.7180 | 0.8291 | 0.7976 | 0.7976 |
Type*Pretreatment Temperature*Size*Incubation Temperature | 0.4940 | 0.3678 | 0.3863 | 0.3452 | 0.3420 | 0.3473 | 0.4063 | 0.3581 | 0.3604 | 0.4311 | 0.4076 | 0.4076 |
Type*Pretreatment Temperature*Size*Incubation Day | 0.5379 | 0.5154 | 0.5600 | 0.4484 | 0.5164 | 0.5152 | 0.6201 | 0.4991 | 0.4947 | 0.5041 | 0.5286 | 0.5286 |
Type*Pretreatment Temperature*Incubation Temperature*Incubation Day | 0.2936 | 0.2801 | 0.2985 | 0.2269 | 0.2644 | 0.2607 | 0.3012 | 0.2749 | 0.2733 | 0.3071 | 0.3034 | 0.3034 |
Type*Pretreatment Time*Size*Incubation Temperature | 0.7681 | 0.8461 | 0.8103 | 0.7199 | 0.7454 | 0.7357 | 0.7482 | 0.8756 | 0.9080 | 0.8715 | 0.8959 | 0.8959 |
Type*Pretreatment Time*Size*Incubation Day | 0.2386 | 0.1419 | 0.1457 | 0.1208 | 0.1336 | 0.1263 | 0.1455 | 0.1422 | 0.1571 | 0.1835 | 0.1738 | 0.1738 |
Type*Pretreatment Time*Incubation Temperature*Incubation Day | 0.9611 | 0.8023 | 0.7656 | 0.7042 | 0.7416 | 0.7105 | 0.6797 | 0.8285 | 0.8539 | 0.9362 | 0.8973 | 0.8973 |
Type*Size*Incubation Temperature*Incubation Day | 0.5135 | 0.2975 | 0.3011 | 0.2390 | 0.2595 | 0.2644 | 0.2743 | 0.3185 | 0.3473 | 0.4278 | 0.3844 | 0.3844 |
Pretreatment Temperature*Pretreatment Time*Size*Incubation Temperature | 0.6578 | 0.8091 | 0.8689 | 0.8346 | 0.8268 | 0.8946 | 0.9130 | 0.7462 | 0.6808 | 0.6363 | 0.6765 | 0.6765 |
Pretreatment Temperature*Pretreatment Time*Size*Incubation Day | 0.9728 | 0.8484 | 0.8316 | 0.8280 | 0.8802 | 0.8666 | 0.8176 | 0.9083 | 0.9289 | 0.9528 | 0.9218 | 0.9218 |
Pretreatment Temperature*Pretreatment Time*Incubation Temperature*Incubation Day | 0.2361 | 0.1348 | 0.1367 | 0.1047 | 0.1096 | 0.1114 | 0.1288 | 0.1292 | 0.1355 | 0.1694 | 0.1558 | 0.1558 |
Pretreatment Temperature*Size*Incubation Temperature*Incubation Day | 0.6415 | 0.3512 | 0.3321 | 0.2964 | 0.3098 | 0.2959 | 0.2977 | 0.3928 | 0.4350 | 0.5786 | 0.5108 | 0.5108 |
Pretreatment Time*Size*Incubation Temperature*Incubation Day | 0.6547 | 0.6076 | 0.6409 | 0.5564 | 0.5275 | 0.5725 | 0.6431 | 0.5922 | 0.6066 | 0.6390 | 0.6352 | 0.6352 |
Type*Pretreatment Temperature*Pretreatment Time*Size*Incubation Temperature | 0.8285 | 0.8642 | 0.8943 | 0.7894 | 0.6337 | 0.7647 | 0.8315 | 0.8701 | 0.8982 | 0.8964 | 0.9016 | 0.9016 |
Type*Pretreatment Temperature*Pretreatment Time*Size*Incubation Day | 0.6309 | 0.4455 | 0.4491 | 0.3646 | 0.4826 | 0.4089 | 0.4296 | 0.4408 | 0.4193 | 0.4989 | 0.4799 | 0.4799 |
Type*Pretreatment Temperature*Pretreatment Time*Incubation Temperature*Incubation Day | 0.4897 | 0.4257 | 0.4426 | 0.3800 | 0.3826 | 0.3904 | 0.4677 | 0.3953 | 0.3760 | 0.4089 | 0.4138 | 0.4138 |
Type*Pretreatment Temperature*Size*Incubation Temperature*Incubation Day | 0.6127 | 0.3346 | 0.3324 | 0.3002 | 0.3201 | 0.2974 | 0.3028 | 0.3700 | 0.4123 | 0.4989 | 0.4491 | 0.4491 |
Type*Pretreatment Time*Size*Incubation Temperature*Incubation Day | 0.8582 | 0.7399 | 0.7522 | 0.6423 | 0.7510 | 0.7169 | 0.7383 | 0.7135 | 0.7213 | 0.7494 | 0.7523 | 0.7523 |
Pretreatment Temperature*Pretreatment Time*Size*Incubation Temperature*Incubation Day | 0.7106 | 0.4441 | 0.4048 | 0.3571 | 0.4479 | 0.3932 | 0.3515 | 0.4392 | 0.4553 | 0.5412 | 0.4977 | 0.4977 |
Reference | Lignin Content |
---|---|
Manokhoon and Rangseesuriyachai [34] | Untreated: 16.7% NaOH treated: 6.9–8.1% |
Mohammed et al. [29] | Napier stem: 26.99 ± 1.29% Napier leaf: 30.09 ± 1.30% |
Phitsuwan et al. [35] | Untreated: 29.8% NaOH treated: 9.1% CaOH2 treated: 20.1% NH3 treated: 12.0% aH2O2 treated: 15.4% |
Phitsuwan et al. [36] | 29.8–12.3% |
Song et al. [37] | 5.7–6.2% |
This study | Klason lignin: 4.48–38.2% CEL: 52.9–86.9% |
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Saadon, S.Z.A.H.; Osman, N.B. Effect of Drying Pretreatment on Cellulolytic Enzymatic Hydrolysis of Lignin from Napier Grass. Processes 2023, 11, 1092. https://doi.org/10.3390/pr11041092
Saadon SZAH, Osman NB. Effect of Drying Pretreatment on Cellulolytic Enzymatic Hydrolysis of Lignin from Napier Grass. Processes. 2023; 11(4):1092. https://doi.org/10.3390/pr11041092
Chicago/Turabian StyleSaadon, Syazmi Zul Arif Hakimi, and Noridah Binti Osman. 2023. "Effect of Drying Pretreatment on Cellulolytic Enzymatic Hydrolysis of Lignin from Napier Grass" Processes 11, no. 4: 1092. https://doi.org/10.3390/pr11041092
APA StyleSaadon, S. Z. A. H., & Osman, N. B. (2023). Effect of Drying Pretreatment on Cellulolytic Enzymatic Hydrolysis of Lignin from Napier Grass. Processes, 11(4), 1092. https://doi.org/10.3390/pr11041092