| Literature DB >> 27011767 |
Ponnuswamy Vijayaraghavan1, Arumugaperumal Arun2, Naif Abdullah Al-Dhabi3, Samuel Gnana Prakash Vincent1, Mariadhas Valan Arasu3, Ki Choon Choi4.
Abstract
BACKGROUND: Hydrolytic enzymes, such as cellulases and proteases, have various applications, including bioethanol production, extraction of fruit and vegetable juice, detergent formulation, and leather processing. Solid-substrate fermentation has been an emerging method to utilize low-cost agricultural residues for the production of these enzymes. Although the production of carboxy methyl cellulase (CMCase) and protease in solid state fermentation (SSF) have been studied extensively, research investigating multienzyme production in a single fermentation process is limited. The production of multienzymes from a single fermentation system could reduce the overall production cost of enzymes. In order to achieve enhanced production of enzymes, the response surface methodology (RSM) was applied.Entities:
Keywords: Carboxy methyl cellulase; Cow dung; Multienzymes; Protease; Response surface methodology; Solid-substrate fermentation
Year: 2016 PMID: 27011767 PMCID: PMC4804545 DOI: 10.1186/s13068-016-0481-6
Source DB: PubMed Journal: Biotechnol Biofuels ISSN: 1754-6834 Impact factor: 6.040
Response of two-level full factorial design for screening of variables for CMCase and protease production
| Run | Sucrose | Peptone | NaH2PO4 | pH | Moisture | CMCase activity (U/g) | Protease activity (U/g) |
|---|---|---|---|---|---|---|---|
|
|
|
|
|
| |||
| 1 | −1 | 1 | 1 | −1 | 1 | 403.8 | 206.5 |
| 2 | −1 | −1 | −1 | −1 | −1 | 85.3 | 1143.8 |
| 3 | 1 | 1 | −1 | −1 | 1 | 134.21 | 1547.3 |
| 4 | 1 | 1 | −1 | 1 | −1 | 252.84 | 930.6 |
| 5 | −1 | −1 | −1 | 1 | −1 | 130.7 | 922.9 |
| 6 | 1 | 1 | 1 | −1 | −1 | 41.5 | 2030.5 |
| 7 | 1 | −1 | −1 | −1 | −1 | 135.07 | 2084.8 |
| 8 | 1 | 1 | −1 | −1 | 1 | 298.53 | 1875.9 |
| 9 | 1 | −1 | −1 | −1 | −1 | 88.78 | 1154.7 |
| 10 | 1 | −1 | −1 | −1 | 1 | 133.2 | 916.4 |
| 11 | 1 | −1 | −1 | 1 | −1 | 103.9 | 1143.9 |
| 12 | −1 | 1 | 1 | 1 | 1 | 110.74 | 2775.8 |
| 13 | −1 | 1 | −1 | −1 | −1 | 129.56 | 1152.4 |
| 14 | −1 | 1 | −1 | −1 | 1 | 228.5 | 925.3 |
| 15 | 1 | 1 | −1 | 1 | 1 | 399.6 | 4375.9 |
| 16 | 1 | −1 | −1 | −1 | 1 | 123.2 | 2753.9 |
| 17 | −1 | 1 | −1 | 1 | 1 | 219.5 | 1401.6 |
| 18 | 1 | 1 | 1 | −1 | −1 | 145.12 | 1170.5 |
| 19 | −1 | 1 | 1 | 1 | −1 | 441.45 | 920.5 |
| 20 | −1 | −1 | 1 | −1 | 1 | 309.3 | 1382.7 |
| 21 | 1 | −1 | 1 | 1 | 1 | 150.09 | 3640.4 |
| 22 | −1 | −1 | −1 | −1 | 1 | 125.8 | 1106.1 |
| 23 | 1 | 1 | 1 | 1 | −1 | 375.5 | 915.6 |
| 24 | 1 | 1 | 1 | 1 | 1 | 259.6 | 1210.3 |
| 25 | −1 | −1 | 1 | −1 | −1 | 346.3 | 1826.6 |
| 26 | −1 | −1 | 1 | 1 | 1 | 171.5 | 1154.6 |
| 27 | 1 | −1 | 1 | −1 | 1 | 108.5 | 1163.7 |
| 28 | −1 | −1 | 1 | 1 | −1 | 66.7 | 2982.6 |
| 29 | −1 | 1 | 1 | −1 | −1 | 90.73 | 1844.9 |
| 30 | −1 | −1 | −1 | 1 | 1 | 145.74 | 1867.4 |
| 31 | −1 | 1 | −1 | 1 | −1 | 497.4 | 1133.8 |
| 32 | 1 | −1 | 1 | 1 | −1 | 78.93 | 4778.2 |
Analysis of variance (ANOVA) for the CMCase and protease activity of B. subtilis IND19
| Source | Sum of squares | df | Mean square |
|
| |
|---|---|---|---|---|---|---|
| Analysis of variance (ANOVA) for the CMCase activity of | ||||||
| Model | 4.72E+05 | 27 | 1.75E+04 | 49.75 | 0.0008 | Significant |
| | 1.42E+04 | 1 | 1.42E+04 | 40.46 | 0.0031 | |
| | 93049.74 | 1 | 93049.74 | 264.84 | <0.0001 | |
| C-NaH2PO4 | 3.27E+03 | 1 | 3.27E+03 | 9.31 | 0.038 | |
| | 1.73E+04 | 1 | 1.73E+04 | 49.13 | 0.0022 | |
| | 3.24E+03 | 1 | 3.24E+03 | 8.66 | 0.0423 | |
| | 1.87E+03 | 1 | 1.87E+03 | 5.33 | 0.0821 | |
| | 5.85E+03 | 1 | 5.85E+03 | 16.64 | 0.0151 | |
| | 1.18E+04 | 1 | 1.18E+04 | 33.57 | 0.0044 | |
| | 6.57E+03 | 1 | 6.57E+03 | 18.7 | 0.0124 | |
| | 8.98E+03 | 1 | 8.98E+03 | 25.56 | 0.0072 | |
| | 6.36E+04 | 1 | 6.36E+04 | 180.91 | 0.0002 | |
| | 1.90E+04 | 1 | 1.90E+04 | 54.15 | 0.0018 | |
| | 4.42E+03 | 1 | 4.42E+03 | 12.58 | 0.0239 | |
| | 3.30E+04 | 1 | 3.30E+04 | 93.8 | 0.0006 | |
| | 3.46E+03 | 1 | 3.46E+03 | 9.86 | 0.0348 | |
| | 7.46E+03 | 1 | 7.46E+03 | 21.23 | 0.01 | |
| | 1.94E+04 | 1 | 1.94E+04 | 55.17 | 0.0018 | |
| | 1.63E+04 | 1 | 1.63E+04 | 46.53 | 0.0024 | |
| | 1.91E+04 | 1 | 1.91E+04 | 54.34 | 0.0018 | |
| | 2.19E+03 | 1 | 2.19E+03 | 6.23 | 0.0671 | |
| | 4.10E+03 | 1 | 4.10E+03 | 11.68 | 0.0268 | |
| | 6.52E+04 | 1 | 6.52E+04 | 185.67 | 0.0002 | |
| | 1.36E+04 | 1 | 1.36E+04 | 38.81 | 0.0034 | |
| | 2.15E+04 | 1 | 2.15E+04 | 61.14 | 0.0014 | |
| | 1.35E+03 | 1 | 1.35E+03 | 3.84 | 0.1216 | |
| | 8.84E+03 | 1 | 8.84E+03 | 25.15 | 0.0074 | |
| | 3.54E+03 | 1 | 3.54E+03 | 10.08 | 0.0337 | |
| Residual | 1.41E+03 | 4 | 1.41E+03 | |||
| Cor Total | 4.73E+05 | 31 | 4.73E+05 | |||
| ANOVA for the protease activity of | ||||||
| Model | 3.36E+07 | 23 | 1.46E+06 | 75.06 | <0.0001 | Significant |
| | 3.93E+05 | 1 | 3.93E+05 | 20.22 | 0.002 | |
| | 2.84E+06 | 1 | 2.84E+06 | 145.89 | <0.0001 | |
| C-NaH2PO4 | 3.63E+06 | 1 | 3.63E+06 | 186.53 | <0.0001 | |
| | 2.79E+06 | 1 | 2.79E+06 | 143.25 | <0.0001 | |
| | 2.02E+05 | 1 | 2.02E+05 | 10.37 | 0.0122 | |
| | 1.65E+06 | 1 | 1.65E+06 | 84.73 | <0.0001 | |
| | 2.17E+05 | 1 | 2.17E+05 | 11.14 | 0.0103 | |
| | 8.21E+05 | 1 | 8.21E+05 | 42.21 | 0.0002 | |
| | 1.27E+05 | 1 | 1.27E+05 | 6.55 | 0.0337 | |
| | 9.99E+04 | 1 | 9.99E+04 | 5.14 | 0.0532 | |
| | 3.81E+06 | 1 | 3.81E+06 | 195.77 | <0.0001 | |
| | 2.28E+06 | 1 | 2.28E+06 | 117.25 | <0.0001 | |
| | 1.05E+05 | 1 | 1.05E+05 | 5.38 | 0.0489 | |
| | 1.11E+06 | 1 | 1.11E+06 | 57.04 | <0.0001 | |
| | 4.54E+06 | 1 | 4.54E+06 | 233.39 | <0.0001 | |
| | 2.27E+05 | 1 | 2.27E+05 | 11.68 | 0.0091 | |
| | 2.25E+06 | 1 | 2.25E+06 | 115.41 | <0.0001 | |
| | 1.42E+06 | 1 | 1.42E+06 | 72.82 | <0.0001 | |
| | 5.99E+05 | 1 | 5.99E+05 | 30.8 | 0.0005 | |
| | 6.30E+05 | 1 | 6.30E+05 | 32.38 | 0.0005 | |
| | 1.25E+06 | 1 | 1.25E+06 | 64.02 | <0.0001 | |
| | 2.42E+06 | 1 | 2.42E+06 | 124.24 | <0.0001 | |
| | 1.98E+05 | 1 | 1.98E+05 | 10.17 | 0.0128 | |
| Residual | 1.56E+05 | 8 | ||||
| Cor Total | 3.37E+07 | 31 | ||||
Central composite design of the medium component in coded units for CMCase and protease production
| Std |
|
|
| Enzyme activity (/g) | |
|---|---|---|---|---|---|
| Cellulase | Protease | ||||
| 1 | 0 | 0 | 0 | 464 | 4040 |
| 2 | −1 | −1 | −1 | 270 | 2080 |
| 3 | 0 | 0 | 0 | 440 | 4163 |
| 4 | 0 | 0 | 1.682 | 348 | 3942 |
| 5 | 1.682 | 0 | 0 | 370 | 1798 |
| 6 | 1 | 1 | 1 | 418 | 4080 |
| 7 | 1 | −1 | −1 | 295 | 4019 |
| 8 | 0 | 0 | 0 | 442 | 4530 |
| 9 | −1 | −1 | 1 | 180 | 1728 |
| 10 | 0 | 0 | 0 | 462 | 4120 |
| 11 | −1 | 1 | 1 | 362 | 4686 |
| 12 | 1 | 1 | −1 | 298 | 3501 |
| 13 | 1 | −1 | 1 | 320 | 398 |
| 14 | 0 | 1.682 | 0 | 434 | 4000 |
| 15 | 0 | 0 | −1.682 | 152 | 4611 |
| 16 | 0 | 0 | 0 | 429 | 4200 |
| 17 | −1.682 | 0 | 0 | 127 | 1608 |
| 18 | −1 | −1 | −1 | 79 | 3263 |
| 19 | 0 | 0 | 0 | 462 | 4180 |
| 20 | 0 | −1.682 | 0 | 252 | 2109 |
ANOVA for the quadratic model for CMCase activity and protease activity of B. subtilis IND19
| Source | Sum of squares | df | Mean square |
|
| |
|---|---|---|---|---|---|---|
| CMCase activity of | ||||||
| Model | 2.75E+05 | 9 | 3.05E+04 | 67.14 | <0.0001 | Significant |
| | 5.27E+04 | 1 | 5.27E+04 | 116.04 | <0.0001 | |
| | 4.46E+04 | 1 | 4.46E+04 | 98.04 | <0.0001 | |
| | 3.26E+04 | 1 | 3.26E+04 | 71.81 | <0.0001 | |
| | 9.25E+03 | 1 | 9.25E+03 | 20.35 | 0.0011 | |
| | 2.88E+02 | 1 | 2.88E+02 | 0.63 | 0.4445 | |
| | 924 | 1 | 924 | 2.03 | 0.1843 | |
| | 69,800.17 | 1 | 69,800.17 | 153.57 | <0.0001 | |
| | 1.89E+04 | 1 | 1.89E+04 | 41.51 | <0.0001 | |
| | 6.87E+04 | 1 | 6.87E+04 | 151.24 | <0.0001 | |
| Residual | 4.55E+03 | 10 | 454.51 | |||
| Lack of fit | 3456.22 | 5 | 691.24 | 3.17 | Not significant | |
| Pure error | 1.09E+03 | 5 | 217.77 | |||
| Cor total | 2.79E+05 | 19 | ||||
| Protease activity of | ||||||
| Model | 2.95E+09 | 9 | 3.27E+06 | 197.54 | <0.0001 | Significant |
| | 2.30E+04 | 1 | 2.30E+04 | 1.39 | 0.266 | |
| | 4.82E+0.005 | 1 | 4.82E+0.005 | 291.22 | <0.0001 | |
| | 7.02E+05 | 1 | 7.02E+05 | 42.35 | <0.0001 | |
| | 2.412E+0.05 | 1 | 2.412E+0.05 | 14.55 | 0.0034 | |
| | 2.12E+06 | 1 | 2.12E+06 | 127.58 | <0.0001 | |
| | 8.70E+06 | 1 | 8.70E+06 | 524.67 | <0.0001 | |
| | 1.11E+07 | 1 | 1.11E+07 | 670.76 | <0.0001 | |
| | 2.31E+06 | 1 | 2.31E+06 | 139.47 | <0.0001 | |
| | 1.43E+04 | 1 | 1.43E+04 | 0.86 | 0.3744 | |
| Residual | 1.66E+05 | 10 | 16,575.16 | |||
| Lack of fit | 23,264.15 | 5 | 4652.83 | 0.16 | 0.9658 | Not significant |
| Pure error | 1.43E+05 | 5 | 28,497.5 | |||
| Cor total | 2.96E+07 | 19 | ||||
Fig. 1a Response surface curve showing the effects of pH and peptone on the CMCase activity of B. subtilis IND19 in SSF using cow dung substrate. b Response surface curve showing the effects of pH and NaH2PO4 on the CMCase activity of B. subtilis IND19 in SSF using cow dung substrate. c Response surface curve showing the effects of peptone and NaH2PO4 on the CMCase activity of B. subtilis IND19 in SSF using cow dung substrate
Fig. 2a Response surface curve showing the effects of pH and peptone on the protease activity of B. subtilis IND19 in SSF using cow dung substrate. b Response surface curve showing the effects of pH and NaH2PO4 on the protease activity of B. subtilis IND19 in SSF using cow dung substrate. c Response surface curve showing the effects of peptone and NaH2PO4 on the protease activity of B. subtilis IND19 in SSF using cow dung substrate
Fig. 3Electrophoresis analysis of the crude enzyme from B. subtilis IND19 (Lane 1: Protein marker, Lane 2: crude protein lysate) (a); Zymogram analysis of the crude enzyme for CMCase activity (b) and Zymogram analysis of the crude enzyme for protease activity (c)
Variables and their levels for CMCase and protease production using 25 full factorial design
| Symbol | Variables | Units | Coded levels | |
|---|---|---|---|---|
| −1 | 1 | |||
|
| Sucrose | % | 0.1 | 1 |
|
| Peptone | % | 0.1 | 1 |
|
| NaH2PO4 | % | 0.01 | 0.1 |
|
| pH | % | 6 | 8 |
|
| Moisture | % | 90 | 110 |
Experimental variables used for optimization of CMCase and protease production in B. subtilis IND19
| Variables | Symbol | Coded values | ||||
|---|---|---|---|---|---|---|
| −α | −1 | 0 | 1 | +α | ||
| pH |
| 6.32 | 7 | 8 | 9 | 9.68 |
| Peptone |
| −0.21 | 0.1 | 0.55 | 1 | 1.31 |
| NaH2PO4 |
| −0.21 | 0.1 | 0.55 | 1 | 1.31 |