| Literature DB >> 30413198 |
Hesham A El Enshasy1,2, Elsayed Ahmed Elsayed3,4, Noorhamizah Suhaimi5, Roslinda Abd Malek5, Mona Esawy6.
Abstract
BACKGROUND: Pectinase enzymes present a high priced category of microbial enzymes with many potential applications in various food and oil industries and an estimated market share of $ 41.4 billion by 2020.Entities:
Keywords: Aspergillus Niger; Batch culture; Bioprocess optimization; Fed-batch culture; Medium optimization; Pectinase
Mesh:
Substances:
Year: 2018 PMID: 30413198 PMCID: PMC6230287 DOI: 10.1186/s12896-018-0481-7
Source DB: PubMed Journal: BMC Biotechnol ISSN: 1472-6750 Impact factor: 2.563
Low and high levels of medium components affecting pectinase production by A. niger according to PBED
| Factors | Low level (− 1) | High level (+ 1) |
|---|---|---|
| Pectin (g/L) | 10.00 | 30.00 |
| (NH4)2SO4 (g/L) | 1.30 | 3.30 |
| K2HPO4 (g/L) | 0.50 | 1.00 |
| MgSO4.5H2O (g/L) | 0.05 | 0.50 |
Low, medium and high levels of medium components affecting A. niger total enzyme activity and cell biomass in a BB design
| Factors | Code | Low level (−1) | Middle (0) | High level (+ 1) |
|---|---|---|---|---|
| Pectin (g/L) | A | 10.00 | 30.00 | 50.00 |
| (NH4)2SO4 (g/L) | B | 1.00 | 3.50 | 6.00 |
| K2HPO4 (g/L) | C | 0.50 | 1.25 | 2.00 |
PBED with four variables and the actual responses of total enzyme and cell biomass
| Run | Pectin (g/L) | (NH4)2SO4 (g/L) | K2HPO4 (g/L) | MgSO4.5H2O (g/L) | Response pectinase (U/mL) | Response CDW (g/L) |
|---|---|---|---|---|---|---|
| 1 | 30.00 | 1.30 | 0.50 | 0.05 | 65.52 | 2.20 |
| 2 | 30.00 | 3.30 | 0.50 | 0.50 | 87.73 | 2.08 |
| 3 | 10.00 | 1.30 | 1.00 | 0.50 | 23.00 | 1.70 |
| 4 | 30.00 | 3.30 | 1.00 | 0.05 | 52.32 | 1.80 |
| 5 | 30.00 | 3.30 | 0.50 | 0.50 | 63.22 | 1.88 |
| 6 | 30.00 | 3.30 | 1.00 | 0.05 | 8.94 | 1.75 |
| 7 | 30.00 | 1.30 | 0.50 | 0.05 | 51.88 | 2.33 |
| 8 | 10.00 | 3.30 | 1.00 | 0.50 | 38.87 | 1.75 |
| 9 | 10.00 | 3.30 | 0.50 | 0.05 | 52.99 | 1.00 |
| 10 | 30.00 | 1.30 | 0.50 | 0.05 | 58.70 | 2.45 |
| 11 | 30.00 | 1.30 | 1.00 | 0.05 | 32.92 | 1.89 |
| 12 | 30.00 | 1.30 | 1.00 | 0.05 | 34.90 | 2.25 |
| 13 | 10.00 | 3.30 | 1.00 | 0.05 | 33.79 | 1.00 |
| 14 | 30.00 | 1.30 | 1.00 | 0.50 | 33.95 | 3.10 |
| 15 | 10.00 | 1.30 | 1.00 | 0.50 | 23.00 | 2.00 |
| 16 | 30.00 | 1.30 | 1.00 | 0.50 | 34.74 | 3.05 |
| 17 | 10.00 | 3.30 | 1.00 | 0.05 | 38.47 | 1.18 |
| 18 | 30.00 | 3.30 | 0.50 | 0.50 | 71.71 | 1.65 |
| 19 | 30.00 | 1.30 | 1.00 | 0.50 | 33.16 | 2.65 |
| 20 | 30.00 | 3.30 | 0.50 | 0.50 | 54.74 | 2.10 |
| 21 | 10.00 | 1.30 | 0.50 | 0.50 | 39.66 | 1.65 |
| 22 | 10.00 | 1.30 | 0.50 | 0.50 | 42.92 | 1.75 |
| 23 | 10.00 | 1.30 | 0.50 | 0.05 | 36.25 | 1.40 |
| 24 | 10.00 | 3.30 | 0.50 | 0.05 | 54.89 | 0.90 |
| 25 | 10.00 | 3.30 | 1.00 | 0.50 | 38.71 | 1.65 |
| 26 | 10.00 | 3.30 | 1.00 | 0.50 | 38.79 | 1.70 |
| 27 | 30.00 | 3.30 | 0.50 | 0.50 | 88.85 | 1.85 |
| 28 | 10.00 | 3.30 | 1.00 | 0.05 | 43.15 | 1.25 |
| 29 | 30.00 | 3.30 | 0.50 | 0.50 | 88.29 | 2.30 |
| 30 | 10.00 | 3.30 | 0.50 | 0.05 | 53.94 | 0.95 |
| 31 | 10.00 | 1.30 | 1.00 | 0.50 | 23.00 | 1.85 |
| 32 | 30.00 | 3.30 | 1.00 | 0.05 | 45.69 | 1.70 |
| 33 | 10.00 | 1.30 | 0.50 | 0.50 | 46.17 | 1.70 |
| 34 | 10.00 | 1.30 | 0.50 | 0.05 | 42.04 | 1.30 |
| 35 | 10.00 | 1.30 | 0.50 | 0.05 | 30.46 | 1.35 |
| 36 | 30.00 | 1.30 | 1.00 | 0.05 | 30.94 | 2.07 |
Analysis of variance (ANOVA) for the pectinase activity model using BB design for the tested medium components
| Source | DF | Sequential SS | Adjusted SS | Adjusted MS | ||
|---|---|---|---|---|---|---|
| Main effects | 4 | 9095.90 | 9095.91 | 2273.98 | 45.01 | 0.00 |
| Pectin | 1 | 2305.20 | 2305.18 | 2305.18 | 45.62 | 0.00 |
| (NH4)2SO4 | 1 | 2877.70 | 2877.72 | 2877.72 | 56.96 | 0.00 |
| K2HPO4 | 1 | 3835.80 | 3835.82 | 3835.82 | 75.92 | 0.00 |
| MgSO4.5H2O | 1 | 77.2000 | 77.1800 | 77.18 | 1.530 | 0.23 |
| Residual error | 31 | 1566.30 | 1566.27 | 50.52 | ||
| Lack of fit | 6 | 155.200 | 155.210 | 25.87 | 0.460 | 0.83 |
| Pure error | 25 | 1411.10 | 1411.06 | 56.44 | ||
| Corrected total | 35 | 10,662.2 |
DF Degree of freedom, SS Sum of squares, MS Mean sum of squares
Fig. 1Pareto chart for the effect of the four factors on total enzyme production
BB design of the experimental setup for response surface design with experimental values of total enzyme and cell biomass
| Run | Pectin (g/L) | (NH4)2SO4 (g/L) | K2HPO4 (g/L) | Response pectinase (U/mL) | Response CDW (g/L) |
|---|---|---|---|---|---|
| 1 | 50.00 | 3.50 | 0.50 | 30.00 | 1.75 |
| 2 | 50.00 | 6.00 | 1.25 | 39.00 | 2.00 |
| 3 | 50.00 | 3.50 | 0.50 | 32.00 | 2.00 |
| 4 | 10.00 | 6.00 | 1.25 | 71.55 | 1.30 |
| 5 | 30.00 | 6.00 | 2.00 | 83.29 | 1.55 |
| 6 | 50.00 | 1.00 | 1.25 | 29.00 | 1.95 |
| 7 | 10.00 | 1.00 | 1.25 | 50.61 | 1.20 |
| 8 | 30.00 | 3.50 | 1.25 | 101.06 | 1.95 |
| 9 | 50.00 | 3.50 | 2.00 | 26.00 | 2.10 |
| 10 | 30.00 | 3.50 | 1.25 | 97.41 | 1.65 |
| 11 | 10.00 | 1.00 | 1.25 | 50.45 | 1.30 |
| 12 | 10.00 | 6.00 | 1.25 | 70.28 | 1.10 |
| 13 | 50.00 | 6.00 | 1.25 | 40.00 | 2.75 |
| 14 | 30.00 | 6.00 | 0.50 | 66.95 | 1.30 |
| 15 | 10.00 | 3.50 | 0.50 | 62.99 | 1.15 |
| 16 | 10.00 | 3.50 | 2.00 | 61.56 | 1.15 |
| 17 | 50.00 | 3.50 | 2.00 | 23.00 | 1.90 |
| 18 | 30.00 | 6.00 | 2.00 | 79.96 | 1.50 |
| 19 | 10.00 | 3.50 | 0.50 | 60.92 | 1.05 |
| 20 | 30.00 | 1.00 | 2.00 | 85.04 | 1.40 |
| 21 | 30.00 | 3.50 | 1.25 | 98.05 | 1.60 |
| 22 | 30.00 | 3.50 | 1.25 | 96.62 | 1.65 |
| 23 | 30.00 | 1.00 | 0.50 | 59.18 | 1.85 |
| 24 | 30.00 | 3.50 | 1.25 | 86.62 | 1.65 |
| 25 | 30.00 | 3.50 | 1.25 | 84.88 | 1.70 |
| 26 | 50.00 | 1.00 | 1.25 | 25.00 | 1.65 |
| 27 | 30.00 | 1.00 | 0.50 | 64.57 | 1.75 |
| 28 | 30.00 | 1.00 | 2.00 | 81.86 | 1.65 |
| 29 | 30.00 | 6.00 | 0.50 | 63.62 | 1.55 |
| 30 | 10.00 | 3.50 | 2.00 | 61.87 | 1.25 |
Estimated regression coefficients for the total enzyme production by A. niger using BB design
| Term | Parameter estimate | SE Coeff. | T value | |
|---|---|---|---|---|
| Constant | - 30.90 | 2.85 | 33.00 | 0.00 |
| A | 4.89 | 1.75 | - 8.81 | 0.00 |
| B | 12.28 | 1.75 | 2.47 | 0.02 |
| C | 56.8 | 1.75 | 2.23 | 0.04 |
| A2 | - 0.09 | 2.57 | - 14.66 | 0.00 |
| B2 | - 1.51 | 2.57 | - 3.67 | 0.00 |
| C2 | - 20.66 | 2.57 | - 4.52 | 0.00 |
SE Coeff., Standard Error Coefficient
Fig. 2Contour plots of pecinase production by A. niger showing the interactions between pectin, (NH4)2SO4 and K2HPO4
Fig. 3Cell growth, pectinase production, yield coefficient, and pH changes in the shake flask cultures using un-optimized and optimized media
Fig. 4Cell growth, volumetric and specific pectinase production, and change in pH during batch cultivation of A. niger in a 16-L bioreactor under uncontrolled and controlled pH conditions
Fig. 5Cell growth, volumetric and specific pectinase production, and change in pH during fed-batch cultivation of A. niger in a 16-L bioreactor
Kinetic Parameters for A. niger cell growth and pectinase production under different cultivation conditions
| Parameters | Shake Flask | Bioreactor | |||
|---|---|---|---|---|---|
| Un-optimized Medium | Optimized Medium | Batch | Fed-batch | ||
| Controlled pH | Uncontrolled pH | ||||
| Xmax (g/L) | 2.26 | 2.29 | 3.28 | 2.38 | 6.58 |
| μ (h−1) | 0.01 | 0.01 | 0.01 | 0.01 | n.d. |
| Pecmax (U/mL) | 27.2 (60 h) | 76.35 (36 h) | 109.63 (84 h) | 99.55 (84 h) | 450 (108 h) |
| QPec (U/mL/h) | 0.57 | 2.12 | 0.86 | 0.94 | 7.33 |
| 12,517 (48 h) | 38,270 (36 h) | 46,283 (42 h) | 43,760 (84 h) | 75,762 (94 h) | |
n.d. Not determined
Xmax: maximal cell dry weight, μ: specific growth rate; Pecmax: maximal pectinase production; QPec: pectinase production rate; YPec/X: yield of pectinase on biomass