| Literature DB >> 28484513 |
Asma Manzoor1,2, Javed Iqbal Qazi3, Ikram Ul Haq2, Hamid Mukhtar2, Akhtar Rasool4.
Abstract
BACKGROUND: Probiotic bacteria are becoming an important tool for improving human health, controlling diseases and enhancing immune responses. The availability of a cost effective cultivation conditions has profound effect on the efficiency and role of probiotic bacteria. Therefore the current study was conducted with an objective to develop a low cost growth medium for enhancing the biomass production of a bio-therapeutic bacterial strain Lactobacillus plantarum AS-14. In this work the isolation of Lactobacillus plantarum AS-14 bacterial strain was carried out from brinjal using cheese whey as a main carbon source. Moreover, the effect of four other nutritional factors besides cheese whey was investigated on the enhanced cell mass production by using response surface methodology (RSM).Entities:
Keywords: Cheese whey; Lactobacillus plantarum; Medium optimization; Nitrogen sources; Response surface methodology
Year: 2017 PMID: 28484513 PMCID: PMC5418682 DOI: 10.1186/s13036-017-0059-2
Source DB: PubMed Journal: J Biol Eng ISSN: 1754-1611 Impact factor: 4.355
Compositions of the media used for the growth of Lactobacillus plantarum (AS14)
| Component | Media concentration (g/l) | ||
|---|---|---|---|
| M1 | M2 | M3 | |
| Cheese whey | - | - | 75 |
| Glucose | 50 | 75 | 20 |
| Tryptone | 20 | 10 | - |
| Yeast extract | 8 | 8 | 8 |
| Corn steep liquor | 10 | 10 | 20 |
| (NH4)2SO4 | - | 15 | 20 |
| KH2PO4 | 0.2 | - | 0.2 |
| Sodium acetate | - | - | 5 |
| Tween 80 | - | 0.2 | 0.2 |
| MgSO4.7H2O | - | - | 0.05 |
| FeCl3 | 0.05 | - | 0.05 |
Optimization of five nutrient variables (X1-X5) and two operating conditions (A, B) using Taugchi’s experimental design for the production of dry cell mass
| Runs order | Nutrient variables (g/l) and operating conditions levels a | Response Dry cell mass (g/l) | ||||||
|---|---|---|---|---|---|---|---|---|
| X1 |
| X3 | X4 | X5 | A | B | ||
| 1 | 1 | 2 | 2 | 2 | 2 | 1 | 1 | 8.99 ± 0.02 |
| 2 | 3 | 1 | 3 | 4 | 2 | 2 | 1 | 9.12 ± 0.06 |
| 3 | 2 | 3 | 4 | 1 | 2 | 3 | 1 | 10.22 ± 0.04 |
| 4 | 4 | 1 | 4 | 2 | 3 | 4 | 1 | 13.47 ± 0.12 |
| 5 | 4 | 4 | 1 | 3 | 2 | 1 | 2 | 13.01 ± 0.01 |
| 6 | 3 | 2 | 2 | 3 | 1 | 2 | 2 | 8.21 ± 0.07 |
| 7 | 4 | 4 | 2 | 1 | 4 | 3 | 2 | 13.55 ± 0.01 |
| 8 | 2 | 1 | 3 | 3 | 4 | 4 | 2 | 11.32 ± 0.05 |
| 9 | 1 | 3 | 3 | 3 | 3 | 2 | 3 | 10.91 ± 0.05 |
| 10 | 2 | 2 | 4 | 4 | 3 | 2 | 3 | 11.21 ± 0.07 |
| 11 | 2 | 4 | 2 | 2 | 1 | 2 | 3 | 12.87 ± 0.06 |
| 12 | 1 | 4 | 2 | 4 | 4 | 2 | 3 | 12.71 ± 0.06 |
| 13 | 1 | 4 | 1 | 1 | 3 | 3 | 1 | 11.82 ± 0.02 |
|
|
|
|
|
|
|
|
|
|
| 15 | 3 | 3 | 3 | 2 | 4 | 4 | 3 | 11.49 ± 0.08 |
| 16 | 1 | 1 | 2 | 1 | 1 | 3 | 4 | 8.21 ± 0.05 |
The bold data represent that experiemental run which shows maximum L. Plantarum biomass production
aX1, Glucose; X 2, Yeast extract; X3, Cheese Whey; X4, (NH4)2SO4; X5 corn steep liquor. Other composition included sodium acetate (5 g/l), MgSO4.7H2O (0.3 g/l), MnSO4.4H2O (0.04 g/l), Tween 80 (0.2 g/l)
Experimental levels of independent nutrient variable and operating conditions with their corresponding levels
| Independent Variables (g/l) | Symbol | Levels | ||||
|---|---|---|---|---|---|---|
| 1 | 2 | 3 | 4 | |||
| Production Medium Optimization | Glucose | (X1) | 5 | 10 | 15 | 20 |
| Yeast Extract | ( | 2 | 4 | 6 | 8 | |
| Cheese Whey | (X3) | 30 | 45 | 60 | 75 | |
| (NH4)2SO4 | (X4) | 5 | 10 | 15 | 20 | |
| Corn steep Liquor | (X5) | 5 | 10 | 15 | 20 | |
| Operating Conditions Optimization | pH (A) | (A) | 6.1 | 6.2 | 6.3 | 6.4 |
| Temperature°C (B) | (B) | 30 | 35 | 40 | 45 | |
Coded values and real values of the experimental variables for Box-Behnken method
| Independent Variables (g/l) | Symbol | Coded values | |||
|---|---|---|---|---|---|
| −1 (Low) | 0 (Centre) | 1 (High) | |||
| Production Medium Optimization | Glucose | (X1) | 10 | 15 | 20 |
| Yeast Extract | ( | 4 | 6 | 8 | |
| Cheese Whey | (X3) | 45 | 60 | 75 | |
| (NH4)2SO4 | (X4) | 10 | 15 | 20 | |
| Corn steep Liquor | (X5) | 10 | 15 | 20 | |
| Operating Conditions Optimization | pH | (A) | 6.2 | 6.3 | 6.4 |
| Temperature °C | (B) | 35 | 40 | 45 | |
Other composition included sodium acetate (5g/l), MgSO4.7H2O (0.3g/l), MnSO4.4H2O (0.04g/l), Tween 80 0.2
Box-Behnken design of experimental response of three nutrient variables (X1, glucose; X3, cheese Whey; X5, corn steep liquor) in terms of coded factor
| Runs order | Nutrient variables | Response Dry cell mass (g/l) | ||
|---|---|---|---|---|
| X1 |
| X3 | ||
| 1 | 0 | −1 | 0 | 13.66 ± 0.04 |
| 2 | −1 | 0 | 1 | 14.96 ± 0.07 |
| 3 | 0 | 0 | 0 | 13.28 ± 0.03 |
| 4 | −1 | 0 | 0 | 15.34 ± 0.06 |
| 5 | 0 | 1 | 1 | 15.35 ± 0.08 |
| 6 | 1 | 0 | 1 | 14.55 ± 0.01 |
| 7 | −1 | 1 | 1 | 15.12 ± 0.11 |
| 8 | 0 | 1 | −1 | 15.14 ± 0.16 |
| 9 | −1 | −1 | 0 | 15.18 ± 0.04 |
| 10 | 1 | 0 | 0 | 13.69 ± 0.06 |
| 11 | 1 | −1 | 0 | 15.25 ± 0.07 |
| 12 | 1 | 0 | −1 | 15.20 ± 0.06 |
| 13 | 0 | 1 | −1 | 14.87 ± 0.05 |
| 14 | 0 | −1 | 1 | 14.99 ± 0.08 |
|
|
|
|
|
|
| 16 | −1 | 1 | −1 | 15.17 ± 0.04 |
The bold data represent that experiemental run which shows maximum L. Plantarum biomass production
Box-Behnken design of experimental response of two operating conditions (A, B) in terms of coded factor
| Runs order | Operating conditions | Response Dry cell mass (g/l) | |
|---|---|---|---|
| A | B | ||
| 1 | 1 | 1 | 13.66 ± 0.08 |
| 2 | 0 | 1 | 14.96 ± 0.06 |
| 3 | 0 | 0 | 15.28 ± 0.01 |
| 4 | −1 | 1 | 15.44 ± 0.04 |
| 5 | −1 | 0 | 16.04 ± 0.01 |
| 6 | 0 | 1 | 14.55 ± 0.13 |
| 7 | −1 | 0 | 16.12 ± 0.06 |
| 8 | 1 | −1 | 15.14 ± 0.05 |
| 9 | −1 | 0 | 15.88 ± 0.05 |
| 10 | 0 | 0 | 14.69 ± 0.02 |
| 11 | 1 | 0 | 15.55 ± 0.02 |
| 12 | −1 | 0 | 16.20 ± 0.03 |
| 13 | 1 | −1 | 14.87 ± 0.05 |
| 14 | −1 | 1 | 15.99 ± 0.07 |
| 15 | 0 | −1 | 15.91 ± 0.06 |
| 16 | −1 | 0 | 16.17 ± 0.07 |
Analysis of variance (ANOVA) for the response surface of full quadratic model for optimization of three variables (X1, glucose; X3, Cheese Whey; X5, corn steep liquor)
| Source | Sum of Square | Degree of freedom | Mean Square | F-value |
|
|---|---|---|---|---|---|
| X1 | 70.46 | 1 | 70.46 | 1182.44 | 0.0002 |
| X1 2 | 0.021 | 1 | 0.021 | 0.345 | 0.4098 |
| X3 | 10.19 | 1 | 10.19 | 171.07 | 0.0004 |
| X3 2 | 1.160 | 1 | 1.160 | 521.321 | 0.001601 |
| X5 | 34.60 | 1 | 34.60 | 580.57 | 0.00131 |
| X5 2 | 0.029 | 1 | 0.029 | 0.551 | 0.23481 |
| X1X3 | 23.78 | 1 | 23.78 | 399.10 | 0.0001 |
| X1X5 | 23.59 | 1 | 23.50 | 395.80 | 0.0035 |
| X3X5 | 20.52 | 1 | 20.52 | 344.37 | 0.0003 |
| Lack of fit | 0.01336 | 3 | 0.004112 | 2.001 | 0.311310 |
| Pure error | 0.061 | 2 | 0.056 | ||
| Total | 184.425 | 14 |
R2: 0.9955; Adjusted R2:0.9936
Fig. 1Response surface of dry cell mass production by Lactobacillus plantarum (AS-14), showing the interaction of glucose (X1) and Cheese whey (X3) at constant levels of corn steep liquor (15 g/l) yeast extract (5 g/l), sodium acetate (5 g/l), MgSO4 7H2O (0.3 g/l), and MnSO4 4H2O (0.04 g/l)
Fig. 2Response surface of dry cell mass production by Lactobacillus plantarum (AS-14), showing the interaction of glucose (X1) and corn steep liquor (X5) at constant levels of cheese whey (60 g/l) yeast extract (5 g/l), Sodium acetate (5 g/l), MgSO4 7H2O (0.3 g/l), and MnSO4 4H2O (0.04 g/l)
Fig. 3Response surface plot in relation to temperature and pH for dry mass production
Fig. 4Comparison of dry cell mass and viable counts of Lactobacillus plantarum (AS-14) cultivated in MS medium and the optimum medium. Fermentation conditions: 5% inoculum, 40 °C, 24 h, at 100 ml medium/250 ml Hinton flask without shaking. Each value represents the mean columns are significantly different (p < 0.05) compared to MRS medium
Analysis of variance (ANOVA) for the response surface of full quadratic model for optimization of two variables (A, pH; B, Temperature)
| Source | Sum of Square | Degree of freedom | Mean Square | F-value |
|
|---|---|---|---|---|---|
| A | 43.30 | 1 | 43.30 | 38.01 | 0.0021 |
| B | 56.28 | 1 | 56.28 | 51.34 | 0.0001 |
| AB | 5.65 | 1 | 5.65 | 5.16 | 0.0493 |
| A2 | 3.45 | 1 | 3.45 | 3.15 | 0.1096 |
| B2 | 84.01 | 1 | 84.01 | 76.64 | <0.0001 |
| Lack of fit | 0.0125 | 3 | 0.00291 | 1.809 | 0.37651 |
| Pure error | 0.041 | 2 | 0.096 | ||
| Total | 192.75 | 10 |
R2: 0.9411 Adjusted R2: 0.9083