| Literature DB >> 28352520 |
Julalak Chuprom1, Preeyanuch Bovornreungroj1, Mehraj Ahmad2, Duangporn Kantachote1, Sawitree Dueramae1.
Abstract
A new potent halophilic protease producer, Halobacterium sp. strain LBU50301 was isolated from salt-fermented fish samples (budu) and identified by phenotypic analysis, and 16S rDNA gene sequencing. Thereafter, sequential statistical strategy was used to optimize halophilic protease production from Halobacterium sp. strain LBU50301 by shake-flask fermentation. The classical one-factor-at-a-time (OFAT) approach determined gelatin was the best nitrogen source. Based on Plackett-Burman (PB) experimental design; gelatin, MgSO4·7H2O, NaCl and pH significantly influenced the halophilic protease production. Central composite design (CCD) determined the optimum level of medium components. Subsequently, an 8.78-fold increase in corresponding halophilic protease yield (156.22 U/mL) was obtained, compared with that produced in the original medium (17.80 U/mL). Validation experiments proved the adequacy and accuracy of model, and the results showed the predicted value agreed well with the experimental values. An overall 13-fold increase in halophilic protease yield was achieved using a 3 L laboratory fermenter and optimized medium (231.33 U/mL).Entities:
Keywords: Gelatin; Halobacterium sp. strain; Halophilic protease; Response surface methodology
Year: 2016 PMID: 28352520 PMCID: PMC5040864 DOI: 10.1016/j.btre.2016.02.004
Source DB: PubMed Journal: Biotechnol Rep (Amst) ISSN: 2215-017X
Range of variables of the Plackett–Burman design.
| Symbol code | Variables | Units | Experimental values | |
|---|---|---|---|---|
| Low (−1) | High (+1) | |||
| Gelatin | g/L | 10.0 | 20.0 | |
| CaCl2·2H2O | g/L | 0.1 | 0.2 | |
| MgSO4·7H2O | g/L | 5.0 | 10.0 | |
| KCl | g/L | 2.5 | 5.0 | |
| NaCl | % (w/v) | 25.0 | 28.0 | |
| pH | 7.0 | 9.0 | ||
| Temperature | °C | 30.0 | 37.0 | |
| Inoculum size | % (v/v) | 5.0 | 10.0 | |
Plackett–Burman experimental design for screening of the medium components and fermentation conditions that affected the actual and predicted halophilic protease production (U/mL).
| STD order | Coded variable level | Halophilic protease production (U/mL) | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Actual | Predicted | |||||||||
| 1 | +1 | −1 | +1 | −1 | −1 | −1 | +1 | +1 | 97.67 | 93.87 |
| 2 | +1 | +1 | −1 | +1 | −1 | −1 | −1 | +1 | 83.70 | 83.02 |
| 3 | −1 | +1 | +1 | −1 | +1 | −1 | −1 | −1 | 62.93 | 62.48 |
| 4 | +1 | −1 | +1 | +1 | −1 | +1 | −1 | −1 | 96.78 | 102.09 |
| 5 | +1 | +1 | −1 | +1 | +1 | −1 | +1 | −1 | 87.20 | 92.11 |
| 6 | +1 | +1 | +1 | −1 | +1 | +1 | −1 | +1 | 111.33 | 111.18 |
| 7 | −1 | +1 | +1 | +1 | −1 | +1 | +1 | −1 | 60.60 | 61.61 |
| 8 | −1 | −1 | +1 | +1 | +1 | −1 | +1 | +1 | 64.40 | 62.48 |
| 9 | −1 | −1 | −1 | +1 | +1 | +1 | −1 | +1 | 56.67 | 59.85 |
| 10 | +1 | −1 | −1 | −1 | +1 | +1 | +1 | −1 | 105.90 | 100.33 |
| 11 | −1 | +1 | −1 | −1 | −1 | +1 | +1 | +1 | 54.53 | 50.76 |
| 12 | −1 | −1 | −1 | −1 | −1 | −1 | −1 | −1 | 40.60 | 42.54 |
Experimental design of the steepest ascent (or descent) and corresponding responsea for halophilic protease production (U/mL).
| Run | Gelatin (g/L) | MgSO4·7H2O (g/L) | NaCl (%) | pH | Halophilic protease production (U/mL) |
|---|---|---|---|---|---|
| Base point | 15.0 | 7.5 | 26.5 | 8.0 | |
| Origin step unit | 5.0 | 2.5 | 1.5 | 1.0 | |
| Slope | 40.48 | 10.85 | 9.09 | 8.22 | |
| Proportion | 202.40 | 27.13 | 13.64 | 8.22 | |
| New unit | 4.00 | 0.54 | 0.27 | 0.16 | |
| Experiment 1 | 15.0 | 7.5 | 26.5 | 8.0 | 67.89 |
| Experiment 2 | 19.00 | 8.04 | 26.77 | 8.16 | 147.34 |
| Experiment 3 | 23.00 | 8.57 | 27.04 | 8.32 | 132.51 |
| Experiment 4 | 27.00 | 9.11 | 27.31 | 8.49 | 48.96 |
X1, Gelatin; X3, MgSO4·7H2O; X5, NaCl; X6, pH.
Zero level in the PB design in Table 1.
Range of the unity level.
Estimated coefficient ratio from Eq. (1).
Origin step unit × slope.
Proportion × 0.01976, where 0.01976 is a factor determined by the experimenter based on knowledge of the process or other practical considerations, and 0.01976 was appropriate in this example.
Levels of the factors chosen for the experimental design.
| Factor codes | Factors | Coded variable levels | ||||
|---|---|---|---|---|---|---|
| −2 | −1 | 0 | +1 | +2 | ||
| Gelatin (g/L) | 10 | 15 | 20 | 25 | 30 | |
| MgSO4·7H2O (g/L) | 1.50 | 5 | 8.5 | 12 | 15.50 | |
| NaCl (%) | 22 | 24 | 26 | 28 | 30 | |
| pH | 7.0 | 7.5 | 8.0 | 8.5 | 9.0 | |
Central composite design matrix for the experimental design along with actual and predicted responses for halophilic protease production (U/mL).
| Std | Halophilic protease production (U/mL) | |||||
|---|---|---|---|---|---|---|
| Actual | Predicted | |||||
| 1 | 0 | −1 | −1 | −1 | 45.43 | 47.18 |
| 2 | +1 | −1 | −1 | −1 | 18.00 | 17.37 |
| 3 | −1 | +1 | −1 | −1 | 45.20 | 47.50 |
| 4 | +1 | +1 | −1 | −1 | 33.60 | 37.67 |
| 5 | −1 | −1 | +1 | −1 | 100.87 | 100.92 |
| 6 | +1 | −1 | +1 | −1 | 97.67 | 97.36 |
| 7 | −1 | +1 | +1 | −1 | 126.73 | 124.69 |
| 8 | +1 | +1 | +1 | −1 | 125.40 | 125.11 |
| 9 | −1 | −1 | −1 | +1 | 29.47 | 29.13 |
| 10 | +1 | −1 | −1 | +1 | 10.53 | 13.33 |
| 11 | −1 | +1 | −1 | +1 | 20.47 | 21.54 |
| 12 | +1 | +1 | −1 | +1 | 10.40 | 9.72 |
| 13 | −1 | −1 | +1 | +1 | 101.73 | 98.42 |
| 14 | +1 | −1 | +1 | +1 | 95.80 | 92.87 |
| 15 | −1 | +1 | +1 | +1 | 99.00 | 98.28 |
| 16 | +1 | +1 | +1 | +1 | 96.67 | 96.70 |
| 17 | −2 | 0 | 0 | 0 | 39.13 | 40.51 |
| 18 | +2 | 0 | 0 | 0 | 26.27 | 25.12 |
| 19 | 0 | −2 | 0 | 0 | 56.47 | 58.15 |
| 20 | 0 | +2 | 0 | 0 | 80.13 | 78.32 |
| 21 | 0 | 0 | −2 | 0 | 1.33 | |
| 22 | 0 | 0 | +2 | 0 | 148.27 | 153.10 |
| 23 | 0 | 0 | 0 | −2 | 102.13 | 99.89 |
| 24 | 0 | 0 | 0 | +2 | 67.33 | 69.44 |
| 25 | 0 | 0 | 0 | 0 | 126.67 | 124.47 |
| 26 | 0 | 0 | 0 | 0 | 124.40 | 124.47 |
| 27 | 0 | 0 | 0 | 0 | 126.40 | 124.47 |
| 28 | 0 | 0 | 0 | 0 | 122.60 | 124.47 |
| 29 | 0 | 0 | 0 | 0 | 123.00 | 124.47 |
| 30 | 0 | 0 | 0 | 0 | 124.13 | 124.47 |
Fig. 1Colonies of Halobacterium sp. strain LBU50301 on SGC agar plate containing 25% (w/v) NaCl after incubation at 30 °C for 10 days (A and B), Micrograph of Halobacterium sp. strain LBU50301 containing gas vesicles (gv) investigated by transmission electron microscope (C).
Differential characteristics between strain LBU50301 and recognized Halobacterium species.
| Characteristic | 1 | 2 | 3 |
|---|---|---|---|
| Cell width (μm) | 0.4–0.9 | 0.5–1.0 | 0.5–1.0 |
| Cell length (μm) | 2.5–3.2 | 1.0–6.0 | 1.0–2.0 |
| Cell shape | Rods | Rods | Rods |
| Pigmentation | Red-orange | Red | Red |
| Motility | + | + | + |
| Gas vesicles | + | + | ND |
| NaCl (%, w/v) | |||
| Range | 20–30 | 20.5–30.4 | 15.2–29.8 |
| Optimum | 25 | 20.5–26.3 | 19.9–24.5 |
| Temperature (°C) | |||
| Range | 25–45 | 20–55 | 20–60 |
| Optimum | 30 | 50 | 37–40 |
| pH | |||
| Range | 5.0–9.0 | 5.5–8.0 | 5.0–8.0 |
| Optimum | 8.0 | ND | 7.0–7.5 |
| Mg2+ required | + | + | + |
| Catalase and Oxidase | + | + | + |
| Starch hydrolysis | − | − | − |
| Gelatin hydrolysis | + | + | + |
| Casein hydrolysis | + | + | + |
| Tween 80 hydrolysis | − | − | + |
| Utilization of carbohydrates | |||
| Glucose | − | − | − |
| Mannose | − | − | − |
| Galactose | − | − | − |
| Fructose | − | − | − |
| | − | − | − |
| Maltose | − | − | − |
| Sucrose | − | − | − |
| Lactose | − | − | + |
| Starch | − | − | − |
| Glycerol | + | + | + |
| Mannitol | − | − | − |
| Sorbitol | − | − | − |
Taxa: 1, Halobacterium strain LBU50301; 2, Halobacterium salinarum DSM 3754T (data from Boon and Castenholz [45]); 3, Halobacterium piscisalsi (data from Yachai et al. [46]). +, Positive; −, negative; ND, no data available.
Fig. 2Phylogenetic tree showing the relationships between strain LBU50301 and related archaeal species based on 16S rDNA gene sequences. The branching pattern was generated according to the UPGMA algorithms method. Bootstrap values were based on 1000 replicates. Bar, 0.02 substitutions per 100 nucleotide positions.
Fig. 3Effect of different nitrogen sources on cell growth and halophilic protease activity by Halobacterium sp. strain LBU50301. Samples were taken after incubation at 30 °C on a shaker incubator at 200 rpm for 6 days. Bars represent the standard deviation (n = 3). Different lowercase letters on the bars indicating cell growth (OD600nm) between different samples are significantly different (P < 0.05). Different uppercase letters on the bars indicating halphilophilic protease activity between different samples are significantly different (P < 0.05).
Identification of the significant variables for halophilic protease production by Halobacterium sp. strain LBU50301 using the Plackett–Burman design.
| Variables | Sum of squares | Degree of freedom | Mean square | ||
|---|---|---|---|---|---|
| Model | 5810.15 | 8 | 726.27 | 54.94 | 0.0036 |
| Gelatin ( | 4914.68 | 1 | 4914.68 | 371.80 | 0.003 |
| CaCl2·2H2O ( | 0.25 | 1 | 0.25 | 0.019 | 0.8994 |
| MgSO4·7H2O ( | 353.28 | 1 | 353.28 | 26.73 | 0.0140 |
| KCl ( | 46.45 | 1 | 46.45 | 3.51 | 0.1575 |
| NaCl ( | 247.98 | 1 | 247.98 | 18.76 | 0.0227 |
| pH ( | 202.62 | 1 | 202.62 | 15.33 | 0.0296 |
| Temperature ( | 27.88 | 1 | 27.88 | 2.11 | 0.2424 |
| Inoculum size ( | 17.02 | 1 | 17.02 | 1.29 | 0.3390 |
R2 = 0.9932.
Model terms are significant.
Results of the regression analysis of the second-order polynomial model for optimization of halophilic protease production.
| Source | df | Sum of squares | Mean square | ||
|---|---|---|---|---|---|
| Model | 14 | 58703.40 | 4193.10 | 451.16 | <0.0001 |
| 1 | 327.78 | 327.78 | 35.27 | <0.0001 | |
| 1 | 600.39 | 600.39 | 64.60 | <0.0001 | |
| 1 | 36262.26 | 36262.26 | 3901.62 | <0.0001 | |
| 1 | 1369.02 | 1369.02 | 147.30 | <0.0001 | |
| 1 | 14371.73 | 14371.73 | 1546.32 | <0.0001 | |
| 1 | 5400.50 | 5400.50 | 581.06 | <0.0001 | |
| 1 | 4224.28 | 4224.28 | 454.51 | <0.0001 | |
| 1 | 2705.74 | 2705.74 | 291.12 | <0.0001 | |
| 1 | 14.08 | 14.08 | 1.52 | 0.2373 | |
| 1 | 93.43 | 93.43 | 10.05 | 0.0063 | |
| 1 | 3.53 | 3.53 | 0.38 | 0.5471 | |
| 1 | 54.13 | 54.13 | 5.82 | 0.0291 | |
| 1 | 558.46 | 558.46 | 60.09 | <0.0001 | |
| 1 | 0.20 | 0.20 | 0.022 | 0.8847 | |
| Residual | 15 | 139.41 | 9.29 | ||
| Lack of fit | 10 | 125.09 | 12.51 | 4.37 | 0.0587 |
| Pure error | 5 | 14.32 | 2.86 | ||
| Cor total | 29 | 58842.81 |
R2 = 0.9976; Adj R2 = 0.9954; CV = 3.93%.
Model terms are significant.
Fig. 4Response surface 3D contour plots of halophilic protease production from Halobacterium sp. strain LBU50301; changing components are (A) gelatin and MgSO4·7H2O, (B) gelatin and NaCl, (C) gelatin and pH, (D) MgSO4·7H2O and NaCl, (E) MgSO4·7H2O and pH and (F) NaCl and pH. Other variables were kept constant.
Fig. 5Time courses of halophilic protease production (A) and cell growth (B) from Halobacterium sp. strain LBU50301 in a 3 L bioreactor with 2 L optimized medium (▲), 80 mL optimized medium in 250 mL Erlenmeyer flask (■) and 80 mL unoptimized medium in 250 mL Erlenmeyer flask (●).