| Literature DB >> 34620130 |
Tao Li1, Chenyi Zhan1, Gege Guo1, Zhaoxing Liu1, Ning Hao2, Pingkai Ouyang1.
Abstract
BACKGROUND: Even though tofu is a traditional Chinese food loved by Asian people the wastewater generated during the production of tofu can pollute the environment, and the treatment of this generated wastewater can increase the operating cost of the plant. In this study, the production of nattokinase could be achieved by using the nitrogen source in tofu processing wastewater (TPW) instead of using the traditional nattokinase medium. This meets the need for the low-cost fermentation of nattokinase and at the same time addresses the environmental pollution concerns caused by the wastewater. Bacillus subtilis 13,932 is, a high yielding strain of nattokinase, which is stored in our laboratory. To increase the activity of nattokinase in the tofu process wastewater fermentation medium, the medium components and culture parameters were optimized. Nattokinase with high enzymatic activity was obtained in 7 L and 100 L bioreactors when TPW was used as the sole nitrogen source catalyzed by Bacillus subtilis. Such a result demonstrates that the production of nattokinase from TPW fermentation using B. subtilis can be implemented at an industrial level.Entities:
Keywords: Bacillus subtilis; Media optimization; Nattokinase; Tofu processing wastewater
Mesh:
Substances:
Year: 2021 PMID: 34620130 PMCID: PMC8499530 DOI: 10.1186/s12896-021-00719-1
Source DB: PubMed Journal: BMC Biotechnol ISSN: 1472-6750 Impact factor: 2.563
Fig. 1Comparison of the effects of different nitrogen sources on the synthesis of nattokinase. Control: 100% TPW as nitrogen source for blank control. *Significance code: P < 0.05; **Significance code: P < 0.01.
Amino acid contents in each component
| Asp/mg/L | Ser/mg/L | Gly/mg/L | Arg/mg/L | Lys/mg/L | Glu/mg/L | His/mg/L | Leu/mg/L | |
|---|---|---|---|---|---|---|---|---|
| Supernatant 1 | 36.12 ± 1.05 | 62.75 ± 2.83 | 22.01 ± 2.16 | 21.8 ± 1.21 | 15.55 ± 0.45 | 1072.88 ± 25.38 | 2670.45 ± 9.07 | 5.39 ± 0.79 |
| Supernatant 2 | 15.34 ± 0.59 | 21.13 ± 1.80 | 8.63 ± 0.60 | 9.25 ± 0.88 | 4.71 ± 0.55 | 1061.16 ± 3.67 | 4044.52 ± 29.28 | 71.15 ± 1.55 |
| TPW | 2001.60 ± 5.09 | 955.23 ± 5.51 | 601.74 ± 3.28 | 601.90 ± 3.46 | 83.09 ± 2.66 | 1875.47 ± 19.78 | 124.59 ± 8.29 | 10.34 ± 1.06 |
Fig. 2Effects of various amino acids (a) and soy milk hydrolysate (b) on the nattokinase activity. Control: 20 g/L Tryptone as nitrogen source for blank control. *Significance code: P < 0.05; **Significance code: P < 0.01.
Experimental design and results of the Box-Behnken Design
| Factor 1 | Factor 2 | Factor 3 | Factor 4 | Enzyme activity (IU/mL) | ||
|---|---|---|---|---|---|---|
| Run | A: Glucose (g/L) | B: TPW (%) | C: MgSO4·7H2O (g/L) | D: CaCl2 (g/L) | Actual value | Predicted value |
| 1 | 22.5 | 100 | 1 | 1 | 7472.70 ± 137.28 | 7549.40 |
| 2 | 22.5 | 75 | 0.5 | 0.1 | 6863.40 ± 84.29 | 6484.19 |
| 3 | 22.5 | 100 | 0.5 | 0.55 | 7719.21 ± 69.39 | 7763.18 |
| 4 | 35 | 75 | 1 | 1 | 4637.23 ± 32.82 | 5219.90 |
| 5 | 10 | 75 | 0.5 | 0.55 | 5608.72 ± 118.44 | 5867.68 |
| 6 | 22.5 | 75 | 1 | 0.55 | 7202.28 ± 72.56 | 7045.27 |
| 7 | 22.5 | 50 | 1 | 1 | 2552.45 ± 40.53 | 2729.88 |
| 8 | 22.5 | 75 | 0.5 | 1 | 6631.05 ± 31.61 | 6298.53 |
| 9 | 22.5 | 100 | 1.5 | 0.55 | 7563.01 ± 50.01 | 7541.37 |
| 10 | 22.5 | 75 | 1 | 0.55 | 7306.88 ± 48.21 | 7045.27 |
| 11 | 22.5 | 50 | 1.5 | 0.55 | 2685.39 ± 156.66 | 2746.88 |
| 12 | 35 | 75 | 1.5 | 0.55 | 4927.65 ± 94.96 | 4905.82 |
| 13 | 22.5 | 75 | 1.5 | 1 | 6627.17 ± 75.44 | 6663.81 |
| 14 | 22.5 | 75 | 1 | 0.55 | 7163.78 ± 46.64 | 7045.27 |
| 15 | 35 | 100 | 1 | 0.55 | 6522.90 ± 55.96 | 5870.37 |
| 16 | 22.5 | 75 | 1 | 0.55 | 6900.12 ± 49.35 | 7045.27 |
| 17 | 10 | 75 | 1 | 1 | 5680.77 ± 71.76 | 5139.86 |
| 18 | 10 | 75 | 1.5 | 0.55 | 5507.49 ± 66.73 | 5462.89 |
| 19 | 10 | 50 | 1 | 0.55 | 1505.96 ± 69.34 | 1815.91 |
| 20 | 22.5 | 50 | 0.5 | 0.55 | 2586.87 ± 60.69 | 2713.96 |
| 21 | 10 | 100 | 1 | 0.55 | 6337.79 ± 52.37 | 6831.60 |
| 22 | 22.5 | 75 | 1 | 0.55 | 6653.31 ± 42.06 | 7045.27 |
| 23 | 35 | 50 | 1 | 0.55 | 1878.74 ± 55.13 | 1042.35 |
| 24 | 35 | 75 | 0.5 | 0.55 | 4408.22 ± 78.25 | 4689.94 |
| 25 | 22.5 | 75 | 1.5 | 0.1 | 5940.07 ± 78.91 | 5930.00 |
| 26 | 10 | 75 | 1 | 0.1 | 6290.44 ± 87.9 | 5813.23 |
| 27 | 22.5 | 50 | 1 | 0.1 | 2193.04 ± 137.11 | 2353.47 |
| 28 | 22.5 | 100 | 1 | 0.1 | 7317.97 ± 126.32 | 7377.67 |
| 29 | 35 | 75 | 1 | 0.1 | 3352.02 ± 175.91 | 3998.39 |
ANOVA result based on a quadratic model for the activity of nattokinase produced by Bacillus subtilis 13932
| Source | Sum of Squares | df | Mean Square | F-value | ||
|---|---|---|---|---|---|---|
| Model | 1.040E + 08 | 14 | 7.429E + 06 | 29.56 | < 0.0001 | Significant |
| A-Glucose* | 2.257E + 06 | 1 | 2.257E + 06 | 8.98 | 0.0096 | |
| B-TPW* | 7.267E + 07 | 1 | 7.267E + 07 | 289.17 | < 0.0001 | |
| C-MgSO4 | 26,763.25 | 1 | 26,763.25 | 0.1065 | 0.7490 | |
| D-CaCl2 | 2.253E + 05 | 1 | 2.253E + 05 | 0.8967 | 0.3597 | |
| AB | 8804.90 | 1 | 8804.90 | 0.0350 | 0.8542 | |
| AC | 96,304.36 | 1 | 96,304.36 | 0.3832 | 0.5458 | |
| AD | 8.976E + 05 | 1 | 8.976E + 05 | 3.57 | 0.0797 | |
| BC | 16,221.98 | 1 | 16,221.98 | 0.0645 | 0.8031 | |
| BD | 10,473.36 | 1 | 10,473.36 | 0.0417 | 0.8412 | |
| CD | 2.114E + 05 | 1 | 2.114E + 05 | 0.8410 | 0.3746 | |
| A2* | 1.573E + 07 | 1 | 1.573E + 07 | 62.61 | < 0.0001 | |
| B2* | 1.656E + 07 | 1 | 1.656E + 07 | 65.89 | < 0.0001 | |
| C2 | 4.258E + 05 | 1 | 4.258E + 05 | 1.69 | 0.2141 | |
| D2 | 1.284E + 06 | 1 | 1.284E + 06 | 5.11 | 0.0403 | |
| Residual | 3.518E + 06 | 14 | 2.513E + 05 | |||
| Lack of Fit | 3.237E + 06 | 10 | 3.237E + 05 | 4.59 | 0.0775 | Not significant |
| Pure Error | 2.818E + 05 | 4 | 70,460.26 | |||
| Cor Total | 1.075E + 08 | 28 |
* Significant at P < 0.01
Fig. 3Response surface curves showing the effects of each component in the medium on the production of nattokinase. The response curves show the interaction between different factors. a Interaction between TPW and glucose; b Interaction between MgSO4 and glucose; c Interaction between MgSO4 and TPW; d Interaction between CaCl2 and glucose; e Interaction between CaCl2 and TPW; f Interaction between MgSO4 and CaCl2
Fig. 4Effects of initial pH (a), shaking speed (b), liquid medium volume (c), and temperature (d) on nattokinase activity. a Control: pH 7, b Control: shaking speed 200 rpm, c Control: liquid medium volume 100 mL/500 mL, d Control: temperature 33 °C. *Significance code: P < 0.05; **Significance code: P < 0.01
Fig. 5Batch fermentation in 7 L and 100 L bioreactors
Cost of nitrogen source and medium required for the production of nattokinase
| Nitrogen source | Culture mode | Maximum nattokinase activity | References | Nitrogen source cost (Ton/dollar) | Medium cost (Ton/dollar) |
|---|---|---|---|---|---|
| 10 g/L yeast extract | 200 mL flask | 12.34 FU/mL | Wang et al. [ | 30–35 | 31.97–39.02 |
| 13 g/L soy peptone | 250 mL flask | 31.06 ± 0.297 FU/mL | Nguyen [ | 52.22–63.41 | 64.6–81.25 |
| 20 g/L soy peptone | 100 mL flask | 871.56 IU/mL | Zhou et al. [ | 80.33–97.55 | 90.71–117.13 |
| 10 g/L peptone + 5 g/L yeast extract | 250 mL flask | 3284 ± 58 IU/mL | Ju et al. [ | 55.16–66.27 | 78.10–89.21 |
| 55 g/L peptone | 250 mL flask | 3194.25 U/mL | Deepak et al. [ | 275.31–314.64 | 281.8–326.17 |
| 100%TPW | 500-mL flask | 7708.89 ± 133.67 IU/mL | In study | – | 19–37.92 |
Chemical parameters of TPW
| Parameter | Value |
|---|---|
| pH | 5.02 ± 0.22 |
| Total sugar (g/L) | 4.9 ± 1.05 |
| Total nitrogen (g/L) | 0.91 ± 0.36 |
| NH4+-N (g/L) | 0.026 ± 0.005 |
| Total phosphorus (g/L) | 0.127 ± 0.017 |
| BOD (g/L) | 23.7 ± 2.17 |
| COD (g/L) | 46 ± 3 |
| Solid content (g/L) | 0.045 ± 0.012 |
| Cu2+ (mg/L) | 0.73 ± 0.18 |
| Zn2+ (mg/L) | 0.29 ± 0.13 |