| Literature DB >> 26019590 |
Honghui Wang1, Jiachuan Pan2, Jing Wang1, Nan Wang1, Jie Zhang1, Qiang Li3, Dan Wang1, Xiaohua Zhou1.
Abstract
Succinic acid (1,4-butanedioic acid) is identified as one of important building-block chemicals. Xylose mother liquor is an abundant industrial residue in xylitol biorefining industry. In this study, xylose mother liquor was utilized to produce succinic acid by recombinant Escherichia coli strain SD121, and the response surface methodology was used to optimize the fermentation media. The optimal conditions of succinic acid fermentation were as follows: 82.62 g L-1 total initial sugars, 42.27 g L-1 MgCO3 and 17.84 g L-1 yeast extract. The maximum production of succinic acid was 52.09 ± 0.21 g L-1 after 84 h with a yield of 0.63 ± 0.03 g g-1 total sugar, approaching the predicted value (53.18 g L-1). It was 1.78-fold of the production of that obtained with the basic medium. This was the first report on succinic acid production from xylose mother liquor by recombinant E. coli strains with media optimization using response surface methodology. This work suggested that the xylose mother liquor could be an alternative substrate for the economical production of succinic acid by recombinant E. coli strains.Entities:
Keywords: Escherichia coli; fermentation; response surface methodology; succinic acid; xylose mother liquor
Year: 2014 PMID: 26019590 PMCID: PMC4433926 DOI: 10.1080/13102818.2014.952501
Source DB: PubMed Journal: Biotechnol Biotechnol Equip ISSN: 1310-2818 Impact factor: 1.632
Factor levels of PBD for screening of significant variables affecting succinic acid production and corresponding results.a
| Run no. | A | B | C | D | E | F | G | H | I | Succinic acid production (g L−1) |
|---|---|---|---|---|---|---|---|---|---|---|
| 1 | −1 (50)b | −1 (20) | −1 (0.3) | −1 (20) | −1 (8) | −1 (0.3) | −1 (4) | −1 (2) | −1 (0.2) | 26.65 ± 0.28 c |
| 2 | 1 (70) | −1 (20) | 1 (0.5) | 1 (25) | 1 (12) | −1 (0.3) | −1 (4) | −1 (2) | 1 (0.4) | 32.52 ± 0.42 |
| 3 | 1 (70) | 1 (30) | −1 (0.3) | −1 (20) | −1 (8) | 1 (0.6) | −1 (4) | 1 (4) | 1 (0.4) | 38.61 ± 0.31 |
| 4 | −1 (50) | −1 (20) | 1 (0.5) | −1 (20) | 1 (12) | 1 (0.6) | −1 (4) | 1 (4) | 1 (0.4) | 31.11 ± 0.41 |
| 5 | −1 (50) | 1 (30) | 1 (0.5) | 1 (25) | −1 (8) | −1 (0.3) | −1 (4) | 1 (4) | −1 (0.2) | 29.57 ± 0.25 |
| 6 | 1 (70) | −1 (20) | −1 (0.3) | −1 (20) | 1 (12) | −1 (0.3) | 1 (7) | 1 (4) | −1 (0.2) | 32.82 ± 0.11 |
| 7 | 1 (70) | −1 (20) | 1 (0.5) | 1 (25) | −1 (8) | 1 (0.6) | 1 (7) | 1 (4) | −1 (0.2) | 28.49 ± 0.26 |
| 8 | 1 (70) | 1 (30) | 1 (0.5) | −1 (20) | −1 (8) | −1 (0.3) | 1 (7) | −1 (2) | 1 (0.4) | 31.67 ± 0.28 |
| 9 | −1 (50) | −1 (20) | −1 (0.3) | 1 (25) | −1 (8) | 1 (0.6) | 1 (7) | −1 (2) | 1 (0.4) | 27.81 ± 0.33 |
| 10 | 1 (50) | 1 (30) | −1 (0.3) | 1 (25) | 1 (12) | 1 (0.6) | −1 (4) | −1 (2) | −1 (0.2) | 41.64 ± 0.48 |
| 11 | −1 (50) | 1 (30) | −1 (0.3) | 1 (25) | 1 (12) | −1 (0.3) | 1 (7) | 1 (4) | 1 (0.4) | 31.52 ± 0.39 |
| 12 | −1 (50) | 1 (30) | 1 (0.5) | −1 (20) | 1 (12) | 1 (0.6) | 1 (7) | −1 (2) | −1 (0.2) | 32.33 ± 0.35 |
aThe two dummy variables are not shown.
bReal values (g L−1) of the factors and the corresponding coded level.
cExperiments were performed in triplicates.
ANOVA for selected factorial model of PBD.
| Source | Sum of squares | Degrees of freedom | Mean square | ||
|---|---|---|---|---|---|
| Model | 200.92 | 9 | 22.32 | 19.91 | 0.0487 |
| A | 59.67 | 1 | 59.67 | 53.23 | 0.0183 |
| B | 56.07 | 1 | 56.07 | 50.02 | 0.0194 |
| C | 14.87 | 1 | 14.87 | 13.27 | 0.0678 |
| D | 0.22 | 1 | 0.22 | 0.2 | 0.6985 |
| E | 30.53 | 1 | 30.53 | 27.23 | 0.0348 |
| F | 19.35 | 1 | 19.35 | 17.26 | 0.0533 |
| G | 19.92 | 1 | 19.92 | 17.77 | 0.0519 |
| H | 0.021 | 1 | 0.021 | 0.019 | 0.9041 |
| I | 0.25 | 1 | 0.25 | 0.23 | 0.682 |
| Residual | 2.24 | 2 | 1.12 | ||
| Cor total | 203.16 | 11 |
Experimental design and results of SA.
| Run no. | Concentration of total sugars (g L−1) | MgCO3 (g L−1) | Yeast extract (g L−1) | Yield (g L−1) |
|---|---|---|---|---|
| 1 | 70 | 30 | 12 | 40.27 ± 0.34 a |
| 2 | 75 | 35 | 14 | 43.54 ± 0.27 |
| 3 | 80 | 40 | 16 | 49.31 ± 0.31 |
| 4 | 85 | 45 | 18 | 42.76 ± 0.42 |
| 5 | 90 | 50 | 20 | 34.92 ± 0.18 |
aExperiments were performed in triplicates.
Design matrix of BBD and corresponding results.
| Run no. | X1 | X2 | X3 | Actual value (g L−1) | Predicted value (g L−1) |
|---|---|---|---|---|---|
| 1 | −1 (75) a | −1 (35) | 0 (16) | 39.33 ± 0.34 b | 39.54 |
| 2 | 1 (85) | −1 (35) | 0 (16) | 42.18 ± 0.27 | 42.36 |
| 3 | −1 (75) | 1 (45) | 0 (16) | 44.53 ± 0.31 | 44.35 |
| 4 | 1 (85) | 1 (45) | 0 (16) | 47.01 ± 0.26 | 46.80 |
| 5 | −1 (75) | 0 (40) | −1 (14) | 39.54 ± 0.45 | 39.51 |
| 6 | 1 (85) | 0 (40) | −1 (14) | 40.23 ± 0.23 | 40.24 |
| 7 | −1 (75) | 0 (40) | 1 (18) | 47.15 ± 0.34 | 47.15 |
| 8 | 1 (85) | 0 (40) | 1 (18) | 51.64 ± 0.44 | 51.68 |
| 9 | 0 (80) | −1 (35) | −1 (14) | 37.28 ± 0.21 | 37.10 |
| 10 | 0 (80) | 1 (45) | −1 (14) | 36.91 ± 0.37 | 37.12 |
| 11 | 0 (80) | −1 (35) | 1 (18) | 42.24 ± 0.26 | 42.03 |
| 12 | 0 (80) | 1 (45) | 1 (18) | 51.08 ± 0.32 | 51.26 |
| 13 | 0 (80) | 0 (40) | 0 (16) | 50.13 ± 0.42 | 50.12 |
| 14 | 0 (80) | 0 (40) | 0 (16) | 49.98 ± 0.23 | 50.12 |
| 15 | 0 (80) | 0 (40) | 0 (16) | 50.25 ± 0.19 | 50.12 |
aReal values (g L−1) of independent variables and the corresponding coded level.
bExperiments were performed in triplicates.
Figure 1. Sugar metabolism by recombinant E. coli SD121 at 48 h. (a) Xylose consumed and metabolites produced; (b) L-arabinose consumed and metabolites produced; (c) glucose consumed and metabolites produced; (d) galactose consumed and metabolites produced. The initial concentrations of sugars were in the range of 10–30 g L−1.
ANOVA for the Response Surface Quadratic Model.
| Source | Sum of squares | Degrees of freedom | Mean square | ||
|---|---|---|---|---|---|
| Model | 391.57 | 9 | 43.51 | 630.32 | <0.0001 |
| 13.81 | 1 | 13.81 | 200.04 | <0.0001 | |
| 42.78 | 1 | 42.78 | 619.80 | <0.0001 | |
| 181.93 | 1 | 181.93 | 2635.68 | <0.0001 | |
| 0.034 | 1 | 0.034 | 0.50 | 0.5128 | |
| 3.61 | 1 | 3.61 | 52.30 | 0.0008 | |
| 21.21 | 1 | 21.21 | 307.22 | <0.0001 | |
| 15.48 | 1 | 15.48 | 224.25 | <0.0001 | |
| 85.43 | 1 | 85.43 | 1237.60 | <0.0001 | |
| 43.50 | 1 | 43.50 | 630.25 | <0.0001 | |
| Residual | 0.35 | 5 | 0.069 | ||
| Lack of Fit | 0.31 | 3 | 0.10 | 5.62 | 0.1548 |
| Pure error | 0.037 | 2 | 0.018 | ||
| Cor total | 391.92 | 14 | |||
| Adj | Pred | ||||
| Adeq Precision = 67.938 |
Figure 2. Response surface curves of succinic acid production by recombinant E. coli SD121 showing interaction between (a) total sugars and MgCO3, (b) total sugars and yeast extract and (c) MgCO3 and yeast extract.
Figure 3. Fermentations using xylose mother liquor by recombinant E. coli SD121. Cells were grown in anaerobic bottles for 84 h with an initial total reductive sugar concentration of 82.62 g L−1. The error bars in the figure indicate the standard deviations (SD) among three parallel replicates.