| Literature DB >> 30081514 |
Nur Atheera Aiza Md Razali1, Mohamad Faizal Ibrahim2, Ezyana Kamal Bahrin3, Suraini Abd-Aziz4.
Abstract
This study was conducted in order to optimise simultaneous saccharification and fermentation (SSF) for biobutanol production from a pretreated oil palm empty fruit bunch (OPEFB) by Clostridium acetobutylicum ATCC 824. Temperature, initial pH, cellulase loading and substrate concentration were screened using one factor at a time (OFAT) and further statistically optimised by central composite design (CCD) using the response surface methodology (RSM) approach. Approximately 2.47 g/L of biobutanol concentration and 0.10 g/g of biobutanol yield were obtained after being screened through OFAT with 29.55% increment (1.42 fold). The optimised conditions for SSF after CCD were: temperature of 35 °C, initial pH of 5.5, cellulase loading of 15 FPU/g-substrate and substrate concentration of 5% (w/v). This optimisation study resulted in 55.95% increment (2.14 fold) of biobutanol concentration equivalent to 3.97 g/L and biobutanol yield of 0.16 g/g. The model and optimisation design obtained from this study are important for further improvement of biobutanol production, especially in consolidated bioprocessing technology.Entities:
Keywords: Clostridium acetobutylicum ATCC 824; biobutanol; oil palm empty fruit bunch (OPEFB); optimisation; simultaneous saccharification and fermentation (SSF)
Mesh:
Substances:
Year: 2018 PMID: 30081514 PMCID: PMC6222772 DOI: 10.3390/molecules23081944
Source DB: PubMed Journal: Molecules ISSN: 1420-3049 Impact factor: 4.411
Effect of temperature (30–50 °C) on biobutanol production at initial pH 5.5, cellulase loading of 15 FPU/g-substrate and 5% (w/v) substrate on simultaneous saccharification and fermentation by Clostridium acetobutylicum ATCC 824.
| Temperature (°C) | 30 | 35 | 37 | 40 | 45 | 50 |
|---|---|---|---|---|---|---|
| Solvents and acids production | ||||||
| Biobutanol (g/L) | 1.53 ± 0.15 a | 1.96 ± 0.04 a | 1.74 ± 0.06 a | 1.55 ± 0.07 a | 0.08 ± 0.02 b | 0.07 ± 0.003 b |
| Acetic acid (g/L) | 10.97 ± 0.86 | 7.43 ± 0.50 | 7.37 ± 0.11 | 6.27 ± 0.05 | 6.72 ± 0.33 | 6.35 ± 0.25 |
| Butyric acid (g/L) | 6.86 ± 0.69 | 4.00 ± 0.45 | 3.67 ± 0.23 | 3.32 ± 0.19 | 2.65 ± 0.02 | 2.80 ± 0.47 |
| Total acetone-butanol-ethanol (ABE) concentration (g/L) | 2.01 | 2.62 | 2.74 | 2.14 | 0.08 | 0.07 |
| Total ABE yield (g ABE/g sugar) | 0.08 | 0.10 | 0.11 | 0.08 | 0.003 | 0.003 |
| Biobutanol yield (g butanol/g sugar) | 0.06 | 0.08 | 0.07 | 0.06 | 0.003 | 0.003 |
| Biobutanol productivity (g/L/h) | 0.015 | 0.02 | 0.02 | 0.016 | 0.0008 | 0.0007 |
| Final pH | 4.81 ± 0.08 | 4.92 ± 0.11 | 4.82 ± 0.09 | 4.85 ± 0.03 | 4.45 ± 0.09 | 4.95 ± 0.38 |
| Reducing sugars (g/L) | ||||||
| SSF | 3.84 ± 0.18 | 4.54 ± 0.03 | 8.38 ± 0.01 | 13.00 ± 0.79 | 19.99 ± 0.17 | 22.53 ± 0.22 |
| SO | 10.90 ± 0.93 | 19.55 ± 0.39 | 25.61 ± 0.27 | 23.49 ± 0.00 | 21.75 ± 0.26 | 16.38 ± 0.06 |
Data obtained at 96 h of fermentation; Data in the same row with different superscript letters are significantly different (p < 0.05); SSF—simultaneous saccharification and fermentation; SO—saccharification only; a, b Row means with different superscripts differ significantly (p < 0.05) within parameter means.
Effect of initial pH (4.5–7.0) on biobutanol production at 35 °C, cellulase loading of 15 FPU/g-substrate and 5% (w/v) substrate on simultaneous saccharification and fermentation by Clostridium acetobutylicum ATCC 824.
| Initial PH | 4.5 | 5.0 | 5.5 | 6.0 | 6.5 | 7.0 |
|---|---|---|---|---|---|---|
| Solvents and acids production | ||||||
| Biobutanol (g/L) | 0.25 ± 0.04 c | 1.06 ± 0.18 b | 1.96 ± 0.04 a | 1.22 ± 0.02 c | 0.64 ± 0.20 c | 0.57 ± 0.40 c |
| Acetic acid (g/L) | 3.91 ± 0.05 | 4.11 ± 0.00 | 7.43 ± 0.50 | 3.34 ± 0.17 | 3.34 ± 0.42 | 3.39 ± 0.00 |
| Butyric acid (g/L) | 4.18 ± 0.25 | 2.87 ± 0.97 | 4.00 ± 0.45 | 2.40 ± 0.27 | 2.65 ± 0.29 | 2.75 ± 0.00 |
| Total ABE concentration (g/L) | 0.46 | 1.52 | 2.62 | 1.77 | 1.05 | 0.90 |
| Total ABE yield (g ABE/g sugar) | 0.02 | 0.06 | 0.10 | 0.07 | 0.04 | 0.04 |
| Biobutanol yield (g butanol/g sugar) | 0.01 | 0.04 | 0.08 | 0.05 | 0.03 | 0.02 |
| Biobutanol productivity (g/L/h) | 0.002 | 0.02 | 0.02 | 0.01 | 0.006 | 0.006 |
| Final pH | 4.75 ± 0.29 | 4.60 ± 0.14 | 4.92 ± 0.11 | 4.60 ± 0.10 | 4.61 ± 0.14 | 4.69 ± 0.15 |
| Reducing sugars (g/L) | ||||||
| SSF | 12.46 ± 0.28 | 7.65 ± 0.14 | 4.54 ± 0.03 | 8.52 ± 0.00 | 9.49 ± 0.04 | 8.63 ± 0.03 |
| SO | 24.80 ± 0.98 | 22.67 ± 0.17 | 19.55 ± 0.39 | 17.66 ± 0.31 | 18.55 ± 1.33 | 19.30 ± 0.17 |
Data obtained at 96 h of fermentation; Data in the same row with different superscript letters are significantly different (p < 0.05); SSF—simultaneous saccharification and fermentation; SO—saccharification only; a, b, c Row means with different superscripts differ significantly (p < 0.05) within parameter means.
Effect of cellulase loading (5–30 FPU/g-substrate) on biobutanol production at 35 °C, initial pH 5.5 and 5% (w/v) substrate on simultaneous saccharification and fermentation by Clostridium acetobutylicum ATCC 824.
| Cellulase Loading (FPU/g-Substrate) | 5 | 10 | 15 | 20 | 25 | 30 |
|---|---|---|---|---|---|---|
| Solvents and acids production | ||||||
| Biobutanol (g/L) | 0.70 ± 0.10 b | 2.31 ± 0.30 a | 1.92 ± 0.05 b | 1.64 ± 0.45 b | 0.84 ± 0.25 c | 0.03 ± 0.00 c |
| Acetic acid (g/L) | 5.38 ± 0.44 | 4.75 ± 0.09 | 6.26 ± 0.27 | 4.38 ± 0.09 | 3.81 ± 0.84 | 5.97 ± 0.64 |
| Butyric acid (g/L) | 4.62 ± 0.30 | 3.53 ± 0.20 | 4.05 ± 0.36 | 4.35 ± 0.31 | 5.34 ± 0.42 | 3.74 ± 0.32 |
| Total ABE concentration (g/L) | 1.26 | 2.80 | 2.73 | 2.85 | 1.61 | 0.12 |
| Total ABE yield (g ABE/g sugar) | 0.05 | 0.11 | 0.11 | 0.11 | 0.063 | 0.005 |
| Biobutanol yield (g butanol/g sugar) | 0.03 | 0.09 | 0.07 | 0.07 | 0.033 | 0.001 |
| Biobutanol productivity (g/L/h) | 0.007 | 0.024 | 0.02 | 0.017 | 0.009 | 0.0003 |
| Final pH | 4.69 ± 0.08 | 4.78 ± 0.02 | 4.85 ± 0.08 | 4.72 ± 0.06 | 4.58 ± 0.01 | 4.55 ± 0.15 |
| Reducing sugars (g/L) | ||||||
| SSF | 0.62 ± 0.05 | 0.90 ± 0.00 | 5.91 ± 0.75 | 9.71 ± 0.13 | 11.63 ± 0.06 | 14.06 ± 0.83 |
| SO | 7.61 ± 0.79 | 11.51 ± 0.08 | 11.84 ± 0.40 | 17.91 ± 0.04 | 21.12 ± 0.95 | 22.68 ± 0.15 |
Data obtained at 96 h of fermentation; Data in the same row with different superscript letters are significantly different (p < 0.05); SSF—simultaneous saccharification and fermentation; SO—saccharification only; a, b, c Row means with different superscripts differ significantly (p < 0.05) within parameter means.
Effect of substrate concentrations (1–7% w/v) on biobutanol production at a temperature of 35 °C, initial of pH 5.5 and cellulase loading of 10 FPU/g-substrate on simultaneous saccharification and fermentation by Clostridium acetobutylicum ATCC 824.
| Substrate Concentration | 1 | 3 | 5 | 7 |
|---|---|---|---|---|
| Solvents and acids production | ||||
| Biobutanol (g/L) | 0.50 ± 0.03 c | 0.95 ± 0.01 c | 2.47 ± 0.06 a | 1.79 ± 0.03 b |
| Acetic acid (g/L) | 3.58 ± 0.16 | 4.71 ± 0.61 | 3.52 ± 0.62 | 4.51 ± 0.32 |
| Butyric acid (g/L) | 2.54 ± 0.10 | 4.93 ± 0.13 | 4.36 ± 0.34 | 5.88 ± 0.41 |
| Total ABE concentration (g/L) | 0.54 | 1.29 | 4.34 | 3.48 |
| Total ABE yield (g ABE/g sugar) | 0.02 | 0.05 | 0.17 | 0.14 |
| Biobutanol yield (g butanol/g sugar) | 0.02 | 0.04 | 0.10 | 0.07 |
| Biobutanol productivity (g/L/h) | 0.01 | 0.01 | 0.03 | 0.02 |
| Final pH | 5.29 ± 0.10 | 4.82 ± 0.01 | 4.85 ± 0.04 | 4.77 ± 0.06 |
| Reducing sugars (g/L) | ||||
| SSF | 0.48 ± 0.05 | 0.35 ± 0.20 | 1.73 ± 0.12 | 8.65 ± 2.74 |
| SO | 1.29 ± 0.72 | 12.01 ± 0.19 | 18.73 ± 0.52 | 28.20 ± 0.44 |
Data obtained at 96 h of fermentation; Data in the same row with different superscript letters are significantly different (p < 0.05); SSF—simultaneous saccharification and fermentation; SO—saccharification only; a, b, c Row means with different superscripts differ significantly (p < 0.05) within parameter means.
The analysis of variance (ANOVA) results for the response of biobutanol yield.
| Source | Sum of Squares | df | MS | F Value | ||
|---|---|---|---|---|---|---|
| Model | 0.06915 | 14 | 0.00494 | 5.62465 | 0.0010 | Significant |
| A-Temperature | 0.00050 | 1 | 0.00050 | 0.56371 | 0.4644 | |
| B-Initial pH | 0.00116 | 1 | 0.00116 | 1.32323 | 0.2680 | |
| C-Cellulase loading | 0.00001 | 1 | 0.00001 | 0.00802 | 0.9298 | |
| D-Substrate conc. | 0.00004 | 1 | 0.00004 | 0.03990 | 0.8444 | |
| AC | 0.00047 | 1 | 0.00047 | 0.53868 | 0.4743 | |
| AD | 0.00064 | 1 | 0.00064 | 0.72600 | 0.4076 | |
| BC | 0.00092 | 1 | 0.00092 | 1.04199 | 0.3235 | |
| CD | 0.00028 | 1 | 0.00028 | 0.31948 | 0.5803 | |
| A2 | 0.02312 | 1 | 0.02312 | 26.32385 | 0.0001 | |
| B2 | 0.02474 | 1 | 0.02474 | 28.16857 | <0.0001 | |
| C2 | 0.01841 | 1 | 0.01841 | 20.96173 | 0.0004 | |
| D2 | 0.02599 | 1 | 0.02599 | 29.59310 | <0.0001 | |
| Residual | 0.01317 | 15 | 0.00088 | - | - | Not significant |
| Lack of Fit | 0.01116 | 10 | 0.00112 | 2.76894 | 0.1362 | |
| Pure Error | 0.00201 | 5 | 0.00040 | - | - | |
| Cor Total | 0.08233 | 29 | - | - | - |
R2 = 0.8399, Adj R2 = 0.6907.
Figure 13D-surface graphs for a model for biobutanol yield at the optimum point: (a) interaction between temperature and cellulase loading, (b) interaction of temperature and substrate concentration, (c) interaction of initial pH with cellulase loading, (d) interaction of cellulase loading with substrate concentration.
Figure 2Simultaneous saccharification and fermentation (SSF) for biobutanol using oil palm empty fruit bunch by Clostridium acetobutylicum ATCC 824 at 35 °C, initial pH 5.5, cellulase loading of 15 FPU/g-substrate and 5% (w/v) oil palm empty fruit bunch (OPEFB) fibres. (a) The time courses for reducing sugar in SSF and SO and pH in the SSF system and (b) The ABE and acids concentration obtained from SSF process.
Comparison studies of biobutanol production through SSF process from various substrates.
| Clostridium Strain | Temp. (°C) | Initial PH | Substrate Conc. (g/L) | Sugar | Cellulase Loading | Biobutanol Conc. (g/L) | Biobutanol Yield | Biobutanol Productivity (g/L/h) | References | |
|---|---|---|---|---|---|---|---|---|---|---|
| (g/g) (Biobutanol/Sugar) | (g/g) | |||||||||
| 37 | 5.0 | 50 g/L Wood chips | 25 | 7.8 mg protein/g of substrate | 7.77 | 0.31 | 0.16 | 0.05 | [ | |
| 37 | 6.6 | 40 g/L Corncob | 8 | 10 FPU/g-substrate | 2.00 | 0.25 | 0.05 | 0.03 | [ | |
|
| 36 | 6.7 | 58 g/L Avicel | 60 | 20 FPU/g of glucan | 9.50 | 0.16 | 0.16 | 0.08 | [ |
| 6.7 | 74 g/L De-ashed paper mill sludge | 71 | 10 FPU/g of glucan | 9.70 | 0.14 | 0.13 | 0.08 | |||
| 35 | 5.5 | 50 g/L OPEFB | 25 | 15 FPU/g-substrate | 3.97 | 0.16 | 0.08 | 0.03 | This study | |