| Literature DB >> 28330258 |
Elya Mufidah1, Mamoru Wakayama2.
Abstract
This study investigated the optimization of D-lactic acid production from unutilized biomass, specifically banana peel and corncob by multiple parallel fermentation (MPF) with Leuconostoc mesenteroides and Aspergillus awamori. The factors involved in MPF that were assessed in this study comprised banana peel and corncob, KH2PO4, Tween 80, MgSO4·7H2O, NaCl, yeast extract, and diammonium hydrogen citrate to identify the optimal concentration for D-lactic acid production. Optimization of these component factors was performed using the Taguchi method with an L8 orthogonal array. The optimal concentrations for the effectiveness of MPF using biomass substrates were as follows: (1) banana peel, D-lactic acid production was 31.8 g/L in medium containing 15 % carbon source, 0.5 % KH2PO4, 0.1 % Tween 80, 0.05 % MgSO4·7H2O, 0.05 % NaCl, 1.5 % yeast extract, and 0.2 % diammonium hydrogen citrate. (2) corncob, D-lactic acid production was 38.3 g/L in medium containing 15 % of a carbon source, 0.5 % KH2PO4, 0.1 % Tween 80, 0.05 % MgSO4·7H2O, 0.1 % NaCl, 1.0 % yeast extract, and 0.4 % diammonium hydrogen citrate. Thus, both banana peel and corncob are unutilized potential resources for D-lactic acid production. These results indicate that MPF using L. mesenteroides and A. awamori could constitute part of a potential industrial application of the currently unutilized banana peel and corncob biomass for D-lactic acid production.Entities:
Keywords: Banana peel; Corncob; D-Lactic acid; Leuconostoc mesenteroides; Multiple parallel fermentation; Optimization
Year: 2016 PMID: 28330258 PMCID: PMC5007222 DOI: 10.1007/s13205-016-0499-2
Source DB: PubMed Journal: 3 Biotech ISSN: 2190-5738 Impact factor: 2.406
Condition of factors and its level (a) and experimental design using L8 (27) orthogonal array (b) of Taguchi method for multiple parallel fermentation using banana peel and corncob as carbon sources
| (a) Factors | Level 1 | Level 2 |
|---|---|---|
| X1. Banana peel (a), corncob (b); (%) | 10 | 15 |
| X2. KH2PO4 (%) | 0.5 | 1 |
| X3. NaCl (%) | 0.05 | 0.1 |
| X4. Tween 80 (%) | 0.05 | 0.1 |
| X5. Yeast extract (%) | 1 | 1.5 |
| X6. MgSO4·7H2O (%) | 0.05 | 0.1 |
| X7. Diammonium hydrogen citrate (%) | 0.2 | 0.1 |
The number (1 and 2) below each factor (X1–X7) indicates the level of each factor described in Table 1b
The values of signal-to-noise ratio (S/N ratio) represent the mean ± SD (n = 3)
In signal-to-noise ratio, characteristic types of LTB (larger the better) means the highest value is the best of quality (Ravella et al. 2008)
The factors and their values were determined based on triplicate experiments (n = 3)
X1–X7 are name of each factor, XI: carbon source; abanana peel concentration; bcorncob concentration, X2 KH2PO4, X3 NaCl, X4 Tween 80, X5 yeast extract, X6 MgSO4·7H2O, X7 diammonium hydrogen citrate
Fig. 1Effect of pretreatment of banana peel and corncob biomass substrates on d-lactic acid production. The results are expressed as d-lactic acid production (g/L) in multiple parallel fermentation using A. awamori NBRC 4388. The growth medium for cultivation is described in the text. After 36-h hydrolysis by A. awamori NBRC 4388, followed by inoculation of L. mesenteroides NBRC 3832 to d-lactic acid production by MPF, then cultivation was carried out with rotary shakers at 30 °C. The values represent the mean ± SD (n = 3)
Analysis of variance (ANOVA) for d-lactic acid production using banana peel (a) and corncob (b)
| (a) Col/factors | DOF (f) | Sum of sqrs (S) | Variance (V) | F-ratio (F) | Pure sum (S’) | Percent P (%) |
|---|---|---|---|---|---|---|
| Banana peel | 1 | 1575.693 | 1575.693 | 24428.458 | 1575.629 | 97.197 |
| KH2PO4 | 1 | 11.599 | 11.599 | 179.838 | 11.535 | 0.711 |
| NaCl | 1 | 0.949 | 0.949 | 14.723 | 0.885 | 0.054 |
| Tween 80 | 1 | 2.577 | 2.577 | 39.965 | 2.513 | 0.155 |
| Yeast extract | 1 | 2.775 | 2.775 | 43.03 | 2.711 | 0.167 |
| MgSO4·7H2O | 1 | 25.662 | 25.662 | 397.85 | 25.597 | 1.579 |
| Diammonium hydrogen citrate | 1 | 0.765 | 0.765 | 11.868 | 0.701 | 0.043 |
| Error | 16 | 1.031 | 0.064 | 0.094 | ||
| Total | 23 | 1621.056 | 100.00 |
Optimal condition and performance in validation of d-lactic acid production using banana peel (a) and corncob (b)
| (a) Factors (%) | Level description | Level | Contribution (g/L) |
|---|---|---|---|
| Banana peel | 15 | 2 | 8.102 |
| KH2PO4 | 0.5 | 1 | 0.695 |
| NaCl | 0.05 | 1 | 0.198 |
| Tween 80 | 0.1 | 2 | 0.327 |
| Yeast extract | 1.5 | 2 | 0.340 |
| MgSO4·7H2O | 0.05 | 1 | 1.034 |
| Diammonium hydrogen citrate | 0.2 | 1 | 0.178 |
| Total contribution from all factors | 10.870 | ||
| Current grand average of performance | 20.490 | ||
| Expected result at optimum condition | 31.364 | ||
| Validation result | 31.840 | ||
All calculations and analysis were performed using Qualitek-4 software for automatic design