| Literature DB >> 30473730 |
Lauryn G Chan1, Joshua L Cohen1, Gulustan Ozturk1, Marie Hennebelle1, Ameer Y Taha1, Juliana Maria L N de Moura Bell1,2.
Abstract
BACKGROUND: Oleaginous fungi are efficient tools to convert agricultural waste streams into valuable components. The filamentous fungus Mucor circinelloides was cultivated in whey permeate, a byproduct from cheese production, to produce an oil-rich fungal biomass. Response surface methodology was used to optimize the fermentation conditions such as pH and temperature for increased biomass yield and lipid accumulation. Quantification and characterization of the fungal biomass oil was conducted.Entities:
Keywords: Bioconversion; Biomass; Fermentation; Microbial lipid; Oleaginous fungus; Optimization; Whey permeate
Year: 2018 PMID: 30473730 PMCID: PMC6237013 DOI: 10.1186/s13036-018-0116-5
Source DB: PubMed Journal: J Biol Eng ISSN: 1754-1611 Impact factor: 4.355
Variables and levels evaluated in the experimental design to optimize biomass yield and composition
| Experiments | Coded levels | Uncoded levels | ||
|---|---|---|---|---|
| pH (X1) | Temperature (°C) (X2) | pH (X1) | Temperature (°C) (X2) | |
| 1 | -1 | -1 | 3.8 | 24.0 |
| 2 | 1 | -1 | 4.5 | 24.0 |
| 3 | -1 | 1 | 3. 8 | 32.0 |
| 4 | 1 | 1 | 4. 5 | 32.0 |
| 5 | −1.41 | 0 | 3. 6 | 28.0 |
| 6 | + 1.41 | 0 | 4. 7 | 28.0 |
| 7 | 0 | −1.41 | 4. 1 | 22.4 |
| 8 | 0 | + 1.41 | 4. 1 | 33.6 |
| 9 | 0 | 0 | 4. 1 | 28.0 |
| 10 | 0 | 0 | 4. 1 | 28.0 |
| 11 | 0 | 0 | 4. 1 | 28.0 |
Fig. 1Response surface plot showing the effect of pH and fermentation time on biomass yield
Fig. 2Experimental results obtained in the optimization. Results are shown for the biomass yield (g/L) (a), sugar consumption (%) (b), oil content (%, w/wDB) (c) and protein content (%, w/wDB) (d) at 48 and 72 h of fermentation. w/wDB is the mass of the component (oil or protein)/mass of dry biomass. Temperature and pH of each experimental run: 1 = 24 °C, 3.8; 2 = 24 °C, 4.5; 3 = 32 °C, 3.8; 4 = 32 °C, 4.5; 5 = 32 °C, 4.5; 6 = 28 °C, 4.5; 7 = 28 °C, 4.7; 8 = 22.4 °C, 4.1; 9 = 33.6 °C, 4.1; 10 = 33.6 °C, 4.1; 11 = 33.6 °C, 4.1
Analysis of variance (ANOVA) of the estimated regression models for biomass yield, sugar consumption, and oil and protein contents in the fungal biomass at 72 h
| Estimated regression models | R2 | Fcal | Ftab |
|---|---|---|---|
| Estimated biomass yield (g/L) = 6.04 + 1.32 X2 | 0.82 | 40.6 | 5.12 |
| Estimated sugar consumption (%) = 62.92 + 14.56X2 | 0.88 | 68.8 | 5.12 |
| Estimated oil content (%) = 14.97 + 1.75X2 | 0.87 | 61.1 | 5.12 |
| Estimated protein content (%) = 24.62–1.07X2 | 0.78 | 31.5 | 5.12 |
Only parameters significant at p < 0.05 were used in the regression models. X2 is the coded level corresponding to temperature variable, Fcal is the calculated F-ratio (MS regression/MS residual) and Ftab is the tabulated F-value (0.95, df regression, df residual), where MS is mean square and df is degrees of freedom
Fig. 3a Biomass yield and composition and b sugar and nitrogen concentration in spent media produced from the validation experiment. Fermentations conducted at optimal conditions (pH 4.5, 33.6 °C) for 7 days. Oil and protein content expressed as %, w/wDB, where w/wDB is the mass of the component (oil or protein)/mass of dry biomass. Values sharing the same letters are not statistically different at p < 0.05
Biomass and lipid yields and yield coefficients obtained for M. circinelloides grown at optimal conditions
| t (h) | X (g/L) | P (g/L) | YX/S (g/g) | YP/S (g/g) | YP/X (g/g) | RS (g.L−1.h−1) |
|---|---|---|---|---|---|---|
| 24 | 5.93 ± 0.54 | 0.52 ± 0.03 | 0.25 ± 0.06 | 0.02 ± 0.01 | 0.09 ± 0.01 | 1.00 ± 0.26 |
| 48 | 7.34 ± 0.15 | 0.83 ± 0.00 | 0.22 ± 0.01 | 0.03 ± 0.00 | 0.11 ± 0.00 | 0.69 ± 0.02 |
| 72 | 8.32 ± 0.30 | 1.36 ± 0.07 | 0.18 ± 0.01 | 0.03 ± 0.00 | 0.16 ± 0.00 | 0.64 ± 0.00 |
| 96 | 9.09 ± 0.91 | 1.80 ± 0.37 | 0.18 ± 0.02 | 0.04 ± 0.01 | 0.20 ± 0.01 | 0.53 ± 0.00 |
| 120 | 8.87 ± 0.47 | 1.67 ± 0.19 | 0.17 ± 0.01 | 0.03 ± 0.00 | 0.19 ± 0.00 | 0.43 ± 0.00 |
| 144 | 9.00 ± 0.50 | 2.09 ± 0.21 | 0.18 ± 0.01 | 0.04 ± 0.00 | 0.23 ± 0.00 | 0.36 ± 0.00 |
| 168 | 9.03 ± 0.74 | 2.20 ± 0.25 | 0.18 ± 0.01 | 0.04 ± 0.00 | 0.24 ± 0.00 | 0.30 ± 0.00 |
Representation of biomass (∆X) and lipid yields (∆P), coefficient of biomass yield to sugar consumption (YX/S, g/g), coefficient of lipid yield to sugar consumption (YP/S, g/g), coefficient of lipid yield to biomass yield (YP/X, g/g), and rate of sugar consumption (RS, g.L−1.h−1). Fermentations conducted at pH 4.5 and 33.6 °C, with initial sugar concentration in hydrolyzed whey permeate at 51.2 g/L. Data is the mean ± standard deviation of three replicates
Lipid distribution of the intracellular oil after 96, 144 and 168 h of fermentation at optimal conditions
| Fermentation Time (h) | |||
|---|---|---|---|
| Lipid Distribution (%) | 96 | 144 | 168 |
| TAG | 88.5a | 90.9a | 92.1a |
| CE | 0.7a | 1.5a | 0.4a |
| PL | 5.8a | 4.9a | 4.5a |
| FFA | 4.9a | 2.7b | 3.0b |
Values that share the same superscript are not significantly different at p < 0.05
TAG Triacylglycerides, CE Cholesterol esters, PL Phospholipids and FFA-free fatty acids
Major fatty acids of triglycerides in M. circinelloides oil after 96, 144 and 168 h of fermentation at optimal conditions
| Fermentation Time (h) | |||
|---|---|---|---|
| Fatty Acid (%, w/w1) | 96 | 144 | 168 |
| C14:0 | 3.0a | 3.0a | 3.0a |
| C16:0 | 21.0a | 21.0a | 23.0a |
| C16:1 | 10.0a | 8.0a | 7.0a |
| C18:0 | 3.0a | 3.0a | 4.0a |
| C18:1 (cis) | 43.0a | 42.0a | 41.0a |
| C18:2 (n-6) | 7.0a | 10.0ab | 11.0b |
| C18:3 (n-6) | 9.0a | 10.0a | 9.0a |
Values that share the same superscript are not significantly different at p < 0.05
1Relative percentage (weight/weight) of the total fatty acid groups