| Literature DB >> 26107389 |
Mahesh Chandra1, Inês Oro1, Suzana Ferreira-Dias2, Manuel Malfeito-Ferreira1.
Abstract
Response surface methodology (RSM) was used to study the effect of three factors, sulfur dioxide, ethanol and glucose, on the growth of wine spoilage yeast species, Zygosaccharomyces bailii, Schizosaccharomyces pombe, Saccharomycodes ludwigii and Saccharomyces cerevisiae. Seventeen central composite rotatable design (CCRD) trials were designed for each test yeast using realistic concentrations of the factors (variables) in premium red wine. Polynomial regression equations were fitted to experimental data points, and the growth inhibitory conditions of these three variables were determined. The overall results showed Sa. ludwigii as the most resistant species growing under high ethanol/free sulfur dioxide concentrations, i.e., 15% (v/v)/20 mg L-1, 14% (v/v)/32 mg L-1 and 12.5% (v/v)/40 mg L-1, whereas other yeasts did not survive under the same levels of ethanol/free sulfur dioxide concentrations. The inhibitory effect of ethanol was primarily observed during longer incubation periods, compared with sulfur dioxide, which showed an immediate effect. In some CCRD trials, Sa. ludwigii and S. cerevisiae showed growth recovery after a short death period under the exposure of 20-32 mg L-1 sulfur dioxide in the presence of 11% (v/v) or more ethanol. However, Sc. pombe and Z. bailii did not show such growth recovery under similar conditions. Up to 10 g L-1 of glucose did not prevent cell death under the sulfur dioxide or ethanol stress. This observation demonstrates that the sugar levels commonly used in wine to sweeten the mouthfeel do not increase wine susceptibility to spoilage yeasts, contrary to the anecdotal evidence.Entities:
Mesh:
Substances:
Year: 2015 PMID: 26107389 PMCID: PMC4479441 DOI: 10.1371/journal.pone.0128702
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Coded matrix of the CCRD experimental design.
| Experiment | Variable | Concentrations | ||||
|---|---|---|---|---|---|---|
| Glucose | Ethanol | SO2 | Glucose | Ethanol | SO2 | |
| (g L-1) | % (v/v) | (mg L-1) | ||||
| 1 | -1 | -1 | -1 | 3.6 | 11 | 8 |
| 2 | 1 | -1 | -1 | 8.4 | 11 | 8 |
| 3 | -1 | 1 | -1 | 3.6 | 14 | 8 |
| 4 | 1 | 1 | -1 | 8.4 | 14 | 8 |
| 5 | -1 | -1 | 1 | 3.6 | 11 | 32 |
| 6 | 1 | -1 | 1 | 8.4 | 11 | 32 |
| 7 | -1 | 1 | 1 | 3.6 | 14 | 32 |
| 8 | 1 | 1 | 1 | 8.4 | 14 | 32 |
| 9 | -1.68 | 0 | 0 | 2 | 12.5 | 20 |
| 10 | 1.68 | 0 | 0 | 10 | 12.5 | 20 |
| 11 | 0 | -1.68 | 0 | 6 | 10 | 20 |
| 12 | 0 | 1.68 | 0 | 6 | 15 | 20 |
| 13 | 0 | 0 | -1.68 | 6 | 12.5 | 0 |
| 14 | 0 | 0 | 1.68 | 6 | 12.5 | 40 |
| 15 (C) | 0 | 0 | 0 | 6 | 12.5 | 20 |
| 16 (C) | 0 | 0 | 0 | 6 | 12.5 | 20 |
| 17 (C) | 0 | 0 | 0 | 6 | 12.5 | 20 |
The 17 CCRD trials were designed to understand the interaction of sulfur dioxide, ethanol and glucose using the following realistic concentrations of each parameter in wines: 0 to 40 mg L-1 initial free sulfur dioxide, 10% to 15% (v/v) ethanol and 2 to 10 g L-1 glucose (Table 1). These ranges were selected based on previous experiments where both yeast “growth” and “no growth” were observed.
Linear and quadratic effects of glucose, sulfur dioxide and ethanol concentrations on the growth of Sc. pombe.
| Factor | Growth | |||||||
|---|---|---|---|---|---|---|---|---|
| D-2 | D-5 | D-15 | D30 | |||||
| Effect | p | Effect | p | Effect | p | Effect | p | |
| Glucose (g/L)(L) | -0.331 | 0.17993 | -1.2 | 0.079 | -0.350 | 0.575 | -0.979 | 0.456 |
| Glucose (g/L)(Q) | 2.384 | 0.000 | 2.097 | 0.014 | 1.302 | 0.089 | 1.603 | 0.282 |
| (2)Ethanol (%)(L) | -0.339 | 0.068 | -0.598 | 0.341 | -1.277 | 0.069 | -1.928 | 0.164 |
| Ethanol (%)(Q) | 2.529 | 0.000 | 2.242 | 0.011 | 1.089 | 0.143 | 2.250 | 0.146 |
| (3)Sulfur dioxide (mg/L)(L) | -1.302 | 0.000 | -1.478 | 0.039 | -1.717 | 0.023 | -0.638 | 0.623 |
| Sulfur dioxide (mg/L)(Q) | 1.022 | 0.001 | 0.420 | 0.538 | 0.223 | 0.745 | 0.522 | 0.715 |
| 1 L by 2 L | 0.439 | 0.069 | 0.621 | 0.442 | 0.025 | 0.975 | 0.208 | 0.901 |
| 1 L by 3 L | -0.427 | 0.075 | -1.382 | 0.112 | -0.038 | 0.962 | 0.024 | 0.989 |
| 2 L by 3 L | -0.178 | 0.411 | -0.269 | 0.734 | 1.309 | 0.135 | -0.118 | 0.944 |
D-2, D-5, D-15 and D-30 represent observations obtained on 2, 5, 15 and 30 days of incubation, respectively.
Fig 1Response surface fitted to experimental data points corresponding to the growth of Sc. pombe on the 5th and 30th day of observation as a function of glucose, ethanol and sulfur dioxide, in red wine CCRD experiments.
Model equations describing the response surfaces fitted to the CCRD experimental data points.
| Yeast sp. | Parameter | Model equation | R2 | R2-adj |
|---|---|---|---|---|
|
| Log10CFU 2 days | 47.733–1.706(G)+0.12(G)^2–5.68(Et)+0.20(Et)^2–0.53(S)+0.0006(S)^2+0.0236(G*E)+0.033(S*E) | 0.96 | 0.92 |
| Log10CFU 5 days | -3.200445+0.00164(G)+1.58041(Et)-0.07808(E)^2–0.18864(S)-0.00093(S)^2+0.01(Et*S) | 0.91 | 0.86 | |
| Log10CFU 15 days | 32.1504+0.00653(G)-4.20252(Et)+0.15851(E)^2–0.29682(S)+0.00385(S)^2+0.00431(Et*S) | 0.90 | 0.84 | |
| Log10CFU 30 days | 45.3711+0.02776(G)-6.27166(Et)+0.2301(E)^2–0.28049(S)+0.00225(S)^2+0.01045(Et*S) | 0.86 | 0.78 | |
|
| Log10CFU 2 days | 8.54573+0.52921(G)-0.04199(G)^2+2.1379(Et)-0.09762(Et)^2–0.25787(S)-0,00429(S)^2+0,02651(Et*S) | 0.98 | 0.92 |
| Log10CFU 5 days | 1.705+0.92166(G)-0.071(G)^2+0.000722(Et)-0.02(S)-0.00234(S)^2 | 0.92 | 0.88 | |
| Log10CFU 15 days | 44.73229+0.50528(G)-0.03698(G)^2–5.72804(Et)+0.17976(Et)^2–0.51991(S)-0.00065(S)^2+0.03869(Et*S) | 0.90 | 0.82 | |
| Log10CFU 30 days | 74.9431–0.0009(G)-10.1248(Et)+0.3458(Et)^2–0.6034(S)+0.0012(S)^2+0.0406(Et*S) | 0.93 | 0.89 | |
|
| Log10CFU 2 days | 58.9201–8.08379(Et)+0.31278(Et)^2–0.29228(S)+0.00326(S)^2) | 0.80 | 0.73 |
| Log10CFU 5 days | 15.342+1.82(G)-0.144(G)^2+3.258(Et)-0.154(Et)^2–0.0619(S)-0.0021(S)^2 | 0.79 | 0.67 | |
| Log10CFU 15 days | 17.762+0.768(G)+3.4417(Et)-0.151(Et)^2+0.219(S)-0.0452(G*S) | 0.52 | 0.31 | |
| Log10CFU 30 days | 5.26636–0.00041(G)+0.03045(Et)+0.10624(S)+0.00111(S)^2–0.01041(E*S) | 0.53 | 0.32 | |
|
| Log10CFU 2 days | 54.343+0.00196(G)2–7.179(Et)+0.272(Et)2–0.509(S)+0.00682(S)2+0.00586(Et*S) | 0.89 | 0.83 |
| Log10CFU 5 days | 92.811–0.0009(G)2–12.766(Et)+0.4707(Et)2–0.661(S)+0.0061(S)2+0.0206(Et*S) | 0.79 | 0.67 | |
| Log10CFU 15 days | 73.017–1.079(G)-8.902(Et)-0.2809(Et)2–0.6806(S)+0.00504(S) 2+0.0769(G*S)+0.0313(Et*S) | 0.52 | 0.31 | |
| Log10CFU 30 days | 60.984+0.00877(G)2–8.150(Et)+0.286(Et)2–0.167(S)+0.00325(S)2–0.00815(G*Et) | 0.82 | 0.71 |
Growth (Log10CFU) of test yeasts is represented as a function of the concentration of glucose (G), ethanol (E) and sulfur dioxide (S) and respective R2 and R2 adj.
Linear and quadratic effects of glucose, sulfur dioxide and ethanol concentrations on the growth of Z. bailii.
| Factor | Growth | |||||||
|---|---|---|---|---|---|---|---|---|
| D-2 | D-5 | D-15 | D30 | |||||
| Effect | p | Effect | p | Effect | p | Effect | p | |
| Glucose (g/L)(L) | 0.121 | 0.463 | 0.335 | 0.298 | 0.296 | 0.377 | 0.296 | 0.377 |
| Glucose (g/L)(Q) | -0.484 | 0.027 | -0.923 | 0.027 | -0.426 | 0.260 | -0.426 | 0.260 |
| (2)Ethanol (%)(L) | 0.683 | 0.003 | 0.072 | 0.816 | -1.380 | 0.003 | -1.380 | 0.003 |
| Ethanol (%)(Q) | -0.439 | 0.039 | -0.364 | 0.306 | 0.809 | 0.053 | 0.809 | 0.053 |
| (3)Sulfur dioxide (mg/L)(L) | -2.350 | 0.000 | -2.729 | 0.000 | -1.497 | 0.002 | -1.497 | 0.002 |
| Sulfur dioxide (mg/L)(Q) | -1.234 | 0.000 | -0.780 | 0.050 | -0.188 | 0.606 | -0.188 | 0.606 |
| 1 L by 2 L | 0.039 | 0.855 | -0.005 | 0.990 | 0.066 | 0.875 | 0.066 | 0.875 |
| 1 L by 3 L | 0.056 | 0.792 | -0.019 | 0.962 | -0.084 | 0.842 | -0.084 | 0.842 |
| 2 L by 3 L | 0.954 | 0.002 | 0.077 | 0.849 | 1.393 | 0.011 | 1.393 | 0.011 |
D-2, D-5, D-15 and D-30 represent observations obtained on 2, 5, 15 and 30 days of incubation, respectively.
Fig 2Response surface fitted to experimental data points corresponding to the growth of Z. bailii on the 5th and 30th day of observation as a function of glucose, ethanol and sulfur dioxide, in red wine CCRD experiments.
Linear and quadratic effects of glucose, sulfur dioxide and ethanol concentrations on the growth of Sa. ludwigii.
| Factor | Growth | |||||||
|---|---|---|---|---|---|---|---|---|
| D-2 | D-5 | D-15 | D30 | |||||
| Effect | p | Effect | p | Effect | p | Effect | p | |
| Glucose (g/L)(L) | 0.492 | 0.389 | 0.431 | 0.609 | -0.646 | 0.517 | -0.081 | 0.767 |
| Glucose (g/L)(Q) | -1.241 | 0.075 | -1.662 | 0.105 | -0.609 | 0.581 | 0.341 | 0.280 |
| (2)Ethanol (%)(L) | -0.793 | 0.182 | -1.777 | 0.063 | -1.025 | 0.315 | -0.533 | 0.082 |
| Ethanol (%)(Q) | 0.288 | 0.642 | -0.693 | 0.463 | -0.859 | 0.441 | 0.080 | 0.792 |
| (3)Sulfur dioxide (mg/L)(L) | -3.884 | 0.000 | -3.523 | 0.003 | -1.227 | 0.237 | 0.495 | 0.101 |
| Sulfur dioxide (mg/L)(Q) | -0.180 | 0.770 | -0.611 | 0.515 | -0.191 | 0.861 | 0.415 | 0.197 |
| 1 L by 2 L | -0.136 | 0.850 | -0.192 | 0.860 | 0.458 | 0.721 | 0.272 | 0.452 |
| 1 L by 3 L | 0.043 | 0.953 | -0.269 | 0.804 | -2.602 | 0.073 | 0.086 | 0.808 |
| 2 L by 3 L | 0.615 | 0.406 | 0.424 | 0.697 | -0.206 | 0.872 | -0.375 | 0.309 |
D-2, D-5, D-15 and D-30 represent observations obtained on 2, 5, 15 and 30 days of incubation, respectively.
Fig 3Response surface fitted to experimental data points corresponding to the growth of Sa. ludwigii on the 5th and 30th day of observation as a function of glucose, ethanol and sulfur dioxide, in red wine CCRD experiments.
Linear and quadratic effects of glucose, sulfur dioxide and ethanol concentrations on the growth of S. cerevisiae.
| Factor | Growth | |||||||
|---|---|---|---|---|---|---|---|---|
| D-2 | D-5 | D-15 | D30 | |||||
| Effect | p | Effect | p | Effect | p | Effect | p | |
| Glucose (g/L)(L) | 0.022 | 0.971 | -0.096 | 0.884 | -0.563 | 0.200 | -0.045 | 0.937 |
| Glucose (g/L)(Q) | 0.584 | 0.395 | 0.270 | 0.714 | 0.169 | 0.712 | 0.472 | 0.458 |
| (2)Ethanol (%)(L) | -0.747 | 0.239 | -1.756 | 0.028 | -2.371 | 0.001 | -3.126 | 0.001 |
| Ethanol (%)(Q) | 1.387 | 0.068 | 2.198 | 0.017 | 1.313 | 0.021 | 1.395 | 0.053 |
| (3)Sulfur dioxide (mg/L)(L) | -3.914 | 0.000 | -3.822 | 0.001 | -2.106 | 0.001 | -0.894 | 0.143 |
| Sulfur dioxide (mg/L)(Q) | 2.124 | 0.013 | 1.837 | 0.035 | 1.501 | 0.011 | 1.041 | 0.127 |
| 1 L by 2 L | 0.072 | 0.926 | -0.224 | 0.795 | 0.554 | 0.320 | 0.792 | 0.298 |
| 1 L by 3 L | -0.162 | 0.836 | 0.163 | 0.850 | -0.112 | 0.835 | -0.350 | 0.634 |
| 2 L by 3 L | 0.211 | 0.788 | 0.743 | 0.400 | 1.127 | 0.066 | 0.139 | 0.849 |
D-2, D-5, D-15 and D-30 represent observations obtained on 2, 5, 15 and 30 days of incubation, respectively.
Fig 4Response surface fitted to experimental data points corresponding to the growth of S. cerevisiae on the 5th and 30th day of observation as a function of glucose, ethanol and sulfur dioxide, in red wine CCRD experiments.