| Literature DB >> 29882831 |
Pin-He Liu1, Céline Vrigneau2, Thomas Salmon3, Duc An Hoang4, Jean-Claude Boulet5, Sandrine Jégou6, Richard Marchal7.
Abstract
In sparkling wine cool-climate regions like Champagne, it is sometimes necessary to pick the healthy grape clusters that have a relatively low maturity level to avoid the deleterious effects of Botrytis cinerea. In such conditions, we know that classical oenological parameters (sugars, pH, total acidity) may change but there is little information concerning the impact of grape berry maturity on wine proteins and foaming properties. Therefore, healthy grapes (Chardonnay and Pinot meunier) in 2015 and 2016 were picked at different maturity levels within the range of common industrial maturity for potential alcohol content 8⁻11% v/v in the Champagne region. Base wine protein content and foamability, and oenological parameters in grape juice and their corresponding base wines, were investigated. The results showed that base wine protein contents (analyzed by the Bradford method and by electrophoresis) and foamability were higher when the grapes were riper. The Pearson’s correlation test found significant positive correlations (r = 0.890⁻0.997, p < 0.05) between Chardonnay grape berry maturity degree (MD) and base wine foamability in both vintages. Strong correlations between MD and most of the oenological parameters in grape juice and base wine were also found for the two cultivars. Under the premise of guaranteed grape health, delaying harvest date is an oenological decision capable of improving base wine protein content and foamability.Entities:
Keywords: Pearson’s correlation; base wine; foam; grape berry maturity; grape juice; protein; sparkling wine
Mesh:
Substances:
Year: 2018 PMID: 29882831 PMCID: PMC6100208 DOI: 10.3390/molecules23061372
Source DB: PubMed Journal: Molecules ISSN: 1420-3049 Impact factor: 4.411
Oenological parameters of Pinot meunier grape juices and base wines at different grape berry maturity levels.
| Parameters | S1 PM 2015 | S2 PM 2015 | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Grape Juice | Base Wine | Grape Juice | Base Wine | |||||||||
| I (26/08) | II (04/09) | III (15/09) | I | II | III | I (26/08) | II (04/09) | III (15/09) | I | II | III | |
| pH | 2.90 ± 0.01 | 2.97 ± 0.01 | 2.96 ± 0.01 | 2.73 ± 0.00 | 2.81 ± 0.01 | 2.85 ± 0.00 | 2.92 ± 0.01 | 3.08 ± 0.01 | 3.05 ± 0.01 | 2.76 ± 0.00 | 2.88 ± 0.00 | 2.93 ± 0.01 |
| TA (g/L H2SO4) | 10.8 ± 0.0 | 7.9 ± 0.0 | 8.6 ± 0.0 | 9.8 ± 0.1 | 7.6 ± 0.0 | 7.9 ± 0.0 | 10.4 ± 0.0 | 7.4 ± 0.0 | 7.8 ± 0.0 | 9.1 ± 0.0 | 6.9 ± 0.1 | 6.8 ± 0.0 |
| MA (g/L) | 10.2 ± 0.4 | 7.0 ± 0.2 | 7.2 ± 0.3 | 7.0 ± 0.4 | 5.9 ± 0.1 | 5.9 ± 0.1 | 9.7 ± 0.4 | 6.7 ± 0.3 | 6.8 ± 0.3 | 6.7 ± 0.1 | 5.6 ± 0.0 | 5.3 ± 0.0 |
| TartA (g/L) | 8.2 ± 0.3 | 7.0 ± 0.2 | 9.4 ± 0.3 | 5.5 ± 0.2 | 4.4 ± 0.1 | 5.3 ± 0.0 | 8.0 ± 0.3 | 7.1 ± 0.2 | 8.9 ± 0.3 | 5.4 ± 0.1 | 3.6 ± 0.1 | 4.5 ± 0.0 |
| Sugars (g/L) | 133.2 ± 0.5 | 167.1 ± 0.5 | 182.9 ± 0.5 | - | - | - | 133.5 ± 0.5 | 171.9 ± 0.5 | 180.1 ± 0.5 | - | - | - |
| PAC (% v/v) | 7.9 ± 0.0 | 9.9 ± 0.0 | 10.9 ± 0.0 | - | - | - | 7.9 ± 0.0 | 10.2 ± 0.0 | 10.7 ± 0.0 | - | - | - |
| Grape berry MD | 12 | 21 | 21 | - | - | - | 13 | 23 | 23 | - | - | - |
| K+ (mg/L) | 1162 ± 84 | 1179 ± 85 | 1262 ± 91 | 564 ± 6 | 484 ± 22 | 603 ± 13 | 1381 ± 99 | 1517 ± 109 | 1464 ± 105 | 542 ± 45 | 569 ± 18 | 585 ± 20 |
| Ca++ (mg/L) | 73 ± 2 | 45 ± 1 | 61 ± 2 | 53 ± 1 | 41 ± 1 | 46 ± 1 | 86 ± 3 | 51 ± 2 | 67 ± 2 | 60 ± 3 | 45 ± 0 | 53 ± 4 |
| YAN (mg/L) | 303 ± 7 | 302 ± 7 | 333 ± 8 | - | - | - | 252 ± 6 | 291 ± 7 | 331 ± 8 | - | - | - |
| NH₄⁺ (mg/L) | 148 ± 1 | 142 ± 1 | 156 ± 2 | - | - | - | 119 ± 1 | 124 ± 1 | 143 ± 1 | - | - | - |
| 155 ± 2 | 160 ± 2 | 177 ± 3 | 22 ± 1 | 21 ± 1 | 48 ± 5 | 132 ± 2 | 167 ± 3 | 188 ± 3 | 18 ± 1 | 23 ± 1 | 42 ± 5 | |
| Prot content by Bradford (mg/L eq. BSA) | - | - | - | 12.7 ± 1.6 | 17.4 ± 0.1 | 18.7 ± 0.2 | - | - | - | 11.1 ± 1.4 | 17.2 ± 0.4 | 18.8 ± 0.1 |
| Prot content by SDS–PAGE (mg/L eq. 50 kDa marker) | - | - | - | 13.07 ± 0.40 | 14.88 ± 0.10 | 17.66 ± 0.27 | - | - | - | 12.29 ± 0.06 | 15.55 ± 0.11 | 16.91 ± 0.02 |
| Gluconic acid (mg/L) | - | - | - | 15 ± 0 | 31 ± 2 | 18 ± 0 | - | - | - | 16 ± 1 | 20 ± 2 | 15 ± 1 |
| Alcohol (% v/v) | - | - | - | 11.0 ± 0.1 | 11.2 ± 0.0 | 10.9 ± 0.1 | - | - | - | 11.0 ± 0.0 | 11.2 ± 0.0 | 11.1 ± 0.0 |
TA: total acidity. MD: maturity degree, as the ratio of sugars to TA. PAC: the potential alcohol content of grape berries. MA: malic acid. TartA: tartaric acid. K+: potassium. Ca++: calcium. YAN: assimilable nitrogen content. NH4⁺: ammonium nitrogen. α-NH2: α-amino nitrogen. Prot: protein. SDS–PAGE: sodium dodecyl sulfate–polyacrylamide gel electrophoresis. S1 and S2: squeeze 1 and squeeze 2. PM: Pinot meunier. I, II, III: maturity levels. All data are given by the mean ± standard deviation of duplicate.
Oenological parameters of Chardonnay grape juices and base wines at different grape berry maturity levels.
| Parameters | S1 CH 2015 | S2 CH 2015 | S1 CH 2016 | |||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Grape Juice | Base Wine | Grape Juice | Base Wine | Grape Juice | Base Wine | |||||||||||
| I (29/08) | II (07/09) | III (17/09) | I | II | III | I (29/08) | II (07/09) | III (17/09) | I | II | III | I/II (13/09) | III (26/09) | I/II | III | |
| pH | 2.78 ± 0.1 | 2.78 ± 0.1 | 2.81 ± 0.1 | 2.64 ± 0.01 | 2.64 ± 0.00 | 2.80 ± 0.00 | 2.80 ± 0.1 | 2.80 ± 0.1 | 2.88 ± 0.1 | 2.64 ± 0.00 | 2.71 ± 0.03 | 2.84 ± 0.00 | 2.86 ± 0.03 | 2.93 ± 0.01 | 2.70 ± 0.06 | 2.81 ± 0.01 |
| TA (g/L H2SO4) | 9.9 ± 0.0 | 9.3 ± 0.0 | 7.4 ± 0.0 | 9.5 ± 0.0 | 8.9 ± 0.0 | 7.5 ± 0.1 | 9.3 ± 0.0 | 8.4 ± 0.0 | 6.9 ± 0.0 | 9.0 ± 0.0 | 8.4 ± 0.0 | 7.2 ± 0.1 | 9.9 ± 0.6 | 6.8 ± 0.2 | 9.8 ± 0.5 | 7.2 ± 0.1 |
| MA (g/L) | 8.3 ± 0.3 | 7.0 ± 0.3 | 5.2 ± 0.2 | 6.5 ± 0.2 | 5.8 ± 0.0 | 4.3 ± 0.0 | 7.7 ± 0.3 | 6.7 ± 0.3 | 5.0 ± 0.2 | 6.1 ± 0.0 | 5.5 ± 0.0 | 4.1 ± 0.0 | 9.2 ± 0.7 | 3.9 ± 0.3 | 7.0 ± 0.7 | 3.4 ± 0.1 |
| TartA (g/L) | 8.2 ± 0.3 | 8.6 ± 0.3 | 8.6 ± 0.3 | 5.8 ± 0.2 | 4.9 ± 0.1 | 6.1 ± 0.5 | 8.1 ± 0.3 | 8.1 ± 0.3 | 8.4 ± 0.3 | 5.4 ± 0.4 | 5.0 ± 0.0 | 5.6 ± 0.0 | 9.4 ± 0.1 | 7.9 ± 0.1 | 6.8 ± 0.1 | 5.4 ± 0.2 |
| Sugars (g/L) | 134.5 ± 0.5 | 157.8 ± 0.5 | 167.8 ± 0.5 | - | - | - | 135.0 ± 0.5 | 157.3 ± 0.5 | 170.6 ± 0.5 | - | - | - | 154.8 ± 4.5 | 186.8 ± 1.6 | - | - |
| PAC (% v/v) | 8.0 ± 0.0 | 9.4 ± 0.0 | 10.0 ± 0.0 | - | - | - | 8.0 ± 0.0 | 9.4 ± 0.0 | 10.1 ± 0.0 | - | - | - | 9.1 ± 0.2 | 11.1 ± 0.1 | - | - |
| Grape berry MD | 14 | 17 | 23 | - | - | - | 15 | 19 | 25 | - | - | - | 16 | 28 | - | - |
| K+ (mg/L) | 868 ± 62 | 838 ± 60 | 891 ± 64 | 427 ± 8 | 458 ± 7 | 524 ± 30 | 854 ± 61 | 879 ± 63 | 932 ± 67 | 402 ± 3 | 482 ± 13 | 540 ± 18 | 1160 ± 15 | - | 441 ± 51 | 354 ± 59 |
| Ca++ (mg/L) | 126 ± 4 | 108 ± 3 | 89 ± 3 | 99 ± 0 | 81 ± 1 | 82 ± 1 | 124 ± 4 | 94 ± 3 | 86 ± 3 | 99 ± 2 | 80 ± 3 | 77 ± 3 | 112 ± 6 | - | 110 ± 6 | 108 ± 7 |
| YAN (mg/L) | 139 ± 3 | 79 ± 2 | 177 ± 4 | - | - | - | 134 ± 3 | 93 ± 2 | 185 ± 4 | - | - | - | 218 ± 16 | 131 ± 21 | - | - |
| NH₄⁺ (mg/L) | 53 ± 1 | 24 ± 0 | 71 ± 1 | - | - | - | 53 ± 1 | 29 ± 0 | 69 ± 1 | - | - | - | 128 ± 12 | 82 ± 10 | - | - |
| 86 ± 1 | 55 ± 1 | 106 ± 2 | 12 ± 0 | 12 ± 0 | 16 ± 1 | 81 ± 1 | 65 ± 1 | 116 ± 2 | 11 ± 0 | 12 ± 0 | 16 ± 1 | 71 ± 2 | 49 ± 12 | 11 ± 1 | 9 ± 1 | |
| Prot content by Bradford (mg/L eq. BSA) | - | - | - | 7.6 ± 0.8 | 6.9 ± 0.1 | 10.1 ± 0.8 | - | - | - | 5.3 ± 0.4 | 5.8 ± 0.5 | 9.2 ± 0.4 | - | - | 3.4 ± 0.1 | 5.3 ± 0.2 |
| Prot content by SDS–PAGE (mg/L eq. 50 kDa marker) | - | - | - | 11.25 ± 0.86 | 10.69 ± 1.14 | 14.70 ± 0.56 | - | - | - | 10.25 ± 0.50 | 11.26 ± 0.58 | 16.44 ± 0.92 | - | - | 13.56 ± 0.07 | 14.59 ± 0.57 |
| Gluconic acid (mg/L) | - | - | - | 13 ± 2 | 9 ± 1 | 8 ± 1 | - | - | - | 12 ± 1 | 9 ± 1 | 9 ± 1 | - | - | 17 ± 4 | 12 ± 1 |
| Alcohol (% v/v) | - | - | - | 10.5 ± 0.0 | 11.1 ± 0.0 | 11.0 ± 0.1 | - | - | - | 10.6 ± 0.0 | 11.1 ± 0.0 | 11.1 ± 0.1 | - | - | 11.0 ± 0.1 | 11.1 ± 0.1 |
TA: total acidity. MD: maturity degree, as the ratio of sugars to TA. PAC: the potential alcohol content of grape berries. MA: malic acid. TartA: tartaric acid. K+: potassium. Ca++: calcium. YAN: assimilable nitrogen content. NH4⁺: ammonium nitrogen. α-NH2: α-amino nitrogen. Prot: protein. SDS–PAGE: sodium dodecyl sulfate–polyacrylamide gel electrophoresis. S1 and S2: squeeze 1 and squeeze 2. CH: Chardonnay. I, II, III: maturity levels. All data are given by the mean ± standard deviation of duplicate (2015) or triplicate (2016).
Pearson test correlation coefficients (r) among the oenological parameters of Pinot meunier grape juices and base wines (p < 0.05).
| Parameters | Grape Juices | Base wines | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| pH | TA (g/L H₂SO₄) | MA (g/L) | TartA (g/L) | Sugars (g/L) | PAC (% v/v) | Grape berry MD | K+ (mg/L) | Ca++ (mg/L) | YAN (mg/L) | NH4+ (mg/L) | α-NH2 (mg/L) | pH | TA (g/L H₂SO₄) | MA (g/L) | TartA (g/L) | K+ (mg/L) | Ca++ (mg/L) | α-NH2 (mg/L) | Prot Content (mg/L eq. BSA) | Prot Content (mg/L eq. 50 kDa marker) | Foamability (mm) | ||
| Grape juices | pH | 1 | |||||||||||||||||||||
| TA (g/L H₂SO₄) | −0.995 | 1 | r > 0.95 : significant positive correlation | r < −0.95 : significant negative correlation | |||||||||||||||||||
| −0.999 | |||||||||||||||||||||||
| MA (g/L) | −0.997 | 0.984 | 1 | 0.95 > r > 0.80 : high positive correlation | ‒0.95 < r < −0.80 : high negative correlation | ||||||||||||||||||
| −0.989 | 0.996 | ||||||||||||||||||||||
| TartA (g/L) | −0.132 | 0.231 | 0.056 | 1 | |||||||||||||||||||
| −0.176 | 0.123 | 0.029 | |||||||||||||||||||||
| Sugars (g/L) | 0.901 | −0.853 | −0.932 | 0.311 | 1 | ||||||||||||||||||
| 0.942 | −0.959 | −0.981 | 0.165 | ||||||||||||||||||||
| PAC (% v/v) | 0.893 | −0.844 | −0.925 | 0.327 | 1.000 | 1 | |||||||||||||||||
| 0.941 | −0.958 | −0.981 | 0.167 | 1.000 | |||||||||||||||||||
| Grapeberry MD | 0.991 | −0.973 | −0.998 | 0.000 | 0.950 | 0.945 | 1 | ||||||||||||||||
| 0.984 | −0.992 | −1.000 | 0.000 | 0.986 | 0.986 | ||||||||||||||||||
| K+ (mg/L) | 0.523 | −0.435 | −0.587 | 0.776 | 0.841 | 0.850 | 0.631 | 1 | |||||||||||||||
| 0.976 | −0.963 | −0.933 | −0.387 | 0.846 | 0.845 | 0.922 | |||||||||||||||||
| Ca++ (mg/L) | −0.890 | 0.931 | 0.852 | 0.569 | −0.604 | −0.590 | −0.822 | −0.077 | 1 | ||||||||||||||
| −0.956 | 0.939 | 0.903 | 0.457 | −0.802 | −0.801 | −0.890 | −0.997 | ||||||||||||||||
| YAN (mg/L) | 0.355 | −0.259 | −0.425 | 0.880 | 0.725 | 0.737 | 0.475 | 0.982 | 0.110 | 1 | |||||||||||||
| 0.760 | −0.794 | −0.847 | 0.506 | 0.934 | 0.935 | 0.862 | 0.600 | −0.536 | |||||||||||||||
| NH4+ (mg/L) | −0.050 | 0.151 | −0.026 | 0.997 | 0.388 | 0.404 | 0.082 | 0.825 | 0.500 | 0.916 | 1 | ||||||||||||
| 0.518 | −0.564 | −0.639 | 0.750 | 0.776 | 0.777 | 0.661 | 0.320 | −0.246 | 0.950 | ||||||||||||||
| α−NH2 (mg/L) | 0.573 | −0.487 | −0.634 | 0.737 | 0.872 | 0.880 | 0.676 | 0.998 | −0.136 | 0.970 | 0.790 | 1 | |||||||||||
| 0.849 | −0.876 | −0.917 | 0.371 | 0.977 | 0.978 | 0.929 | 0.713 | −0.657 | 0.989 | 0.892 | |||||||||||||
| Base wines | pH | 0.893 | −0.844 | −0.925 | 0.327 | 1.000 | 1.000 | 0.945 | 0.850 | −0.590 | 0.737 | 0.404 | 0.880 | 1 | |||||||||
| 0.893 | −0.916 | −0.949 | 0.286 | 0.992 | 0.993 | 0.958 | 0.773 | −0.722 | 0.971 | 0.848 | 0.996 | ||||||||||||
| TA (g/LH₂SO₄) | −1.000 | 0.994 | 0.998 | 0.126 | −0.904 | −0.896 | −0.992 | −0.529 | 0.887 | −0.361 | 0.044 | −0.578 | −0.896 | 1 | |||||||||
| −0.977 | 0.987 | 0.998 | −0.038 | −0.992 | −0.992 | −0.999 | −0.907 | 0.871 | −0.881 | −0.690 | −0.942 | −0.968 | |||||||||||
| MA (g/L) | −0.991 | 0.973 | 0.998 | 0.000 | −0.950 | −0.945 | −1.000 | −0.631 | 0.822 | −0.475 | −0.082 | −0.676 | −0.945 | 0.992 | 1 | ||||||||
| −0.928 | 0.947 | 0.973 | −0.203 | −0.999 | −0.999 | −0.979 | −0.824 | 0.778 | −0.947 | −0.800 | −0.985 | −0.996 | 0.986 | ||||||||||
| TartA (g/L) | −0.736 | 0.801 | 0.682 | 0.768 | −0.370 | −0.354 | −0.640 | 0.191 | 0.964 | 0.371 | 0.713 | 0.133 | −0.354 | 0.732 | 0.640 | 1 | |||||||
| −0.941 | 0.921 | 0.880 | 0.500 | −0.772 | −0.770 | −0.866 | −0.992 | 0.999 | −0.494 | −0.197 | −0.619 | −0.687 | 0.846 | 0.746 | |||||||||
| K+ (mg/L) | −0.323 | 0.417 | 0.250 | 0.981 | 0.120 | 0.137 | −0.195 | 0.638 | 0.719 | 0.770 | 0.961 | 0.591 | 0.137 | 0.317 | 0.195 | 0.878 | 1 | ||||||
| 0.850 | −0.878 | −0.919 | 0.368 | 0.978 | 0.978 | 0.930 | 0.715 | −0.659 | 0.988 | 0.891 | 1.000 | 0.996 | −0.943 | −0.985 | −0.621 | ||||||||
| Ca++ (mg/L) | −0.957 | 0.981 | 0.932 | 0.415 | −0.736 | −0.724 | −0.910 | −0.253 | 0.984 | −0.067 | 0.339 | −0.309 | −0.724 | 0.955 | 0.910 | 0.901 | 0.584 | 1 | |||||
| −0.927 | 0.905 | 0.861 | 0.533 | −0.747 | −0.745 | −0.846 | −0.986 | 0.996 | −0.460 | −0.160 | −0.588 | −0.658 | 0.825 | 0.720 | 0.999 | −0.591 | |||||||
| α−NH2 (mg/L) | 0.351 | −0.255 | −0.422 | 0.882 | 0.722 | 0.734 | 0.471 | 0.982 | 0.115 | 1.000 | 0.918 | 0.969 | 0.734 | −0.357 | −0.471 | 0.375 | 0.773 | −0.063 | 1 | ||||
| 0.518 | −0.564 | −0.639 | 0.750 | 0.776 | 0.777 | 0.661 | 0.320 | −0.246 | 0.950 | 1.000 | 0.892 | 0.848 | −0.690 | −0.800 | −0.197 | 0.891 | −0.160 | ||||||
| Prot content (mg/Leq.BSA) | 0.943 | −0.904 | −0.966 | 0.206 | 0.994 | 0.992 | 0.979 | 0.777 | −0.687 | 0.646 | 0.286 | 0.813 | 0.992 | −0.945 | −0.979 | −0.469 | 0.011 | −0.805 | 0.643 | 1 | |||
| 0.930 | −0.949 | −0.974 | 0.197 | 0.999 | 1.000 | 0.980 | 0.828 | −0.782 | 0.945 | 0.796 | 0.983 | 0.996 | −0.987 | −1.000 | −0.751 | 0.984 | −0.725 | 0.796 | |||||
| Prot content (mg/Leq.50kDamarker) | 0.713 | −0.638 | −0.764 | 0.601 | 0.946 | 0.952 | 0.799 | 0.971 | −0.314 | 0.909 | 0.665 | 0.983 | 0.952 | −0.717 | −0.799 | −0.050 | 0.434 | −0.478 | 0.907 | 0.906 | 1 | ||
| 0.893 | −0.916 | −0.949 | 0.286 | 0.992 | 0.993 | 0.958 | 0.773 | −0.722 | 0.971 | 0.848 | 0.996 | 1.000 | −0.968 | −0.996 | −0.687 | 0.996 | −0.658 | 0.848 | 0.996 | ||||
| Foamability (mm) | −0.120 | 0.219 | 0.043 | 1.000 | 0.323 | 0.339 | 0.013 | 0.783 | 0.559 | 0.886 | 0.998 | 0.745 | 0.339 | 0.113 | −0.013 | 0.760 | 0.978 | 0.403 | 0.888 | 0.218 | 0.611 | 1 | |
| 0.523 | −0.568 | −0.643 | 0.747 | 0.779 | 0.780 | 0.665 | 0.324 | −0.250 | 0.951 | 1.000 | 0.895 | 0.851 | −0.693 | −0.803 | −0.202 | 0.893 | −0.164 | 1.000 | 0.799 | 0.851 | |||
The correlation coefficients represent PM S1 (above) and PM S2 (below) in each grid. PM: Pinot meunier. S1 and S2: squeeze 1 and squeeze 2.
Pearson test correlation coefficients (r) among the oenological parameters of Chardonnay grape juices and base wines (p < 0.05).
| Parameters | Grape Juices | Base Wines | |||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| pH | TA (g/L H₂SO₄) | MA (g/L) | TartA (g/L) | Sugars (g/L) | PAC(% v/v) | Grape berry MD | K+ (mg/L) | Ca++ (mg/L) | YAN (mg/L) | NH4+ (mg/L) | α-NH2 (mg/L) | pH | TA (g/L H₂SO₄) | MA (g/L) | TartA (g/L) | K+ (mg/L) | Ca++ (mg/L) | α-NH2 (mg/L) | Prot content (mg/L eq. BSA) | Prot content (mg/L eq. 50 kDa marker) | Foamability (mm) | ||
| Grape juices | pH | 1 | |||||||||||||||||||||
| TA (g/L H₂SO₄) | −0.973 | 1 | r > 0.95 : significant positive correlation | r < −0.95 : significant negative correlation | |||||||||||||||||||
| −0.929 | |||||||||||||||||||||||
| −0.947 | |||||||||||||||||||||||
| MA (g/L) | −0.909 | 0.980 | 1 | 0.95 > r > 0.80 : high positive correlation | ‒0.95 < r < −0.80 : high negative correlation | ||||||||||||||||||
| −0.931 | 1.000 | ||||||||||||||||||||||
| −0.903 | 0.990 | ||||||||||||||||||||||
| TartA (g/L) | 0.500 | −0.686 | −0.816 | 1 | |||||||||||||||||||
| 1.000 | −0.929 | −0.931 | |||||||||||||||||||||
| −0.905 | 0.955 | 0.968 | |||||||||||||||||||||
| Sugars (g/L) | 0.732 | −0.869 | −0.949 | 0.956 | 1 | ||||||||||||||||||
| 0.785 | −0.959 | −0.957 | 0.785 | ||||||||||||||||||||
| 0.905 | −0.985 | −0.995 | −0.959 | ||||||||||||||||||||
| PAC (% v/v) | 0.730 | −0.867 | −0.949 | 0.957 | 1.000 | 1 | |||||||||||||||||
| 0.756 | −0.945 | −0.943 | 0.756 | 0.999 | |||||||||||||||||||
| 0.910 | −0.984 | −0.995 | −0.968 | 0.999 | |||||||||||||||||||
| Grape berry MD | 0.945 | −0.995 | −0.995 | 0.756 | 0.914 | 0.913 | 1 | ||||||||||||||||
| 0.918 | −1.000 | −0.999 | 0.918 | 0.966 | 0.954 | ||||||||||||||||||
| 0.932 | −0.995 | −0.997 | −0.974 | 0.994 | 0.995 | ||||||||||||||||||
| K+ (mg/L) | 0.826 | −0.674 | −0.514 | −0.076 | 0.219 | 0.217 | 0.595 | 1 | |||||||||||||||
| 0.949 | −0.998 | −0.998 | 0.949 | 0.940 | 0.923 | 0.996 | |||||||||||||||||
| - | - | - | - | - | - | - | |||||||||||||||||
| Ca++ (mg/L) | −0.874 | 0.962 | 0.997 | −0.858 | −0.971 | −0.970 | −0.985 | −0.447 | 1 | ||||||||||||||
| −0.663 | 0.893 | 0.891 | −0.663 | −0.984 | −0.991 | −0.906 | −0.864 | ||||||||||||||||
| - | - | - | - | - | - | - | - | ||||||||||||||||
| YAN (mg/L) | 0.795 | −0.634 | −0.468 | −0.129 | 0.167 | 0.165 | 0.552 | 0.999 | −0.399 | 1 | |||||||||||||
| 0.896 | −0.667 | −0.670 | 0.896 | 0.427 | 0.386 | 0.645 | 0.711 | −0.261 | |||||||||||||||
| −0.897 | 0.947 | 0.947 | 0.897 | −0.972 | −0.970 | −0.951 | - | - | |||||||||||||||
| NH4+ (mg/L) | 0.791 | −0.630 | −0.464 | −0.134 | 0.162 | 0.159 | 0.548 | 0.998 | −0.394 | 1.000 | 1 | ||||||||||||
| 0.803 | −0.524 | −0.529 | 0.803 | 0.261 | 0.217 | 0.500 | 0.575 | −0.086 | 0.984 | ||||||||||||||
| −0.955 | 0.952 | 0.925 | 0.897 | −0.945 | −0.946 | −0.942 | - | - | 0.976 | ||||||||||||||
| α-NH2 (mg/L) | 0.798 | −0.638 | −0.473 | −0.124 | 0.172 | 0.170 | 0.556 | 0.999 | −0.403 | 1.000 | 1.000 | 1 | |||||||||||
| 0.952 | −0.770 | −0.773 | 0.952 | 0.557 | 0.519 | 0.752 | 0.807 | −0.401 | 0.989 | 0.947 | |||||||||||||
| −0.780 | 0.807 | 0.826 | 0.794 | −0.875 | −0.876 | −0.831 | - | - | 0.942 | 0.886 | |||||||||||||
| Base wines | pH | 1.000 | −0.979 | −0.920 | 0.524 | 0.750 | 0.748 | 0.954 | 0.810 | −0.887 | 0.778 | 0.774 | 0.781 | 1 | |||||||||
| 0.935 | −1.000 | −1.000 | 0.935 | 0.953 | 0.939 | 0.999 | 0.999 | −0.885 | 0.680 | 0.540 | 0.781 | ||||||||||||
| 0.990 | −0.910 | −0.848 | −0.846 | 0.845 | 0.850 | 0.882 | - | - | −0.839 | −0.921 | −0.699 | ||||||||||||
| TA (g/L H₂SO₄) | −0.956 | 0.998 | 0.991 | −0.731 | −0.899 | −0.898 | −0.999 | −0.624 | 0.978 | −0.582 | −0.578 | −0.586 | −0.964 | 1 | |||||||||
| −0.948 | 0.998 | 0.999 | −0.948 | −0.941 | −0.925 | −0.996 | −1.000 | 0.866 | −0.708 | −0.572 | −0.805 | −0.999 | |||||||||||
| −0.949 | 0.999 | 0.989 | 0.960 | −0.987 | −0.987 | −0.995 | - | - | 0.954 | 0.961 | 0.819 | −0.910 | |||||||||||
| MA (g/L) | −0.948 | 0.996 | 0.994 | −0.750 | −0.911 | −0.910 | −1.000 | −0.602 | 0.983 | −0.559 | −0.555 | −0.563 | −0.956 | 1.000 | 1 | ||||||||
| −0.948 | 0.998 | 0.999 | −0.948 | −0.941 | −0.925 | −0.996 | −1.000 | 0.867 | −0.707 | −0.571 | −0.805 | −0.999 | 1.000 | ||||||||||
| −0.932 | 0.999 | 0.994 | 0.955 | −0.991 | −0.990 | −0.996 | - | - | 0.956 | 0.951 | 0.821 | −0.888 | 0.998 | ||||||||||
| TartA (g/L) | 0.693 | −0.509 | −0.329 | −0.277 | 0.016 | 0.013 | 0.419 | 0.979 | −0.255 | 0.988 | 0.989 | 0.988 | 0.673 | −0.452 | −0.427 | 1 | |||||||
| 0.693 | −0.376 | −0.381 | 0.693 | 0.097 | 0.052 | 0.350 | 0.432 | 0.080 | 0.942 | 0.986 | 0.881 | 0.393 | −0.428 | −0.428 | |||||||||
| −0.904 | 0.966 | 0.974 | 0.957 | −0.987 | −0.989 | −0.977 | - | - | 0.982 | 0.967 | 0.900 | −0.842 | 0.975 | 0.974 | |||||||||
| K+ (mg/L) | 0.951 | −0.997 | −0.993 | 0.743 | 0.906 | 0.905 | 1.000 | 0.611 | −0.981 | 0.568 | 0.563 | 0.572 | 0.959 | −1.000 | −1.000 | 0.437 | 1 | ||||||
| 0.818 | −0.973 | −0.972 | 0.818 | 0.998 | 0.995 | 0.979 | 0.957 | −0.973 | 0.476 | 0.313 | 0.602 | 0.969 | −0.958 | −0.958 | 0.152 | ||||||||
| −0.640 | 0.736 | 0.727 | 0.619 | −0.769 | −0.755 | −0.719 | - | - | 0.859 | 0.831 | 0.784 | −0.594 | 0.750 | 0.757 | 0.811 | ||||||||
| Ca++ (mg/L) | −0.457 | 0.649 | 0.786 | −0.999 | −0.941 | −0.941 | −0.723 | 0.125 | 0.832 | 0.177 | 0.183 | 0.172 | −0.481 | 0.697 | 0.717 | 0.324 | −0.709 | 1 | |||||
| −0.605 | 0.857 | 0.855 | −0.605 | −0.968 | −0.979 | −0.872 | −0.824 | 0.997 | −0.188 | −0.011 | −0.332 | −0.848 | 0.827 | 0.827 | 0.154 | −0.953 | |||||||
| 0.120 | 0.125 | 0.215 | 0.254 | −0.153 | −0.155 | −0.165 | - | - | −0.032 | −0.103 | −0.170 | 0.180 | 0.121 | 0.147 | 0.117 | −0.056 | |||||||
| α-NH2 (mg/L) | 1.000 | −0.973 | −0.909 | 0.500 | 0.732 | 0.730 | 0.945 | 0.826 | −0.874 | 0.795 | 0.791 | 0.798 | 1.000 | −0.956 | −0.948 | 0.693 | 0.951 | −0.457 | 1 | ||||
| 0.977 | −0.986 | −0.987 | 0.977 | 0.898 | 0.877 | 0.981 | 0.994 | −0.806 | 0.781 | 0.659 | 0.865 | 0.989 | −0.994 | −0.994 | 0.525 | 0.921 | −0.760 | ||||||
| −0.584 | 0.698 | 0.728 | 0.597 | −0.779 | −0.765 | −0.711 | - | - | 0.860 | 0.751 | 0.901 | −0.505 | 0.701 | 0.723 | 0.773 | 0.846 | −0.137 | ||||||
| Prot content | 0.979 | −0.907 | −0.805 | 0.314 | 0.578 | 0.576 | 0.859 | 0.923 | −0.757 | 0.901 | 0.899 | 0.903 | 0.973 | −0.877 | −0.864 | 0.825 | 0.869 | −0.267 | 0.979 | 1 | |||
| 0.993 | −0.966 | −0.967 | 0.993 | 0.852 | 0.827 | 0.958 | 0.980 | −0.746 | 0.837 | 0.728 | 0.909 | 0.970 | −0.979 | −0.979 | 0.604 | 0.879 | −0.694 | 0.995 | |||||
| 0.909 | −0.957 | −0.967 | −0.993 | 0.966 | 0.974 | 0.973 | - | - | −0.925 | −0.929 | −0.827 | 0.849 | −0.967 | −0.960 | −0.979 | −0.695 | −0.216 | −0.637 | |||||
| Prot content | 0.992 | −0.935 | −0.847 | 0.384 | 0.638 | 0.636 | 0.895 | 0.891 | −0.804 | 0.866 | 0.864 | 0.869 | 0.988 | −0.911 | −0.899 | 0.780 | 0.903 | −0.338 | 0.992 | 0.997 | 1 | ||
| 0.988 | −0.974 | −0.975 | 0.988 | 0.870 | 0.847 | 0.967 | 0.986 | −0.769 | 0.818 | 0.703 | 0.894 | 0.978 | −0.985 | −0.985 | 0.576 | 0.896 | −0.719 | 0.998 | 0.999 | ||||
| 0.823 | −0.855 | −0.863 | −0.834 | 0.844 | 0.847 | 0.867 | - | - | −0.759 | −0.729 | −0.681 | 0.786 | −0.839 | −0.846 | −0.766 | −0.363 | −0.088 | −0.573 | 0.784 | ||||
| Foamability (mm) | 0.968 | −1.000 | −0.984 | 0.701 | 0.879 | 0.878 | 0.997 | 0.658 | −0.968 | 0.617 | 0.613 | 0.621 | 0.975 | −0.999 | −0.997 | 0.491 | 0.998 | −0.665 | 0.968 | 0.898 | 0.928 | 1 | |
| 0.988 | −0.975 | −0.976 | 0.988 | 0.872 | 0.849 | 0.968 | 0.987 | −0.771 | 0.816 | 0.700 | 0.893 | 0.979 | −0.986 | −0.986 | 0.573 | 0.897 | −0.721 | 0.998 | 0.999 | 1.000 | |||
| 0.703 | −0.845 | −0.910 | −0.912 | 0.898 | 0.903 | 0.890 | - | - | −0.805 | −0.722 | −0.757 | 0.608 | −0.844 | −0.860 | −0.861 | −0.511 | −0.434 | −0.656 | 0.885 | 0.850 | |||
The correlation coefficients represent CH S1 2015 (above), CH S2 2015 (middle) and CH S1 2016 (below) in each grid. CH: Chardonnay. S1 and S2: squeeze 1 and squeeze 2.
Figure 1SDS–PAGE of Pinot meunier (PM) and Chardonnay (CH) Champagne base wine proteins from different grape maturity levels by silver staining.
Figure 2Concentrations of 10 major wine protein bands from Pinot meunier (PM) S1 (a) and S2 (b) base wines in vintage 2015. Error bars represent the standard deviation of three replicates.
Figure 3Concentrations of 10 major wine protein bands from Chardonnay (CH) S1 (a) and S2 (b) base wines in vintage 2015, and S1 (c) base wines in vintage 2016. Error bars represent the standard deviation of three replicates.
Figure 4Foamability of Pinot meunier (PM) and Chardonnay (CH) base wines in vintages 2015 and 2016. Error bars represent the standard deviation of three replicates.
Figure 5Principle component analysis applied to oenological parameters (a) and sample distribution (b) for Pinot meunier (PM) and Chardonnay (CH) grape juices and base wines.