| Literature DB >> 32867325 |
Juan Daniel Moreno-Olivares1, Maria José Giménez-Bañón1, Diego Fernando Paladines-Quezada1, Jose Cayetano Gómez-Martínez1, Ana Cebrián-Pérez1, Jose Ignacio Fernández-Fernández1, Juan Antonio Bleda-Sánchez1, Rocio Gil-Muñoz1.
Abstract
The aromatic profile of a wine is one of the main characteristics appreciated by consumers. Due to climate change, vineyards need to adapt to new conditions, and one of the strategies that might be followed is to develop new white varieties from Monastrell and other cultivars by means of intervarietal crosses, since white varieties are a minority in south-eastern Spain. Such crosses have already been obtained and have been seen to provide quality white wines of high acidity and with a good aromatic composition. To confirm this, a quantitative analysis was carried out during two vintages (2018 and 2019) in order to study and compare the volatile composition of Verdejo (V) wine with the aromatic composition of several wines made from different crosses between Cabernet Sauvignon (C), Syrah (S), Tempranillo (T), and Verdejo (V) with Monastrell (M), by means of headspace SPME-GC-MS analysis. Wine volatile compounds (alcohols, volatile acids, ethyl esters, terpenes, norisoprenoids, and two other compounds belonging to a miscellaneous group) were identified and quantified using a HS-SPME-GS-MS methodology. An additional sensory analysis was carried out by a qualified tasting panel in order to characterize the different wines. The results highlighted how the crosses MT103, MC69, and MC180 showed significant differences from and better quality than the Verdejo wine. These crosses produced higher concentrations of several aromatic families analyzed, which was supported by the views of the tasting panel, thus confirming their excellent aromatic potential as cultivars for producing grapes well adapted to this area for making white wines.Entities:
Keywords: HS-SPME-GC-MS, sensorial analysis; aromatic profile; crosses; white wines
Mesh:
Substances:
Year: 2020 PMID: 32867325 PMCID: PMC7503703 DOI: 10.3390/molecules25173917
Source DB: PubMed Journal: Molecules ISSN: 1420-3049 Impact factor: 4.411
Analytical parameters in must at harvest and in wine at the end of alcoholic fermentation in 2018 season.
| Verdejo | MC180 | MC69 | MS30 | MS33 | MS82 | MT103 | MV11 | MV67 | MV7 | ||
|---|---|---|---|---|---|---|---|---|---|---|---|
|
| 27 Aug* | 29 Aug | 29 Aug | 03 Sep | 28 Aug | 28 Aug | 29 Aug | 03 Sep | 30 Aug | 29 Aug | |
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| 21.73 d | 22.45 a | 22.30 b | 22.51 a | 22.24 b | 22.51 a | 22.10 c | 20.91 e | 22.54 a | 22.23 bc | *** |
|
| 3.25 h | 3.86 g | 5.95 b | 6.14 a | 3.25 h | 4.57 e | 5.14 c | 3.92 g | 4.96 d | 4.35 f | *** |
|
| 3.73 a | 3.71 ab | 3.46 d | 3.38 e | 3.66 b | 3.35 e | 3.37 e | 3.73 a | 3.55 c | 3.53 c | *** |
|
| 4.21 h | 4.08 i | 4.75 g | 6.21 a | 5.06 e | 6.12 b | 5.83 c | 4.21 h | 5.34 d | 4.94 f | *** |
|
| 2.30 e | 2.86 d | 3.77 a | 3.12 b | 2.11 g | 2.21 f | 1.91 h | 3.05 b | 2.94 c | 2.08 g | *** |
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| 12.91 h | 13.46 g | 13.68 cd | 13.62 e | 13.76 a | 13.71 bc | 13.65 de | 12.73 i | 13.75 ab | 13.57 f | *** |
|
| 3.25 c | 3.29 bc | 3.53 a | 3.29 bc | 3.15 e | 3.15 e | 3.15 e | 3.24 cd | 3.33 b | 3.18 de | *** |
|
| 7.03 e | 7.63 c | 7.03 e | 6.86 f | 6.72 g | 7.93 a | 7.21 d | 6.64 h | 6.52 i | 7.85 b | *** |
The relative standard derivation is less than 0.05 (RSD < 0.05) in all the analyses. Total acidity, tartaric acid and malic acid are measured in g L−1. * Aug: August; Sep: September.
Analytical parameters in must at harvest and in wine at the end of alcoholic fermentation in 2019 season.
| Verdejo | MC180 | MC69 | MS30 | MS33 | MS82 | MT103 | MV11 | MV67 | MV7 | ||
|---|---|---|---|---|---|---|---|---|---|---|---|
|
| 20 Aug | 26 Aug | 22 Aug | 26 Aug | 20 Aug | 26 Aug | 20 Aug | 26 Aug | 22 Aug | 26 Aug | |
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| 19.73 b | 18.24 f | 19.34 d | 17.33 h | 19.52 c | 17.74 g | 19.91 a | 19.84 a | 19.50 c | 19.15 e | *** |
|
| 5.26 f | 5.56 e | 7.38 a | 7.08 b | 4.54 h | 5.84 d | 6.25 c | 5.05 g | 5.93 d | 5.26 f | *** |
|
| 3.54 a | 3.42 bc | 3.34 cd | 3.15 e | 3.45 abc | 3.34 cd | 3.25 de | 3.53 ab | 3.46 abc | 3.44 abc | *** |
|
| 5.13 ef | 4.86 g | 5.08 f | 6.71 a | 5.22 e | 5.77 c | 6.09 b | 4.54 h | 5.60 d | 5.67 cd | *** |
|
| 3.26 b | 3.21 b | 4.22 a | 2.54 e | 1.96 h | 2.31 f | 2.77 d | 2.91 c | 2.88 cd | 2.16 g | *** |
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| 11.57 de | 10.62 f | 11.46 e | 10.04 h | 11.90 b | 10.44 g | 12.16 a | 12.03 ab | 11.71 c | 11.64 cd | *** |
|
| 3.44 a | 3.42 b | 3.40 bc | 3.09 h | 3.17 g | 3.25 f | 3.23 f | 3.33 d | 3.39 c | 3.29 e | *** |
|
| 5.64 g | 5.66 fg | 6.90 b | 7.03 a | 6.14 d | 5.77 ef | 6.12 d | 6.47 c | 5.84 e | 5.69 fg | *** |
The relative standard derivation is less than 0.05 (RSD < 0.05) in all the analyses. Total acidity, tartaric acid and malic acid are measured in g L−1. * Aug: August.
Figure 1Total concentration of volatile compounds within the different aromatic families: Acids (A), alcohols (B), esters (C), terpenes and norisoprenoids (D), and miscellaneous (E). Comparison between the different crosses and Verdejo as control, in two different seasons (2018 in black and 2019 in grey) expressed as mg/L (ppm). Different letters are specific to each year and show significant differences (ANOVA, LSD test).
Individual aromatic concentrations in wines (expressed as mgL−1) at the end of alcoholic fermentation in 2018.
| IK2 | VERDEJO | MC180 | MC69 | MS30 | MS33 | MS82 | MT103 | MV11 | MV67 | MV7 | ||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
|
| ||||||||||||
|
| 1876 | 4.05 ± 0.17 d1 | 4.05 ± 0.17 d | 5.65 ± 0.13 a | 4.85 ± 0.29 bc | 4.05 ± 0.09 d | 4.74 ± 0.04 c | 5.48 ± 0.32 a | 3.80 ± 0.13 d | 4.75 ± 0.05c | 5.15 ± 0.16 b | *** |
|
| 2092 | 3.22 ± 0.38 f | 4.50 ± 0.11 de | 5.78 ± 0.15 c | 4.65 ± 0.14 d | 4.18 ± 0.12 de | 5.93 ± 0.45 c | 7.84 ± 0.57 a | 4.04 ± 0.08 e | nd3 | 6.62 ± 0.38 b | *** |
|
| 2386 | 4.31 ± 0.07 e | 5.57 ± 0.20 bc | 5.61 ± 0.10 bc | 5.84 ± 0.47 b | 5.49 ± 0.10 bc | 5.53 ± 0.17 bc | 6.23 ± 0.34 a | 5.73 ± 0.18 b | 4.72 ± 0.17 d | 5.24 ± 0.10 c | *** |
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| 1059 | 19.85 ± 0.93 b | 12.45 ± 2.72 bc | 14.60 ± 1.54 bc | 12.74 ± 1.72 bc | 8.64 ± 0.62 c | 11.34 ± 1.55 c | 10.63 ± 1.85 c | 7.72 ± 0.62 c | 15.27 ± 5.84 bc | 28.71 ± 6.50 a | ** |
|
| 1123 | 37.71 ± 2.95 b | 33.77 ± 1.32 bcd | 22.18 ± 0.63 e | 32.50 ± 3.87 cd | 31.10 ± 2.61 d | 15.00 ± 0.63 f | 32.29 ± 4.80 cd | 20.56 ± 2.40 e | 36.73 ± 3.12 bc | 44.22 ± 3.44 a | *** |
|
| 1233 | 82.07 ± 0.78 f | 155.63 ± 5.46 ab | 115.54 ± 6.41 de | 135.10 ± 6.32 cd | 128.72 ± 6.23 cde | 134.63 ± 6.01 cd | 130.13 ± 7.27 cd | 109.65 ± 8.45 e | 143.87 ± 4.27 bc | 172.47 ± 3.80 a | *** |
|
| 1371 | 1.05 ± 0.26d | 1.94 ± 0.10 b | 1.22 ± 0.06 d | 2.17 ± 0.21 b | 1.54 ± 0.06 c | 1.95 ± 0.12 b | 2.19 ± 0.08 b | 1.96 ± 0.11 b | 2.08 ± 0.22 b | 2.46 ± 0.17 a | *** |
|
| 1378 | nd | nd | nd | nd | nd | nd | nd | nd | nd | nd | |
|
| 1931 | 29.52 ± 0.71 fg | 39.78 ± 0.54 c | 36.45 ± 0.37 cde | 38.68 ± 1.33 cd | 32.51 ± 0.69 ef | 50.44 ± 5.86 a | 47.48 ± 3.05 ab | 26.59 ± 1.72 g | 35.14 ± 0.56 de | 45.43 ± 3.53 b | *** |
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| 1141 | 2.48 ± 0.19 a | 1.17 ± 0.11 de | 1.84 ± 0.10 b | 1.71 ± 0.04 b | 0.99 ± 0.07 ef | 1.57 ± 0.11 bc | 1.1 ± 0.11 6de | 0.81 ± 0.04 f | 1.52 ± 0.17 bc | 1.33 ± 0.49 cd | *** |
|
| 1254 | 0.38 ± 0.01 f | 0.57 ± 0.01 cd | 0.66 ± 0.02 bc | 0.60±0.03 bcd | 0.51 ± 0.02 de | 0.64 ± 0.008 bc | 0.91 ± 0.10 a | 0.47 ± 0.11 ef | 0.69 ± 0.01 b | 0.65 ± 0.10 bc | *** |
|
| 1458 | 1.67 ± 0.08 a | 0.86 ± 0.05 d | 1.74 ± 0.04 a | 0.90 ± 0.02 d | 0.86 ± 0.06 d | 1.09 ± 0.09 c | 1.32 ± 0.04 b | 1.10 ± 0.06 c | 1.65 ± 0.15 a | 1.41 ± 0.10 b | *** |
|
| 1857 | 0.15 ± 0.01d | 0.63 ± 0.12 a | 0.23 ± 0.01 cd | 0.45 ± 0.04 b | 0.17 ± 0.01 cd | 0.24 ± 0.007 c | 0.57 ± 0.07 a | 0.240.004 ±c | 0.37 ± 0.09 b | 0.41 ± 0.02 b | *** |
|
| 2037 | 0.011 ± 0.001 de | 0.022 ± 0.004 b | 0.018 ± 0.0003 bc | 0.022 ± 0.004 b | 0.012 ± 0.003 de | 0.016 ± 0.003 bcd | 0.015 ± 0.004 cde | 0.011 ± 0.003 de | 0.010 ± 0.003 e | 0.029 ± 0.01 a | *** |
|
| 2264 | 0.011 ± 0.001 e | 0.022 ± 0.0004 c | 0.019 ± 0.001 c | 0.028 ± 0.001 ab | 0.015 ± 0.002 d | 0.021 ± 0.002 c | 0.019 ± 0.002 c | 0.012 ± 0.0008 de | 0.029 ± 0.003 a | 0.026 ± 0.001 b | *** |
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| 1542 | 0.005 ± 0.0003 g | 0.007 ± 0.0005 de | 0.017 ± 0.0002 b | 0.008 ± 0.0005 c | 0.005 ± 0.0006 fg | 0.007 ± 0.0003 de | 0.006 ± 0.001ef | 0.023 ± 0.001 a | 0.008 ± 0.0001 cd | 0.004 ± 0.001 g | *** |
|
| 1755 | 2.603 ± 0.07 e | 3.461 ± 0.49 bc | 3.123 ± 0.09 cd | 3.740 ± 0.42 ab | 2.717 ± 0.24 de | 3.871 ± 0.06 ab | 4.006 ± 0.21 a | 2.924 ± 0.28 de | 2.946 ± 0.13 de | nd | *** |
|
| 1785 | 0.008 | 0.009 | 0.009 | 0.009 | 0.008 | 0.010 | 0.008 | 0.009 | 0.008 | 0.008 | ns |
|
| 2071 | 0.008 ± 0.001 d | 0.017 ± 0.004 ab | 0.012 ± 0.001 cd | 0.014 ± 0.002 bc | 0.012 ± 0.001 cd | 0.019 ± 0.01 a | 0.015 ± 0.001 abc | 0.015 ± 0.004 abc | nd | 0.017 ± 0.003 ab | *** |
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| 2262 | 0.28 ± 0.01 bc | 0.26 ± 0.03 bc | 0.34 ± 0.01 abc | 0.27 ± 0.01 bc | 0.25 ± 0.02 c | 0.29 ± 0.05 bc | 0.25 ± 0.03 c | 0.42 ± 0.03 a | 0.35 ± 0.17 ab | 0.31 ± 0.04 bc | * |
|
| 1724 | 3.7 ± 0.20 cd | 6.5 ± 0.29 a | 2.9 ± 0.19 e | 3.6 ± 0.62 cd | 3.6 ± 0.30 d | 5.2 ± 0.33 b | 5.1 ± 0.44 b | 2.6 ± 0.30 e | 4.3 ± 0.35 c | 4.1 ± 0.54 cd | *** |
1 Different letters in the same row point to significant differences (ANOVA, LSD test). 2 IK indicates Kovat’s retention index. 3 nd, aroma not detected. 4p-value < 0.05.
Individual aromatic concentrations in wines (expressed as mgL-1) at the end of alcoholic fermentation in 2019.
| IK2 | VERDEJO | MC180 | MC69 | MS30 | MS33 | MS82 | MT103 | MV11 | MV67 | MV7 | ||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
|
| ||||||||||||
|
| 1876 | 16.27 ± 2.84 ab1 | 13.41 ± 1.29 bcd | 16.79 ± 2.98 a | 11.66 ± 0.28 d | 13.03 ± 0.54 bcd | 15.40 ± 2.28 abc | 18.04 ± 1.96 a | 12.45 ± 0.51 cd | 16.08 ± 1.16 ab | 16.02 ± 2.21 ab | ** |
|
| 2092 | 10.48 ± 2.94 bc | 11.32 ± 2.22 bc | 13.16 ± 3.57 ab | 5.26 ± 0.24d | 7.51 ± 0.77 cd | 12.64 ± 3.62 ab | 16.38 ± 2.85 a | 3.81 ± 0.47 d | 13.70 ± 2.88 ab | 11.46 ± 2.98 bc | *** |
|
| 2386 | nd3 | 4.72 ± 0.13 c | 4.91 ± 0.62 bc | 4.93 ± 0.02 bc | 4.83 ± 0.11 bc | 6.34 ± 0.61 a | 4.88 ± 0.33 bc | nd | 4.46 ± 0.10 c | 5.30 ± 0.42 b | *** |
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| 1059 | 23.34 ± 5.14 a | 7.88 ± 1.55 d | 14.04 ± 3.36 bc | 6.12 ± 0.17 d | 9.33 ± 0.23 cd | 7.96 ± 0.65 d | 17.81 ± 2.95 ab | 6.12 ± 1.65 d | 9.66 ± 1.04 cd | 10.44 ± 1.87 cd | *** |
|
| 1123 | 45.12 ± 7.89 a | 23.13 ± 3.42 cd | 37.37 ± 9.54 ab | 21.07 ± 0.52 d | 23.79 ± 2.62 cd | 22.16 ± 3.54 cd | 33.76 ± 3.05 abc | 30.89 ± 3.82 bcd | 24.83 ± 2.18 cd | 33.59 ± 4.11 abc | ** |
|
| 1233 | 228.46 ± 13.15 b | 176.78 ± 9.63 cd | 273.29 ± 8.30 a | 141.45 ± 2.06 f | 168.07 ± 11.80 cde | 155.12 ± 6.32 ef | 165.30 ± 2.76 de | 185.69 ± 9.63 c | 173.49 ± 3.26 cde | 216.08 ± 10.37 b | *** |
|
| 1371 | 2.33 ± 0.77 g | 4.97 ± 0.47 cde | 5.27 ± 0.97 cd | 7.05 ± 0.13 a | 3.89 ± 0.26 f | 5.76 ± 0.39 bc | 4.36 ± 0.79 ef | 4.48 ± 0.19 def | 4.10 ± 0.11 ef | 6.17 ± 0.3 ab | *** |
|
| 1378 | 0.49 ± 0.08 c | 1.07 ± 0.15 b | 0.54 ± 0.19 c | 0.69 ± 0.004 c | 0.61 ± 0.02 c | 1.61 ± 0.27 a | 0.64 ± 0.04 c | 0.61 ± 0.28 c | 0.47 ± 0.22 c | 0.83 ± 0.35 bc | *** |
|
| 1931 | 47.60 ± 2.14 cd | 47.53 ± 5.91 cd | 46.53 ± 1.81 cd | 35.22 ± 0.55 d | 51.31 ± 4.44 c | 58.58 ± 2.37 bc | 61.47 ± 5.46 abc | 54.93 ± 1.76 bc | 77.05 ± 1.90 a | 70.33 ± 2.96 ab | *** |
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| 1141 | 3.68 ± 0.56 a | 1.04 ± 0.33 ef | 2.97 ± 0.37 b | 0.69 ± 0.01 fg | 1.08 ± 0.14 ef | 1.33 ± 0.19 de | 2.23 ± 0.01 c | 0.31 ± 0.1 g | 1.83 ± 0.25 cd | 1.29 ± 1.79 e | *** |
|
| 1254 | 1.10 ± 0.18 b | 0.99 ± 0.02 b | 1.23 ± 0.35 b | 0.63 ± 0.01 b | 1.05 ± 0.05b | 1.06 ± 0.08 b | 2.22 ± 1.08 a | 0.70 ± 0.02 b | 1.18 ± 0.02 b | 1.20 ± 0.4 b | ** |
|
| 1458 | 6.29 ± 0.85 a | 2.01 ± 0.34 d | 6.02 ± 0.82 a | 1.39 ± 0.01 d | 4.57 ± 0.26 b | 4.06 ± 0.7 bc | 3.69 ± 0.08 c | 1.86 ± 0.1 d | 3.55 ± 0.2 c | 4.76 ± 0.1 b | *** |
|
| 1857 | 0.59 ± 0.09 a | 0.46 ± 0.08 b | 0.45 ± 0.09 b | 0.12 ± 0.001 e | 0.25 ± 0.013 cd | 0.19 ± 0.04 de | 0.47 ± 0.05 b | 0.14 ± 0.01 e | 0.69 ± 0.1 a | 0.36 ± 0.03 bc | *** |
|
| 2037 | 0.06 ± 0.002 ab | 0.01 ± 0.002 cd | 0.04 ± 0.01 b | 0.01 ± 0.0001d | 0.07 ± 0.02a | 0.02 ± 0.002c | 0.02 ± 0.001 cd | 0.01 ± 0.0005 cd | 0.02 ± 0.003 cd | 0.02 ± 0.004 cd | *** |
|
| 2264 | 0.01 ± 0.004 bc | 0.01 ± 0.0009 de | 0.01 ± 0.003 b | nd | nd | 0.01 ± bc | 0.01 ± 0.001 cd | 0.01 ± 0.0009 de | 0.02 ± 0.003 a | 0.010.001 ± b | *** |
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| 1542 | 0.003 ± 0.001 b | 0.002 ± 0.0006b | 0.011 ± 0.002 b | 0.003 ± 0.0001 b | 0.002 ± 0.0003 b | 0.002 ± 0.001b | 0.241 ± 0.02 a | 0.010 ± 0.0001 b | 0.003 ± 0.0007b | 0.003 ± 0.001b | *** |
|
| 1755 | 2.31 ± 0.3e | 2.71 ± 0.4 de | 3.00 ± 0.5 cde | 3.71 ± 0.03 ab | 2.71 ± 0.1 de | 3.31 ± 0.5 bcd | 3.50 ± 0.4 abc | 2.91 ± 0.3 cde | 4.01 ± 0.5 a | 2.61 ± 0.5 de | *** |
|
| 1785 | 0.008 | 0.008 | 0.008 | 0.008 | 0.009 | 0.008 | 0.008 | 0.009 | 0.008 | 0.009 | ns |
|
| 2071 | 0.006 ± 0.002d | 0.008 ± 0.001d | 0.009 ± 0.001 cd | 0.008 ± 0.0002 cd | 0.026 ± 0.007 a | 0.015 ± 0.004 b | 0.009 ± 0.0009 cd | 0.016 ± 0.0005 b | 0.010 ± 0.001 cd | 0.013 ± 0.003 bc | *** |
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| 2262 | 0.43 ± 0.06ab | 0.20 ± 0.05 f | 0.34 ± 0.05 cd | 0.18 ± 0.001f | 0.23 ± 0.006 ef | 0.29 ± 0.04 de | 0.25 ± 0.02 ef | 0.49 ± 0.02 a | 0.40 ± 0.05 bc | 0.46 ± 0.08 ab | *** |
|
| 1141 | 3.68 ± 0.56 a | 1.04 ± 0.33 ef | 2.97 ± 0.37 b | 0.69 ± 0.01 fg | 1.08 ± 0.14 ef | 1.33 ± 0.19 de | 2.23 ± 0.01 c | 0.31 ± 0.1 g | 1.83 ± 0.25 cd | 1.29 ± 1.79 e | *** |
1 Different letters in the same row point to significant differences (ANOVA, LSD test). 2 IK indicates Kovat’s retention index. 3 nd, aroma not detected. 4p-value < 0.05.
Figure 2Sensory analysis of 2018 (A1–D1) and 2019 wines (A2–D2). (A) shows Tempranillo cross with Monastrell. (B) encompasses the Verdejo family. (C) shows the different crosses of Monastrell x Syrah. (D) indicates the crosses of Monastrell x Cabernet Sauvignon. The aroma characteristics have relative standard deviation of below 0.05 (RSD < 0.05).
Analysis of variance of Verdejo and different white crosses during 2018 and 2019 season.
| Acids | Alcohols | Esters | Terpenes | Miscellaneous | |
|---|---|---|---|---|---|
| Varieties | |||||
| Verdejo | 19.17 b | 263.70 d | 8.21 h | 2.84 b | 3.91 b |
| MV11 | 14.91 a | 224.60 ab | 2.83 a | 3.39 d | 3.58 ab |
| MV7 | 24.91 cd | 329.18 f | 5.74 e | 1.72 a | 4.92 d |
| MV67 | 21.85 bc | 258.01 cd | 5.78 d | 3.89 e | 4.53 cd |
| MS33 | 19.54 b | 229.75 b | 4.78 d | 2.96 bc | 3.52ab |
| MS82 | 25.28 cd | 234.77 b | 5.20 d | 3.88 e | 5.08 e |
| MS30 | 18.59 ab | 216.39 a | 3.27 b | 3.94 e | 3.71ab |
| MC180 | 21.78 bc | 249.13 c | 3.89 c | 3.34 cd | 4.93 d |
| MC69 | 25.91 de | 289.51 e | 7.62 g | 3.41 d | 3.16 a |
| MT103 | 29.42 e | 248.02 c | 6.31 f | 4.13 e | 3. 95 bc |
| Year | |||||
| 2018 | 14.76 a | 218.60 a | 3.70 a | 3.27 a | 3.81 a |
| 2019 | 29.52 b | 290.01 b | 7.01 b | 3.43 a | 4.45 b |
| Interactions | |||||
| Variety x Year | ** | ** | ** | ** | ** |
Different letters in the same row point to significant differences (MANOVA, LSD test).
Figure 3Heat map correlations for the different aromatic families with elements sorted according to a cluster analysis of the crosses and Verdejo. In brief, white colors indicate positive correlations, red colors indicate negative correlations, and blue colors indicate intermediate correlations.