Comparing Selection Criteria to Select Grapevine Clones by Water Use Efficiency
Abstract
:1. Introduction
2. Materials and Methods
2.1. Experimental Sites and Plant Material
2.2. Leaf Gas Exchange Measurements
2.3. Carbon Isotope Ratios
2.4. Statistical Analysis
3. Results
3.1. Comparison of Fields and Year Effect
3.2. Genotypic Characterisation of WUE
3.3. Ability of δ13C and Leaf Gas Exchange Values to Measure WUE
4. Discussion
5. Conclusions
Author Contributions
Funding
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
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Year | T max (°C) | T min (°C) | P (L m−2) | ET0 (mm Month−1) | GDD (°C Month−1) | |
---|---|---|---|---|---|---|
Roda | ||||||
April | 2015 | 18.1 | 6.9 | 16.2 | 113.1 | 72.7 |
May | 21.8 | 10.0 | 7.2 | 144.6 | 169.7 | |
June | 26.6 | 12.3 | 63.8 | 158.6 | 268.9 | |
July | 30.6 | 15.2 | 10.7 | 190.1 | 370.6 | |
August | 28.5 | 14.1 | 37.1 | 167.8 | 339.3 | |
September | 22.1 | 10.5 | 26.8 | 98.8 | 170.1 | |
October | 18.1 | 8.6 | 58.8 | 65.9 | 96.9 | |
23.7 | 11.1 | 220.6 | 938.9 | 1488.2 | ||
April | 2018 | 17.1 | 7.6 | 97.7 | 97.8 | 76.0 |
May | 19.9 | 8.5 | 51.3 | 111.4 | 120.2 | |
June | 25.0 | 12.8 | 33.3 | 134.6 | 249.6 | |
July | 28.4 | 15.6 | 78.9 | 156.3 | 347.7 | |
August | 29.6 | 14.7 | 0.0 | 157.2 | 356.4 | |
September | 27.4 | 13.6 | 41.4 | 113.8 | 287.3 | |
October | 19.0 | 8.3 | 66.0 | 65.0 | 115.3 | |
23.8 | 11.6 | 368.6 | 836.1 | 1552.5 | ||
La Grajera–Vitis Provedo | ||||||
April | 2015 | 18.7 | 7.3 | 21.0 | 105.0 | 81.7 |
May | 22.6 | 10.8 | 2.6 | 142.5 | 196.0 | |
June | 27.7 | 14.1 | 42.8 | 170.7 | 307.5 | |
July | 31.5 | 17.0 | 34.9 | 197.8 | 410.1 | |
August | 29.0 | 15.3 | 19.1 | 163.9 | 364.0 | |
September | 23.0 | 11.6 | 13.3 | 100.7 | 204.6 | |
October | 18.5 | 9.1 | 33.2 | 62.9 | 111.4 | |
24.4 | 12.2 | 166.9 | 943.5 | 1675.3 | ||
April | 2018 | 17.3 | 7.5 | 86.1 | 90.6 | 76.7 |
May | 19.9 | 9.8 | 65.6 | 112.7 | 138.4 | |
June | 25.2 | 13.9 | 39.3 | 137.4 | 272.0 | |
July | 28.9 | 16.7 | 117.6 | 168.7 | 371.3 | |
August | 30.0 | 16.4 | 0.0 | 167.2 | 386.1 | |
September | 27.3 | 14.5 | 45.4 | 113.1 | 302.0 | |
October | 19.5 | 9.3 | 28.3 | 70.7 | 132.4 | |
24.0 | 12.6 | 382.3 | 860.4 | 1678.9 | ||
Vitis Navarra | ||||||
April | 2015 | 19.8 | 6.0 | 11.9 | 101.1 | 85.3 |
May | 23.5 | 10.2 | 2.4 | 148.9 | 206.7 | |
June | 28.3 | 13.4 | 70.7 | 165.9 | 317.7 | |
July | 30.9 | 16.0 | 0.3 | 184.2 | 395.9 | |
August | 28.8 | 14.2 | 10.3 | 142.7 | 350.4 | |
September | 23.5 | 10.4 | 12.9 | 95.2 | 202.6 | |
October | 19.9 | 8.5 | 24.1 | 57.0 | 116.8 | |
24.9 | 11.3 | 132.6 | 895.0 | 1675.4 | ||
April | 2018 | 18.3 | 6.5 | 61.3 | 93.1 | 80.3 |
May | 21.0 | 9.0 | 29.2 | 119.4 | 149.3 | |
June | 25.8 | 12.9 | 48.6 | 145.8 | 275.9 | |
July | 30.2 | 15.7 | 56.3 | 174.8 | 386.9 | |
August | 29.8 | 14.9 | 6.3 | 159.4 | 372.4 | |
September | 28.0 | 12.9 | 16.2 | 113.3 | 300.4 | |
October | 20.7 | 8.4 | 16.6 | 72.6 | 141.1 | |
24.8 | 11.5 | 234.5 | 878.4 | 1706.3 |
2015 | 2018 | ||||
---|---|---|---|---|---|
gs (mol H2O m−2 s−1) | WUEi (mmol CO2 mol−1 H2O) | gs (mol H2O m−2 s−1) | WUEi (mmol CO2 mol−1 H2O) | ||
Tempranillo | Roda | 0.311 ± 0.108 a | 57.8 ± 15.5 c | ||
La Grajera | 0.097 ± 0.045 c | 118.9 ± 23.6 a | 0.098 ± 0.054 c | 90.5 ± 14.1 a | |
Vitis Provedo | 0.198 ± 0.072 a | 76.7 ± 17 b | |||
Vitis Navarra | 0.164 ± 0.063 b | 76.5 ± 16.5 b | |||
Garnacha | Vitis Navarra | 0.236 ± 0.048 b | 70.6 ± 11.3 b | ||
T-Rootstock | Vitis Navarra | 0.233 ± 0.095 b | 64.6 ± 13.9 bc | ||
General | 0.126 ± 0.069 B | 103.2 ± 29.1 A | 0.236 ± 0.104 A | 68 ± 16.8 B | |
Gs: Two-way ANOVA: Year **, Field ***, Year × Field ** EUAi: Two-way ANOVA: Year ***, Field ***, Year × Field *** |
2015 | |||||||
---|---|---|---|---|---|---|---|
Tempranillo | |||||||
La Grajera | Vitis Navarra | Vitis Provedo | |||||
86 | 110.7 ± 19.8 bcdef | VN1 | 74.3 ± 9.5 b | RJ43 | 69.4 ± 6.8 n.s. | ||
232 | 123.7 ± 18.8 abcd | VN31 | 77.5 ± 8.5 b | RJ78 | 83.3 ± 27.4 n.s. | ||
260 | 131 ± 2.6 ab | VN32 | 97 ± 6.5 a | VP11 | 65.6 ± 9.3 n.s. | ||
280 | 121.5 ± 15.2 abcd | VN33 | 64.9 ± 12.7 b | VP24 | 83.9 ± 9.8 n.s. | ||
518 | 132.4 ± 9.3 ab | VN42 | 79.6 ± 22.2 ab | VP25 | 87.3 ± 13.6 n.s. | ||
560 | 124.7 ± 34 abcd | VN69 | 65.6 ± 16.3 b | VP28 | 66.7 ± 10.2 n.s. | ||
807 | 129.4 ± 26.8 ab | VP8 | 80.9 ± 23.6 n.s. | ||||
814 | 136.3 ± 10.6 ab | ||||||
843 | 129 ± 5.5 abc | ||||||
1041 | 90.1 ± 24.8 ef | ||||||
1048 | 143.1 ± 8.9 a | ||||||
1084 | 81.7 ± 18.8 f | ||||||
1089 | 96.6 ± 25 def | ||||||
RJ26 | 132.9 ± 22.8 ab | ||||||
RJ43 | 113.1 ± 15.4 abcde | ||||||
RJ51 | 99.3 ± 18.5 cdef | ||||||
RJ78 | 126.5 ± 14.5 abcd | ||||||
RJ79 | 123.1 ± 18 abcd | ||||||
2018 | |||||||
Garnacha | T -Rootstock | Tempranillo | |||||
Vitis Navarra | Vitis Navarra | La Grajera | Roda | ||||
ARA-2 | 79.2 ± 8.2 ab | 1103P | 74.7 ± 5 ab | 232 | 93.7 ± 14.2 ab | 6 | 79.6 ± 5 a |
ARA-24 | 57 ± 4.7 e | 110R | 66.8 ± 6.2 abcd | 1048 | 105.1 ± 6.4 a | 108 | 49.4 ± 9 c |
ARA-4 | 81.6 ± 7.9 ab | 140RU | 41.4 ± 2.8 e | 1052 | 101.1 ± 3.3 ab | 137 | 40.8 ± 3.4 c |
ENTAV 136 | 88.6 ± 5.7 a | 420A | 64.1 ± 8.2 bcd | 1078 | 88 ± 10 abc | 156 | 47.9 ± 4.8 c |
ENTAV 141 | 73.5 ± 10.9 bcd | RG2 | 72.6 ± 8 ab | 1084 | 72.8 ± 6.4 c | 166 | 48.2 ± 1.1 c |
EV11 | 67.3 ± 1.8 cde | RG3 | 55 ± 11.8 d | 1371 | 86.1 ± 14.2 bc | 178 | 77.2 ± 16.3 ab |
EV13 | 65.5 ± 9.4 de | RG4 | 58.1 ± 6.1 cd | 203 | 66.4 ± 9.3 b | ||
EV14 | 63.2 ± 5.6 e | RG6 | 71.6 ± 5.4 ab | 215 | 52.6 ± 4.6 c | ||
EV15 | 63.1 ± 6.7 e | RG7 | 75.2 ± 9.9 ab | 243 | 46.2 ± 5.8 c | ||
RJ21 | 61.1 ± 1.5 e | RG8 | 42.4 ± 4.9 e | 336 | 66.9 ± 7.1 b | ||
VNQ | 75.7 ± 5.1 bc | RG9 | 79.3 ± 11.9 a | ||||
SO4 | 68.5 ± 11.8 abc |
2015 | |||||||
---|---|---|---|---|---|---|---|
Tempranillo | |||||||
La Grajera | Vitis Navarra | Vitis Provedo | |||||
86 | −22 ± 0.8 abc | VN1 | −27.1 ± 0.7 bc | RJ43 | −26.3 ± 0.4 a | ||
232 | −21.7 ± 0.2 a | VN31 | −27.8 ± 0.4 c | RJ78 | −25.9 ± 0.5 a | ||
260 | −22.4 ± 0.4 abcd | VN32 | −25.3 ± 0.7 a | VP11 | −26.6 ± 0.4 a | ||
280 | −22.2 ± 0.2 abcd | VN33 | −27.4 ± 0.5 bc | VP24 | −24.4 ± 0.6 c | ||
518 | −22.9 ± 0.5 bcdef | VN42 | −27.3 ± 0.8 bc | VP25 | −24.3 ± 0.4 c | ||
560 | −21.8 ± 0.9 ab | VN69 | −26.6 ± 0.6 b | VP28 | −24 ± 0.3 c | ||
807 | −21.5 ± 0.2 a | VP8 | −25.2 ± 0.6 b | ||||
814 | −22.6 ± 0.6 abcde | ||||||
843 | −22.4 ± 0.4 abcd | ||||||
1041 | −24.8 ± 0.5 gh | ||||||
1048 | −23 ± 0.5 cdef | ||||||
1084 | −25.8 ± 1.8 h | ||||||
1089 | −24.1 ± 0.5 fg | ||||||
RJ26 | −23.9 ± 0.7 fg | ||||||
RJ43 | −24 ± 0.3 fg | ||||||
RJ51 | −23.9 ± 0.7 fg | ||||||
RJ78 | −23.6 ± 0.4 ef | ||||||
RJ79 | −23.2 ± 0.5 def | ||||||
2018 | |||||||
Garnacha | T -Rootstock | Tempranillo | |||||
Vitis Navarra | Vitis Navarra | La Grajera | Roda | ||||
ARA-2 | −24.8 ± 0.7 bc | 1103P | −26.3 ± 0.3 b | 232 | −22.7 ± 0.8 a | 6 | −24.9 ± 0.8 ab |
ARA-24 | −24.8 ± 0.1 bc | 110R | −28 ± 0.4 ef | 1048 | −23.2 ± 0.1 a | 108 | −26.6 ± 0.3 de |
ARA-4 | −24.8 ± 0.4 bc | 140RU | −28.5 ± 0.5 f | 1052 | −23.2 ± 0.8 a | 137 | −27.1 ± 0.9 e |
ENTAV 136 | −24.6 ± 0.3 abc | 420A | −27.7 ± 0.3 de | 1078 | −23.9 ± 0.7 a | 156 | −26.6 ± 0.4 de |
ENTAV 141 | −27 ± 0.6 e | RG2 | −25.4 ± 0.7 a | 1084 | −24.1 ± 0.6 a | 166 | −26.2 ± 0.2 cde |
EV11 | −24 ± 0.7 a | RG3 | −27.4 ± 0.4 cde | 1371 | −25.8 ± 2.3 b | 178 | −24.9 ± 0.7 ab |
EV13 | −24.2 ± 0.2 ab | RG4 | −27.1 ± 0.9 bcd | 203 | −24.5 ± 0.5 a | ||
EV14 | −24.2 ± 0.6 ab | RG6 | −26.7 ± 0.4 bc | 215 | −26 ± 0.8 cd | ||
EV15 | −25.8 ± 0.6 de | RG7 | −26.8 ± 0.4 bc | 243 | −25.6 ± 0.6 bc | ||
RJ21 | −24.9 ± 0.2 bc | RG8 | −29.4 ± 0.3 g | 336 | −24.7 ± 0.9 ab | ||
VNQ | −25.2 ± 0.3 cd | RG9 | −26.9 ± 0.8 bcd | ||||
SO4 | −26.4 ± 0.7 b |
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Mairata, A.; Tortosa, I.; Douthe, C.; Escalona, J.M.; Pou, A.; Medrano, H. Comparing Selection Criteria to Select Grapevine Clones by Water Use Efficiency. Agronomy 2022, 12, 1963. https://doi.org/10.3390/agronomy12081963
Mairata A, Tortosa I, Douthe C, Escalona JM, Pou A, Medrano H. Comparing Selection Criteria to Select Grapevine Clones by Water Use Efficiency. Agronomy. 2022; 12(8):1963. https://doi.org/10.3390/agronomy12081963
Chicago/Turabian StyleMairata, Andreu, Ignacio Tortosa, Cyril Douthe, José Mariano Escalona, Alicia Pou, and Hipólito Medrano. 2022. "Comparing Selection Criteria to Select Grapevine Clones by Water Use Efficiency" Agronomy 12, no. 8: 1963. https://doi.org/10.3390/agronomy12081963