Agro-Physiological and Pomological Characterization of Plum Trees in Ex-Situ Collections: Evaluation of Their Genetic Potential in the Saïss Plain
Abstract
:1. Introduction
2. Materials and Methods
2.1. Plant Material and Experimental Conditions
2.2. Fruit Yield and Dimensions
2.3. Vegetative Growth Traits
2.4. Physiological Traits
2.5. Fruit Quality Traits
2.6. Statistical Analysis
3. Results and Discussion
3.1. Fruit Yield and Dimensions
3.2. Vegetative Growth Traits
3.3. Physiological Traits
3.4. Fruit Quality Traits
3.4.1. Analysis of the Chemical Properties
3.4.2. Analysis of the Biochemical Properties
3.5. Principal Component Analysis
3.6. Correlation
3.7. Hierarchical Clustering of Genotypes and Characterization of the Cultivars
4. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Fadón, E.; Herrera, S.; Guerrero, B.I.; Guerra, M.E.; Rodrigo, J. Chilling and heat requirements of temperate stone fruit trees (Prunus Sp). Agronomy 2020, 10, 409. [Google Scholar] [CrossRef]
- Oukabli, A.; Mamouni, A. The plum tree: Prune and table cultivars. Technol. Transf. Agric. 2005, 126, 1–4. [Google Scholar]
- Ozzengin, B.; Zannou, O.; Koca, I. Quality attributes and antioxidant activity of three wild plums from Prunus spinosa and Prunus domestica species. Meas. Food 2023, 10, 100079. [Google Scholar] [CrossRef]
- Selka, S.; Mkedder, I.; Ilias, F.; Gaouar SB, S. Morpho-Pomological Study of Plum Trees (Prunus domestica L.) in Western Algeria. Biol. Life Sci. Forum 2024, 36, 12. [Google Scholar] [CrossRef]
- Sudar, R.; Jurkovic, Z.; Dugalic, K.; Tomac, I.; Jurkovic, V.; Viljevac, M. Sorbitol and sugar composition of plum fruit during ripening. In Proceedings of the 46th Croatian and 6th International Symposium on Agriculture, Opatija, Croatia, 14–18 February 2011; pp. 1067–1071. [Google Scholar]
- Olawuyi, I.F.; Akbarovich, S.A.; Kim, C.K.; Lee, W.Y. Effect of combined ultrasound-enzyme treatment on recovery of phenolic compounds, antioxidant capacity, and quality of plum (Prunus salicina L.) juice. J. Food Process. Preserv. 2021, 45, e15074. [Google Scholar] [CrossRef]
- Zannou, O.; Koca, I.; Aldawoud, T.M.S.; Galanakis, C.M. Recovery and stabilization of anthocyanins and phenolic antioxidants of roselle (Hibiscus sabdariffa L.) with hydrophilic deep eutectic solvents. Molecules 2020, 25, 3715. [Google Scholar] [CrossRef] [PubMed]
- Deng, H.; Long, X.; Wang, X.; Wang, Y.; Pang, C.; Xia, H.; Liang, D.; Zhang, H.; Luo, X.; Wang, J.; et al. Comparative analysis of carotenoid profiles and biosynthetic gene expressions among ten plum cultivars. Plants 2023, 12, 2711. [Google Scholar] [CrossRef]
- Matłok, N.; Piechowiak, T.; Krempa, A.; Puchalski, C.; Balawejder, M. Cyclic storage chamber ozonation as a method to inhibit ethylene generation during plum fruit storage. Agriculture 2023, 13, 2274. [Google Scholar] [CrossRef]
- Zhang, H.; Pu, J.; Tang, Y.; Wang, M.; Tian, K.; Wang, Y.; Luo, X.; Deng, Q. Changes in phenolic compounds and antioxidant activity during development of ‘Qiangcuili’ and ‘Cuihongli’ fruit. Foods 2022, 11, 3198. [Google Scholar] [CrossRef]
- Rusu, M.; Cara, I.G.; Filip, M.; Calistru, A.E.; Topa, D.; Jitareanu, G. Transfer of heavy metals in soil in-plum cultivation: A field study in adamachi Iasi, Romania. J. Appl. Life Sci. Environ. 2023, 56, 59–74. [Google Scholar] [CrossRef]
- Ait Bella, Y.; Bouda, S.; Khachtib, Y.; Haddioui, A. Genetic variability of cultivated plum (‘Prunus domestica L. and Prunus salicina’ Lindl.) in Morocco assessed by ISSR markers. Aust. J. Crop Sci. 2021, 15, 948–954. [Google Scholar] [CrossRef]
- Obi-Iyeke, G.E. Heavy metal concentrations in street-vended fruits and vegetables in Warri, Delta State, Nigeria. J. Appl. Sci. Environ. Manag. 2019, 23, 443. [Google Scholar] [CrossRef]
- Taspinar, K.; Ate¸s, Ö.; Yalçin, G.; Kizilaslan, F.; Pinar, M.Ö. Soil contamination and healthy risk assessment of peach orchards soil of Bilecik Province Turkey. Int. J. Environ. Health Res. 2022, 32, 1915–1924. [Google Scholar] [CrossRef]
- Ladux, F.J.; Rousseaux, M.C.; Trentacoste, E.R. Characterization of light intensity and quality, vegetative, flowering and fruiting traits in high and super-high density olive hedgerows. J. Saudi Soc. Agric. Sci. 2024, 23, 267–276. [Google Scholar] [CrossRef]
- Karimi, S.; Tavallali, V.; Rahemi, M.; Rostami, A.A.; Vaezpour, M. Estimation of leaf growth on the basis of measurements of leaf lengths and widths, choosing pistachio seedlings as model. Aust. J. Basic Appl. Sci. 2009, 3, 1070–1075. [Google Scholar]
- Gitz, D.C.; Baker, J.T. Methods for creating stomatal impressions directly onto archivable slides. Agron. J. 2009, 101, 232–236. [Google Scholar] [CrossRef]
- Monneveux, P.; Nemmar, M. Contribution to the study of drought resistance in common wheat (Triticum aestivum L.) and in durum wheat (Triticum durum Desf.): Study of the accumulation of proline during the development cycle. Agronomy 1986, 6, 583–590. [Google Scholar] [CrossRef]
- Marcell, L.M.; Beattie, G.A. Effect of leaf surface waxes on leaf colonization by Pantoea agglomerans and Clavibacter michiganensis. Mol. Plant-Microbe Interact. 2002, 15, 1236–1244. [Google Scholar] [CrossRef]
- Singh, V.P.; Mall, S.L.; Biillor, S.K. Effect of pH on germination of four common grass species of Ujjain (India). J. Range Manag. 1975, 28, 497–498. [Google Scholar] [CrossRef]
- Lichou, J. Apricot: Varieties, Instructions for Use; Centre Technique Interprofessionnel des Fruits et Légumes: Paris, France, 1998. [Google Scholar]
- Dubois, F.; Gilles, X.A.; Hamilton, J.K.; Rebecs, P.A.; Smith, F. Colorimetric method for determination of sugars and related substances. Anal. Chem. 1956, 28, 350–356. [Google Scholar] [CrossRef]
- Yemm, E.; Cooking, W. Determination of amino acids with ninhydrin. Analysis 1955, 80, 209–213. [Google Scholar] [CrossRef]
- Singleton, V.L.; Rossi, J.A. Colorimetry of total phenolics with phosphomolybdicphosphotungstic acid reagents. Am. J. Enol. Vitic. 1965, 16, 144–153. [Google Scholar] [CrossRef]
- Brand-Williams, W.; Cuvelier, M.; Berset, C. Use of a free radical method to evaluate antioxidant capacity. Food Sci. Technol. 1995, 28, 25–30. [Google Scholar]
- Ait Bella, Y.; Bouda, S.; Haddioui, A. Phenotypic diversity analysis of plum (Prunus domestica L.) cultivars. Phytomorphology 2018, 68, 93–101. [Google Scholar]
- Gitea, M.A.; Gitea, D.; Tit, D.M.; Purza, L.; Samuel, A.D.; Bungău, S.; Aleya, L. Orchard management under the effects of climate change: Implications for apple. plum. and almond growing. Environ. Sci. Pollut. Res. 2019, 26, 9908–9915. [Google Scholar] [CrossRef]
- Minin, A.N.; Nechaeva, E.K.; Markovskaya, G.K.; Stepanova, J.V. Creation and study of Russian plum varieties in the Middle Volga. BIO Web Conf. 2020, 27, 00043. [Google Scholar] [CrossRef]
- Ruiz, D.; Egea, J.; Salazar, J.A.; Campoy, J.A. Chilling and heat requirements of Japanese plum cultivars for flowering. Sci. Hort. 2018, 242, 164–169. [Google Scholar] [CrossRef]
- Jimenez, S.; Dridi, J.; Gutierrez, D.; Moret, D.; Irigoyen, J.J.; Moreno, M.A.; Gogorcena, Y. Physiological, biochemical and molecular responses in four Prunus rootstocks submitted to drought stress. Tree Physiol. 2013, 33, 1061–1075. [Google Scholar] [CrossRef] [PubMed]
- Basile, N.; Antigoni, C.; Lamprini, P.; Angelos, P. Pomegranate physiological responses to partial root drying under field conditions. Emir. J. Food Agric. 2016, 28, 410–414. [Google Scholar]
- Gindaba, J.; Rozanov, A.; Negash, L. Response of the seedlings of two species of eucalyptus and three species of deciduous trees from Ethiopia to severe water stress. Fore School Manag. 2004, 201, 119–129. [Google Scholar]
- Paudel, I.; Gerbi, H.; Wagner, Y.; Zisovich, A.; Sapir, G.; Brumfeld, V.; Klein, T. Drought tolerance of wild vs. Cultivated tree species of almond and plum in the field. Tree Physiol. 2020, 40, 454–466. [Google Scholar] [CrossRef] [PubMed]
- Liao, L.; Li, Y.; Lan, X.; Yang, Y.; Wei, W.; Ai, J.; Feng, X.; Chen, H.; Tang, Y.; Xi, L.; et al. Integrative Analysis of Fruit Quality and Anthocyanin Accumulation of Plum cv. ‘Cuihongli’ (Prunus salicina Lindl.) and Its Bud Mutation. Plants 2023, 12, 1357. [Google Scholar] [CrossRef] [PubMed]
- Jiang, C.C.; Fang, Z.Z.; Zhou, D.R.; Pan, S.L.; Ye, X.F. Changes in secondary metabolites, organic acids and soluble sugars during the development of plum fruit cv. ‘Furongli’ (Prunus salicina Lindl.). J. Sci. Food Agric. 2019, 99, 1010–1019. [Google Scholar] [CrossRef] [PubMed]
- Tomić, J.; Glišić, I.; Milošević, N.; Štampar, F.; Mikulič-Petkovšek, M.; Jakopič, J. Determination of fruit chemical contents of two plum cultivars grafted on four rootstocks. J. Food Compos. Anal. 2022, 105, 103944. [Google Scholar] [CrossRef]
- Ranganath, K.G. Pigments that colour our fruits: An overview. Erwerbs-Obstbau 2022, 64, 535–547. [Google Scholar] [CrossRef]
- Gündüz, K.; Özbay, H. The effects of genotype and altitude of the growing location on physical, chemical, and phytochemical properties of strawberry. Turk. J. Agric. For. 2018, 42, 145–153. [Google Scholar] [CrossRef]
- Hssaini, L.; Hanine, H.; Razouk, R.; Ennahli, S.; Mekaoui, A.; Guirrou, I.; Charafi, J. Diversity screening of fig (Ficus carica L.) Germplasm through integration of Morphoagronomic and biochemical traits. Int. J. Fruit Sci. 2020, 20, 939–958. [Google Scholar] [CrossRef]
National Cultivars | Species |
International Cultivars | Species |
---|---|---|---|
INRA-PR34 | Prunus salisina Lindl. | Friar | Prunus salisina Lindl. |
INRA-PR35 | Prunus salisina Lindl. | Singlobe | Prunus salisina Lindl. |
INRA-PR36 | Prunus salisina Lindl. | Monglobe | Prunus salisina Lindl. |
INRA-PR37 | Prunus salisina Lindl. | Golden Japan | Prunus salisina Lindl. |
INRA-PR38 | Prunus salisina Lindl. | Santa Rosa | Prunus salisina Lindl. |
INRA-PR39 | Prunus salisina Lindl. | Methley | Prunus salisina Lindl. |
INRA-PR40 | Prunus salisina Lindl. | Fortune | Prunus salisina Lindl. |
INRA-PR41 | Prunus salisina Lindl. | Angelino | Prunus salisina Lindl. |
INRA-PR42 | Prunus salisina Lindl. | Black Amber | Prunus salisina Lindl. |
INRA-PR43 | Prunus salisina Lindl. | Stanley | Prunus domestica L. |
INRA-PR44 | Prunus salisina Lindl. | Prune d’Ente | Prunus domestica L. |
INRA-PR45 | Prunus salisina Lindl. | ||
INRA-PR46 | Prunus salisina Lindl. | ||
INRA-PR47 | Prunus salisina Lindl. | ||
INRA-PR48 | Prunus salisina Lindl. | ||
INRA-PR49 | Prunus salisina Lindl. | ||
Timhdit | Prunus salisina Lindl. |
Cultivars | FY (kg tree−1) | FW (g) | FL (mm) | FWd (mm) | FH (mm) | CW (g) |
---|---|---|---|---|---|---|
INRA-PR34 | 59.27 ± 19.17 d | 28.12 ± 1.61 ab | 18.28 ± 0.85 a | 17.73 ± 0.66 a | 15.31 ± 0.66 a | 0.90 ± 0.03 a |
INRA-PR35 | 13.82 ± 0.54 a | 60.12 ± 0.44 ghi | 41.31 ± 0.85 de | 41.59 ± 0.34 e | 42.30 ± 0.34 fg | 1.48 ± 0.04 a |
INRA-PR36 | 19.05 ± 7.36 ab | 38.33 ± 0.04 bcde | 44.55 ± 1.37 ghi | 43.02 ± 0.05 ef | 41.03 ± 0.05 defg | 0.90 ± 0.01 a |
INRA-PR37 | 41.00 ± 25.58 c | 36.51 ± 0.64 abcd | 45.97 ± 0.14 i | 45.57 ± 0.18 fgh | 42.71 ± 0.18 g | 1.54 ± 0.11 a |
INRA-PR38 | 8.95 ± 1.51 a | 58.70 ± 0.5 fghi | 41.92 ± 0.14 de | 42.04 ± 0.20 e | 38.29 ± 0.20 d | 1.40 ± 0.01 a |
INRA-PR39 | 24.51 ± 1.18 ab | 57.74 ± 2.13 fghi | 51.74 ± 1.34 k | 48.66 ± 0.45 i | 49.18 ± 0.45 i | 1.36 ± 1.90 b |
INRA-PR40 | 21.52 ± 0.69 a | 86.58 ± 0.59 j | 42.93 ± 0.29 efg | 41.16 ± 0.54 e | 39.41 ± 0.54 def | 1.22 ± 0.08 a |
INRA-PR41 | 30.08 ± 6.73 b | 40.30 ± 0.40 bcde | 42.43 ± 0.28 de | 41.86 ± 1.37 e | 38.39 ± 1.37 d | 0.79 ± 0.07 a |
INRA-PR42 | 9.18 ± 0.16 a | 41.38 ± 1.1 bcde | 41.12 ± 1.17 de | 38.95 ± 1.24 d | 38.74 ± 1.24 de | 1.09 ± 0.03 a |
INRA-PR43 | 26.04 ± 1.01 ab | 52.25 ± 2.62 efgh | 44.10 ± 0.21 fg | 43.75 ± 0.68 efg | 45.33 ± 0.68 h | 1.32 ± 0.04 a |
INRA-PR44 | 10.45 ± 1.15 a | 62.95 ± 0.20 hi | 41.71 ± 0.31 de | 41.66 ± 1 e | 38.98 ± 1 de | 0.83 ± 0.03 a |
INRA-PR45 | 42.38 ± 1.22 c | 92.42 ± 0.25 j | 42.72 ± 1.85 ef | 42.33 ± 0.04 e | 38.57 ± 0.04 d | 1.24 ± 0.07 a |
INRA-PR46 | 17.41 ± 3.71 a | 63.32 ± 0.40 hi | 46.03 ± 2.01 i | 45.84 ± 1.16 gh | 44.07 ± 1.16 gh | 1.33 ± 0.19 a |
INRA-PR47 | 17.74 ± 6.31 ab | 48.54 ± 0.28 defgh | 44.24 ± 0.33 fgh | 42.45 ± 3.14 e | 41.64 ± 3.14 efg | 1.06 ± 0.04 a |
INRA-PR48 | 11.76 ± 0.67 a | 49.13 ± 2.63 defgh | 44.54 ± 0.98 ghi | 43.16 ± 1.01 ef | 42.27 ± 1.01 fg | 1.26 ± 5.31 c |
INRA-PR49 | 34.71 ± 1.09 ab | 67.74 ± 2.15 i | 49.10 ± 1.61 j | 44.24 ± 1.31 efgh | 43.28 ± 1.31 gh | 1.29 ± 0.20 a |
Stanley | 14.00 ± 0.82 a | 45.94 ± 2.77 cdefg | 42.77 ± 1.44 ef | 37.63 ± 2.97 d | 52.69 ± 2.97 j | 1.40 ± 6.43 d |
Prune d’Ente | 16.76 ± 1.7 a | 47.14 defgh | 40.11 ± 0.54 de | 42.46 ± 2.98 e | 39.78 ± 1.86 de | 0.93 ± 2.56 a |
Friar | 47.62 ± 0.44 c | 68.27 ± 2.00 i | 51.66 ± 1.65 k | 43.33 ± 1.52 a | 48.66 ± 0.78 i | 1.63 ± 5.10 c |
Fortune | 47.53 ± 4.3 c | 34.35 ± 0.98 abcd | 41.62 ± 2.76 d | 42.34 ± 2.87 e | 38.15 ± 2.65 de | 0.94 ± 5.12 a |
Methley | 31.65 ± 8 ab | 25.33 ± 1.43 a | 18.93 ± 3.87 a | 16.99 ± 3.09 a | 18.15 ± 3.44 a | 0.86 ± 0.76 a |
Santa Rosa | 21.76 ± 1.50 ab | 24.30 ± 1.30 a | 19.13 ± 0.01 a | 17.84 ± 0.78 a | 17.09 ± 0.29 a | 0.77 ± 0.03 a |
Angelino | 19.24 ± 0.48 ab | 44.92 ± 1.37 cdef | 31.57 ± 1.15 c | 27.15 ± 1.53 c | 24.84 ± 0.36 c | 1.37 ± 0.34 a |
Black Amber | 40.47 ± 0.20 c | 36.65 ± 0.94 abcd | 40.82 ± 0.63 d | 42.09 ± 0.29 e | 39.05 ± 0.53 de | 0.93 ± 0.04 a |
Golden Japan | 41.47 ± 5.21 c | 45.83 ± 0.57 abc | 34.12 ± 1.51 de | 29.44 ± 0.36 e | 30.20 ± 0.06 efg | 1.15 ± 0.06 a |
Monglobe | 13.65 ± 0.9 a | 59.83 ± 3.86 fghi | 46.39 ± 3.21 hi | 45.48 ± 1.76 h | 52.71 ± 3.23 i | 1.86 ± 0.12 c |
Singlobe | 11.76 ± 1.41 a | 57.53 ± 5.96 fghi | 45.79 ± 1.79 hi | 46.38 ± 0.33 h | 50.21 ± 1.44 i | 1.36 ± 0.33 c |
Timhdit | 5.42 ± 0.46 a | 40.00 ± 1 bcde | 24.81 ± 0.4 b | 23.05 ± 0.53 b | 22.70 ± 0.02 b | 0.69 ± 0.02 a |
Cultivars | SLL | NLF | LA (cm2) |
---|---|---|---|
INRA-PR34 | 12.00 ± 4.5 ab | 11.50 ± 3 a | 57.16 ± 1.02 ef |
INRA-PR35 | 16.00 ± 1 ab | 9.00 ± 2 a | 42.71 ± 0.55 abcdef |
INRA-PR36 | 11.50 ± 0.5 ab | 14.50 ± 3.5 ab | 28.98 ± 0.85 ab |
INRA-PR37 | 8.00 ± 0.12 a | 12.00 ± 0.54 a | 40.61 ± 0.50 abcdef |
INRA-PR38 | 12.67 ± 2 ab | 9.00 ± 1 a | 28.74 ± 0.20 ab |
INRA-PR39 | 10.00 ± 0.5 ab | 11.00 ± 1 a | 34.93 ± 0.31 abcd |
INRA-PR40 | 14.00 ± 1.5 ab | 17.17 ± 1.5 ab | 28.29 ± 0.24 ab |
INRA-PR41 | 16.17 ± 1 ab | 16.17 ± 0.5 ab | 34.22 ± 0.80 abc |
INRA-PR42 | 18.83 ± 2 b | 22.67 ± 2.5 b | 27.61 ± 0.50 ab |
INRA-PR43 | 14.50 ± 1 ab | 17.67 ± 0.5 ab | 22.31 ± 0.25 a |
INRA-PR44 | 11.83 ± 1 ab | 15.00 ± 0.23 ab | 25.66 ± 0.13 ab |
INRA-PR45 | 15.67 ± 1.15 ab | 14.67 ± 1.5 ab | 46.50 ± 0.08 bcdef |
INRA-PR46 | 14.17 ± 0.5 ab | 9.33 ± 1.5 a | 59.04 ± 0.54 f |
INRA-PR47 | 11.50 ± 0.5 ab | 10.17 ± 1 a | 54.59 ± 0.32 def |
INRA-PR48 | 7.00 ± 0.5 a | 14.17 ± 0.21 ab | 45.25 ± 0.25 bcdef |
INRA-PR49 | 8.33 ± 3 a | 13.17 ± 2 ab | 38.30 ± 0.10 abcde |
Stanley | 9.00 ± 0.43 a | 14.00 ± 0.5 ab | 51.46 ± 0.30 cdef |
Prune d’Ente | 8.90 ± 1 a | 14.00 ± 1 ab | 53.66 ± 0.18 cdef |
Friar | 9.50 ± 1.5 ab | 13.33 ± 2 ab | 44.98 ± 0.12 bcdef |
Fortune | 10.76 ± 0.5 ab | 14.63 ± 1 ab | 45.78 ± 0.26 bcdef |
Methley | 13.53 ± 1 ab | 12.56 ± 0.5 a | 44.75 ± 0.20 bcdef |
Santa Rosa | 10.33 ± 1 ab | 11.50 ± 1.5 a | 43.55 ± 0.19 bcdef |
Angelino | 8.83 ± 0.5 a | 12.00 ± 2 a | 49.38 ± 0.10 cdef |
Black Amber | 11.33 ± 1 ab | 14.83 ± 2 ab | 36.50 ± 0.29 abcd |
Golden Japan | 9.56 ± 1 ab | 12.28 ± 0.5 ab | 45.97 ± 0.44 ab |
Monglobe | 13.57 ± 0.5 ab | 15.57 ± 1.5 ab | 28.21 ± 0.22 ab |
Singlobe | 12.50 ± 0.5 ab | 14.50 ± 0.5 ab | 27.51 ± 0.42 ab |
Timhdit | 12.50 ± 0.5 ab | 16.50 ± 1.5 ab | 26.46 ± 0.35 ab |
Cultivars | SD (Stomata mm−2) | SL (µm) | SW (µm) | SA (µm2) | SAI (µm2 mm−2) |
---|---|---|---|---|---|
INRA-PR34 | 347.00 ± 1 f | 5.42 ± 0.13 abc | 4.21 ± 0.02 cde | 17.89 ± 0.32 bcde | 1071.68 ± 42.55 bcd |
INRA-PR35 | 355.00 ± 2 g | 4.07 ± 0.04 a | 3.54 ± 0.09 abcd | 11.31 ± 0.43 ab | 792.90 ± 59.53 abc |
INRA-PR36 | 345.00 ± 1 ef | 4.69 ± 0.62 abc | 4.00 ± 0.78 bcde | 14.96 ± 4.86 abcd | 861.87 ± 298.08 abc |
INRA-PR37 | 343.00 ± 1 de | 4.52 ± 0.31 abc | 3.59 ± 0.47 abcde | 12.66 ± 0.82 abcd | 694.13 ± 61.19 abc |
INRA-PR38 | 354.00 ± 2 g | 4.31 ± 0.04 ab | 3.47 ± 0.11 abcd | 11.72 ± 0.52 abc | 806.99 ± 65.88 abc |
INRA-PR39 | 341.00 ± 1 d | 4.64 ± 0.23 abc | 3.49 ± 0.04 abcd | 12.73 ± 0.83 abcd | 664.25 ± 27.14 ab |
INRA-PR40 | 334.00 ± 2 c | 4.64 ± 0.23 abc | 3.92 ± 0.38 bcde | 14.34 ± 2.13 abcd | 617.57 ± 55.72 ab |
INRA-PR41 | 343.00 ± 1 de | 3.68 ± 0.57 a | 2.87 ± 0.23 a | 8.23 ± 0.60 a | 450.35 ± 22.86 a |
INRA-PR42 | 328.00 ± 1 a | 4.55 ± 0.23 abc | 3.85 ± 0.31 bcde | 13.78 ± 1.83 abcd | 490.05 ± 47.80 a |
INRA-PR43 | 329.00 ± 0.54 a | 4.43 ± 0.40 abc | 3.23 ± 0.50 ab | 11.33 ± 2.77 ab | 418.48 ± 102.63 a |
INRA-PR44 | 365.00 ± 1 i | 7.20 ± 0.69 def | 5.38 ± 0.35 f | 30.56 ± 4.96 g | 2526.05 ± 371.73 f |
INRA-PR45 | 368.00 ± 1 j | 6.96 ± 0.07 def | 3.83 ± 0.04 bcde | 20.92 ± 0.04 de | 1811.85 ± 22.67 e |
INRA-PR46 | 335.00 ± 0.21 c | 7.51 ± 0.04 ef | 5.38 ± 0.35 f | 31.74 ± 1.90 g | 1415.05 ± 85.12 de |
INRA-PR47 | 361.00 ± 1 h | 9.33 ± 0.14 g | 7.44 ± 0.26 g | 54.47 ± 1.08 h | 4233.89 ± 154.00 g |
INRA-PR48 | 336.00 ± 1 c | 5.41 ± 0.62 abc | 3.78 ± 0.04 abcde | 16.06 ± 2.04 abcd | 738.18 ± 114.44 abc |
INRA-PR49 | 356.00 ± 1 g | 5.07 ± 0.09 abc | 4.02 ± 0.19 bcde | 15.99 ± 0.46 abcd | 1140.44 ± 12.48 cd |
Stanley | 336.00 ± 1 c | 4.62 ± 0.11 abc | 3.64 ± 0.23 abcde | 13.17 ± 0.52 abcd | 604.20 ± 40.86 ab |
Prune d’Ente | 376.00 ± 1 c | 4.87 ± 0.28 abc | 3.83 ± 0.28 abcde | 13.37 ± 2.28 abcd | 600.84 ± 105.45 ab |
Friar | 336.00 ± 1 c | 7.99 ± 0.09 f | 5.45 ± 0.09 f | 34.21 ± 0.19 g | 1568.65 ± 34.84 e |
Fortune | 330.00 ± 2 c | 8.39 ± 0.28 f | 5.88 ± 0.09 f | 34.65 ± 0.33 g | 1500.01 ± 7.34 e |
Methley | 359.40 ± 1 g | 6.47 ± 0.52 bcd | 6.74 ± 0.21 f | 23.80 ± 3.81 ef | 1694.73 ± 227.04 e |
Santa Rosa | 363.00 ± 2 hi | 6.08 ± 0.33 cde | 4.28 ± 0.02 de | 20.42 ± 1.01 cde | 1637.31 ± 29.22 e |
Angelino | 347.00 ± 2 f | 7.46 ± 0.52 ef | 5.26 ± 0.19 f | 30.89 ± 3.29 g | 1843.94 ± 118.58 e |
Black Amber | 356.00 ± 1 g | 5.98 ± 0.38 bcd | 5.07 ± 0.28 f | 23.75 ± 0.18 ef | 1694.73 ± 42.92 e |
Golden Japan | 348.67 ± 3 ef | 7.18 ± 0.47 ef | 5.00 ± 0.14 e | 28.51 ± 0.83 fg | 1683.30 ± 82.63 e |
Monglobe | 387.00 ± 1 ab | 4.98 ± 0.57 abc | 3.87 ± 0.23 ab | 11.76 ± 2.32 ab | 387.78 ± 169.46 a |
Singlobe | 326.00 ± 1 a | 4.40 ± 0.31 abc | 3.13 ± 0.52 ab | 10.85 ± 0.74 ab | 359.38 ± 60.47 a |
Timhdit | 344.00 ± 2 ef | 4.83 ± 0.78 abc | 3.25 ± 0.28 abc | 12.49 ± 4.71 abcd | 702.78 ± 420.32 ab |
Cultivars | SC (mmol m−2 s−1) | LPC (g L−1) | CW (g Kg−1) | Chlor a (mg L−1) | Chlor b (mg L−1) |
---|---|---|---|---|---|
INRA-PR34 | 4.39 ± 0.54 efg | 0.38 ± 0.03 de | 16.84 ± 1.40 h | 4.80 ± 0.22 cde | 10.58 ± 0.26 b |
INRA-PR35 | 3.16 ± 0.38 abcd | 0.21 ± 0.01 ab | 5.24 ± 1.51 ab | 7.54 ± 0.39 g | 11.63 ± 0.15 c |
INRA-PR36 | 3.42 ± 0.20 abcd | 0.22 ± 0.01 ab | 13.06 ± 1.54 g | 5.51 ± 0.24 e | 12.29 ± 0.75 c |
INRA-PR37 | 4.62 ± 0.41 fg | 0.34 ± 0.06 cde | 17.39 ± 1.19 h | 3.87 ± 0.16 ab | 22.71 ± 1.00 i |
INRA-PR38 | 2.65 ± 0.21 a | 0.32 ± 0.02 cd | 5.96 ± 1.03 abc | 8.47 ± 0.17 h | 17.26 ± 0.10 e |
INRA-PR39 | 3.54 ± 0.50 abcde | 0.41 ± 0.02 de | 12.09 ± 1.15 fg | 8.19 ± 0.10 h | 13.63 ± 0.36 d |
INRA-PR40 | 2.96 ± 0.45 abcd | 0.26 ± 0.03 bc | 6.61 ± 1.29 abcd | 8.66 ± 0.50 h | 20.19 ± 0.13 h |
INRA-PR41 | 3.29 ± 0.32 abcd | 0.54 ± 0.05 g | 10.43 ± 1.70 defg | 5.21 ± 0.24 de | 18.44 ± 0.18 fg |
INRA-PR42 | 3.06 ± 0.12 abcd | 0.32 ± 0.04 cd | 9.25 ± 1.42 bcdef | 4.75 ± 0.28 cd | 11.55 ± 0.38 c |
INRA-PR43 | 3.89 ± 0.20 defg | 0.23 ± 0.03 ab | 8.87 ± 1.01 bcdef | 6.37 ± 0.34 f | 13.72 ± 0.35 d |
INRA-PR44 | 3.08 ± 0.11 abcd | 0.18 ± 0.03 ab | 7.56 ± 2.42 abcde | 4.52 ± 0.40 bcd | 24.19 ± 0.76 j |
INRA-PR45 | 3.48 ± 0.44 abcde | 0.37 ± 0.04 de | 6.28 ± 0.91 abc | 4.89 ± 0.11 cde | 11.70 ± 0.17 c |
INRA-PR46 | 2.90 ± 0.20 abcd | 0.43 ± 0.01 ef | 10.39 ± 1.33 defg | 5.52 ± 0.60 e | 12.58 ± 0.15 cd |
INRA-PR47 | 3.19 ± 0.03 abcd | 0.54 ± 0.05 g | 11.54 ± 2.08 efg | 7.30 ± 0.13 g | 9.48 ± 0.45 a |
INRA-PR48 | 2.69 ± 0.26 ab | 0.34 ± 0.05 cde | 3.76 ± 0.84 a | 3.49 ± 0.33 a | 12.69 ± 0.21 cd |
INRA-PR49 | 3.79 ± 0.40 cdef | 0.27 ± 0.05 bc | 8.88 ± 1.27 bcdef | 6.27 ± 0.08 f | 17.55 ± 0.36 ef |
Stanley | 3.32 ± 0.38 abcd | 0.40 ± 0.02 de | 5.70 ± 1.05 abc | 4.50 ± 0.31 bcd | 18.53 ± 0.09 fg |
Prune d’Ente | 3.22 ± 0.17 abcd | 0.45 ± 0.04 de | 5.30 ± 1.21 abc | 4.70 ± 0.12 bcd | 17.53 ± 0.22 fg |
Friar | 2.63 ± 0.29 a | 0.27 ± 0.02 bc | 5.14 ± 1.60 ab | 7.41 ± 0.40 g | 18.46 ± 0.44 fg |
Fortune | 2.33 ± 0.15 a | 025 ± 0.03 bc | 5.34 ± 1.66 ab | 7.61 ± 0.16 g | 19.16 ± 0.30 fg |
Methley | 3.55 ± 0.25 bcdef | 0.52 ± 0.06 fg | 8.15 ± 2.37 bcdef | 8.60 ± 0.46 h | 11.31 ± 0.16 ed |
Santa Rosa | 4.70 ± 0.50 g | 0.52 ± 0.01 g | 17.06 ± 2.80 h | 6.55 ± 0.27 f | 22.59 ± 0.73 i |
Angelino | 3.45 ± 0.48 abcde | 0.15 ± 0.02 a | 7.56 ± 1.10 abcde | 6.33 ± 0.24 f | 12.66 ± 0.20 cd |
Black Amber | 3.75 ± 0.09 bcdef | 0.50 ± 0.05 fg | 8.75 ± 1.34 bcdef | 8.40 ± 0.26 h | 12.61 ± 0.28 ed |
Golden Japan | 3.59 ± 0.67 defg | 0.31 ± 0.01 de | 9.92 ± 1.05 fg | 6.76 ± 0.35 g | 17.91 ± 0.27 d |
Monglobe | 2.58 ± 0.13 abc | 0.55 ± 0.01 g | 8.36 ± 1.38 bcdef | 4.14 ± 0.21 bc | 10.48 ± 0.63 c |
Singlobe | 2.78 ± 0.39 abc | 0.53 ± 0.06 g | 8.46 ± 0.99 bcdef | 4.34 ± 0.19 bc | 11.88 ± 0.64 c |
Timhdit | 3.06 ± 0.07 abcd | 0.49 ± 0.01 fg | 9.62 ± 1.04 cdefg | 4.98 ± 0.10 cde | 19.13 ± 1.15 g |
Cultivars | F (N mm−2) | TSS | pH | TA (% of Citric Acid) | MI |
---|---|---|---|---|---|
INRA-PR34 | 15.30 ± 0.69 d | 15.76 ± 1.02 cdefg | 4.60 ± 0.02 cdef | 5.00 ± 0.98 abc | 3.42 ± 0.23 bcde |
INRA-PR35 | 18.90 ± 0.29 e | 18.66 ± 1.33 i | 4.29 ± 0.08 bc | 5.28 ± 0.26 abc | 4.35 ± 0.31 i |
INRA-PR36 | 27.55 ± 0.44 f | 14.65 ± 0.65 abc | 4.62 ± 0.12 cdef | 5.32 ± 0.45 abc | 3.17 ± 0.22 abc |
INRA-PR37 | 14.85 ± 1.35 d | 16.80 ± 0.43 defgh | 4.34 ± 0.01 bcd | 3.94 ± 0.81 a | 3.87 ± 0.01 efgh |
INRA-PR38 | 11.60 ± 0.09 c | 16.85 ± 0.04 defgh | 4.85 ± 0.01 efgh | 4.68 ± 0.33 abc | 3.47 ± 0.01 bcdef |
INRA-PR39 | 12.30 ± 0.2 c | 16.33 ± 0.15 defgh | 4.64 ± 0.17 cdef | 4.88 ± 0.09 abc | 3.51 ± 0.16 cdefg |
INRA-PR40 | 26.85 ± 0.85 f | 17.75 ± 0.35 hi | 4.36 ± 0.10 bcd | 4.96 ± 0.11 abc | 4.06 ± 0.17 h |
INRA-PR41 | 43.95 ± 2.75 h | 15.60 ± 0.3 cdef | 3.28 ± 0.03 a | 5.31 ± 0.55 abc | 4.74 ± 0.04 j |
INRA-PR42 | 16.95 ± 0.25 de | 17.00 ± 0.3 efgh | 4.41 ± 0.12 cde | 4.51 ± 0.22 abc | 3.85 ± 0.17 efgh |
INRA-PR43 | 10.50 ± 1.6 c | 20.10 ± 0.09 j | 5.20 ± 0.03 hi | 5.05 ± 0.73 abc | 3.86 ± 0.01 efgh |
INRA-PR44 | 3.60 ± 0.1 a | 17.70 ± 0.19 hi | 5.12 ± 0.01 ghi | 4.31 ± 0.81 ab | 3.45 ± 0.03 bcdef |
INRA-PR45 | 16.60 ± 3.09 de | 17.40 ± 0.6 ghi | 4.44 ± 0.23 cde | 5.94 ± 0.4 c | 3.93 ± 0.33 fg |
INRA-PR46 | 6.40 ± 0.89 b | 13.40 ± 0.2 a | 4.65 ± 0.14 cdef | 4.40 ± 0.40 ab | 2.88 ± 0.12 a |
INRA-PR47 | 32.05 ± 1.85 g | 15.40 ± 0.09 cde | 4.00 ± 0.17 b | 5.31 ± 0.44 abc | 3.84 ± 0.14 efgh |
INRA-PR48 | 27.31 ± 1.45 f | 16.37 ± 0.34 defgh | 5.08 ± 0.30 ghi | 4.37 ± 0.25 ab | 3.22 ± 0.13 abc |
INRA-PR49 | 34.55 ± 1.35 h | 16.30 ± 0.39 defgh | 5.00 ± 0.17 ghi | 5.81 ± 0.05 bc | 3.25 ± 0.03 abcd |
Stanley | 24.47 ± 1.15 f | 17.22 ± 0.10 fghi | 4.44 ± 0.23 cde | 4.44 ± 0.11 abc | 3.88 ± 0.21 fgh |
Prune d’Ente | 25.72 ± 1.54 f | 16.92 ± 0.43 defgh | 4.14 ± 1.65 cde | 4.34 ± 1.75 abc | 3.76 ± 1.54 fgh |
Friar | 18.76 ± 0.67 e | 15.56 ± 0.3 cdef | 4.22 ± 0.10 cde | 5.23 ± 0.11 abc | 3.68 ± 0.14 defgh |
Fortune | 17.16 ± 0.54 e | 14.96 ± 2.54 bcd | 3.98 ± 0.54 bc | 4.93 ± 0.65 abc | 3.18 ± 0.12 abcd |
Methley | 26.15 ± 1.43 f | 20.25 ± 1.43 j | 4.68 ± 1.43 cdef | 3.94 ± 1.54 a | 5.05 ± 1.54 i |
Santa Rosa | 17.5 ± 1.90 de | 14.63 ± 1.02 abc | 4.84 ± 0.14 efgh | 4.31 ± 0.55 ab | 3.01 ± 0.14 ab |
Angelino | 19.4 ± 1.1 e | 15.63 ± 1.02 cdef | 4.77 ± 0.28 defg | 4.25 ± 0.55 a | 3.27 ± 0.17 abcd |
Black Amber | 25.75 ± 1.05 f | 20.15 ± 0.35 j | 4.24 ± 0.02 bc | 3.75 ± 0.97 a | 4.75 ± 0.11 j |
Golden Japan | 15.35 ± 1.94 d | 13.80 ± 0.6 ab | 4.44 ± 0.01 cde | 5.95 ± 0.38 c | 3.10 ± 0.14 abc |
Monglobe | 17.17 ± 1.03 e | 15.99 ± 0.43 bcd | 5.22 ± 1.54 i | 4.99 ± 0.75 abc | 2.93 ± 0.43 a |
Singlobe | 18.87 ± 0.77 e | 16.69 ± 0.40 defgh | 5.32 ± 0.28 i | 5.28 ± 0.49 abc | 3.13 ± 0.16 abc |
Timhdit | 4.36 ± 0.05 ab | 15.10 ± 1.5 bcd | 4.44 ± 0.23 cde | 4.20 ± 0.44 a | 3.39 ± 0.16 bcd |
Cultivars | TPC (g GAE L−1) | SSC (mg GE L−1) | AAC (g GlyE L−1) | TAC (%) |
---|---|---|---|---|
INRA-PR34 | 0.81 ± 0.02 def | 331.19 ± 3.92 abcd | 3.40 ± 0.10 a | 68.26 ± 2.20 cd |
INRA-PR35 | 0.82 ± 0.01 ef | 380.20 ± 15.92 de | 4.16 ± 0.20 c | 66.66 ± 0.61 cd |
INRA-PR36 | 0.76 ± 0.01 cdef | 315.25 ± 11.46 abcd | 3.36 ± 0.17 a | 52.66 ± 1.22 b |
INRA-PR37 | 0.72 ± 0.01 cd | 374.25 ± 15.80 de | 3.52 ± 0.20 a | 73.60 ± 0.69 d |
INRA-PR38 | 0.77 ± 0.03 cdef | 334.87 ± 28.35 abcd | 3.46 ± 0.36 a | 73.60 ± 0.69 d |
INRA-PR39 | 0.73 ± 0.02 cde | 309.18 ± 42.15 abcd | 3.51 ± 0.16 a | 75.46 ± 1.97 d |
INRA-PR40 | 0.81 ± 0.02 def | 356.88 ± 19.93 bcde | 4.01 ± 0.04 bc | 55.2 ± 2.11 bc |
INRA-PR41 | 0.73 ± 0.08 cd | 314.29 ± 10.90 abcd | 3.41 ± 0.16 a | 26.26 ± 3.33 a |
INRA-PR42 | 0.56 ± 0.02 a | 370.80 ± 13.93 cde | 4.23 ± 0.39 c | 69.86 ± 1.00 bcd |
INRA-PR43 | 0.84 ± 0.07 f | 413.99 ± 21.31 e | 4.24 ± 0.20 c | 63.33 ± 0.46 d |
INRA-PR44 | 0.77 ± 0.05 cdef | 371.28 ± 18.51 cde | 4.02 ± 0.10 bc | 73.46 ± 0.61 d |
INRA-PR45 | 0.72 ± 0.01 cd | 291.10 ± 38.35 abc | 3.24 ± 0.16 a | 69.60 ± 1.05 d |
INRA-PR46 | 0.62 ± 0.01 b | 276.23 ± 29.21 ab | 3.02 ± 0.07 a | 71.46 ± 0.23 d |
INRA-PR47 | 0.71 ± 0.01 cd | 318.34 ± 23.83 abcd | 3.16 ± 0.25 a | 62.66 ± 0.83 bcd |
INRA-PR48 | 0.76 ± 0.01 cdef | 346.41 ± 37.48 bcde | 3.34 ± 0.29 a | 70.54 ± 1.6 d |
INRA-PR49 | 0.74 ± 0.01 cde | 331.66 ± 24.58 abcd | 3.30 ± 0.29 a | 72.40 ± 0.39 d |
Stanley | 0.76 ± 0.02 cdef | 342.49 ± 10.24 bcd | 3.44 ± 0.32 a | 65.86 ± 1.28 cd |
Prune d’Ente | 0.78 ± 0.65 cdef | 365.19 ± 12.54 cde | 3.74 ± 0.42 a | 61.96 ± 1.54 bcd |
Friar | 0.72 ± 0.01 cd | 302.99 ± 30.49 abcd | 3.28 ± 0.20 a | 63.20 ± 0.80 bcd |
Fortune | 0.70 ± 0.12 cd | 312.49 ± 13.65 abcd | 3.54 ± 0.32 a | 61.76 ± 2.32 bcd |
Methley | 0.72 ± 0.21 cd | 321.24 ± 13.65 abcd | 3.94 ± 0.23 a | 62.11 ± 3.54 bcd |
Santa Rosa | 0.78 ± 0.04 cde | 300.97 ± 8.80 abcd | 3.26 ± 0.18 a | 69.06 ± 0.83 d |
Angelino | 0.74 ± 0.01 cde | 300.14 ± 35.31 abcd | 3.33 ± 0.23 a | 66.13 ± 1.80 cd |
Black Amber | 0.74 ± 0.01 cde | 327.74 ± 21.33 abcd | 3.66 ± 0.10 a | 68.41 ± 23.23 cd |
Golden Japan | 0.63 ± 0.01 b | 261.24 ± 37.13 a | 3.19 ± 0.11 ab | 71.33 ± 1.61 d |
Monglobe | 0.79 ± 0.12 cde | 321.39 ± 21.645 abcd | 3.65 ± 0.12 a | 69.63 ± 1.23 d |
Singlobe | 0.75 ± 0.01 cde | 314.29 ± 39.79 abcd | 3.38 ± 0.15 a | 67.06 ± 1.40 cd |
Timhdit | 0.71 ± 0.01 c | 279.80 ± 45.56 ab | 3.42 ± 0.16 a | 70.34 ± 1.2 d |
Components | ||||||||
---|---|---|---|---|---|---|---|---|
1 | 2 | 3 | 4 | 5 | 6 | 7 | 8 | |
FY | −0.132 | −0.552 | −0.625 | 0.311 | 0.193 | −0.186 | 0.242 | 0.070 |
FW | 0.390 | 0.615 | −0.258 | 0.181 | 0.350 | −0.345 | 0.229 | −0.074 |
FL | 0.488 | 0.562 | 0.149 | 0.166 | 0.254 | −0.380 | 0.202 | 0.045 |
FWd | 0.539 | 0.690 | 0.023 | 0.144 | 0.188 | −0.203 | 0.216 | 0.041 |
FH | 0.296 | 0.701 | −0.445 | 0.025 | −0.123 | 0.349 | 0.051 | −0.019 |
CW | 0.296 | 0.699 | −0.445 | 0.025 | −0.123 | 0.349 | 0.051 | −0.019 |
Firmness | 0.180 | 0.033 | 0.075 | 0.771 | 0.095 | 0.163 | −0.044 | −0.123 |
TSS | 0.674 | −0.209 | 0.229 | −0.232 | 0.413 | 0.250 | 0.144 | 0.242 |
pH | 0.095 | 0.139 | −0.392 | −0.756 | 0.057 | −0.164 | −0.236 | −0.008 |
TA | 0.022 | 0.214 | 0.154 | 0.402 | 0.190 | −0.473 | −0.495 | −0.078 |
MI | 0.452 | −0.263 | 0.452 | 0.445 | 0.251 | 0.332 | 0.268 | 0.165 |
TPC | 0.319 | −0.315 | −0.257 | −0.093 | 0.577 | 0.358 | −0.321 | −0.234 |
SSC | 0.716 | −0.308 | 0.027 | −0.287 | 0.258 | 0.100 | 0.203 | 0.140 |
AAC | 0.686 | −0.361 | 0.366 | −0.377 | 0.067 | 0.007 | 0.152 | 0.062 |
TAC | −0.215 | 0.158 | −0.224 | −0.736 | 0.117 | −0.165 | 0.104 | 0.299 |
NLF | 0.324 | −0.079 | 0.475 | −0.154 | −0.591 | 0.022 | 0.255 | −0.075 |
SLL | 0.199 | −0.311 | 0.713 | 0.101 | −0.238 | −0.182 | −0.223 | 0.148 |
LA | −0.410 | 0.081 | −0.362 | 0.262 | 0.151 | 0.350 | −0.238 | 0.424 |
SD | −0.515 | −0.246 | 0.170 | −0.073 | 0.420 | 0.189 | −0.210 | −0.077 |
SL | −0.821 | 0.305 | 0.295 | −0.180 | 0.054 | 0.023 | 0.129 | −0.071 |
SW | −0.703 | 0.356 | 0.318 | −0.119 | 0.251 | 0.068 | 0.266 | 0.044 |
SA | −0.784 | 0.350 | 0.345 | −0.099 | 0.185 | 0.051 | 0.216 | −0.012 |
SAI | −0.785 | 0.166 | 0.376 | −0.103 | 0.308 | 0.145 | 0.154 | −0.015 |
SC | −0.239 | −0.660 | −0.443 | 0.097 | 0.196 | −0.230 | 0.256 | 0.074 |
LPC | −0.345 | 0.026 | −0.080 | 0.473 | −0.227 | 0.225 | 0.243 | 0.163 |
CW | −0.425 | −0.545 | −0.410 | 0.193 | −0.056 | −0.352 | 0.327 | 0.028 |
Chlor a | −0.002 | 0.016 | 0.384 | 0.087 | 0.472 | −0.199 | −0.044 | −0.205 |
Chlor b | 0.064 | −0.249 | −0.164 | −0.165 | −0.019 | 0.199 | 0.308 | −0.722 |
% of variance | 21.57 | 15.41 | 12.33 | 10.76 | 7.52 | 6.16 | 5.28 | 3.95 |
% cumulative | 21.57 | 36.98 | 49.32 | 60.08 | 67.60 | 73.77 | 79.05 | 83.00 |
FY | FW | FL | FWd | FH | CW | F | TSS | pH | AT | IM | TPC | SSC | AAC | TAC | NLF | SLL | LA | SD | SL | SW | SA | SAI | SC | LPC | CW | Chlor a | Chlor b | |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
FY | 1 | |||||||||||||||||||||||||||
FW | 0.052 | 1 | ||||||||||||||||||||||||||
FL | −0.277 | 0.765 ** | 1 | |||||||||||||||||||||||||
FWd | −0.338 | 0.798 ** | 0.313 | 1 | ||||||||||||||||||||||||
FH | −0.195 | 0.723 ** | 0.246 | 0.529 | 1 | 0.900 ** | ||||||||||||||||||||||
CW | −0.195 | 0.723 ** | 0.246 | 0.529 | 0.011 | 1 | ||||||||||||||||||||||
F | 0.142 | 0.172 | 0.172 | 0.164 | 0.085 | 0.085 | 1 | |||||||||||||||||||||
TSS | −0.090 | 0.115 | 0.248 | 0.253 | 0.011 | 0.011 | 0.004 | 1 | ||||||||||||||||||||
pH | −0.087 | 0.111 | −0.017 | 0.016 | 0.200 | 0.200 | −0.478 | 0.127 | 1 | |||||||||||||||||||
TA | −0.051 | 0.294 | 0.282 | 0.254 | −0.025 | −0.025 | 0.322 | −0.172 | −0.105 | 1 | ||||||||||||||||||
MI | 0.008 | 0.011 | 0.211 | 0.180 | −0.130 | −0.130 | 0.418 | 0.646 ** | −0.667 ** | −0.043 | 1 | |||||||||||||||||
TPC | 0.220 | −0.017 | −0.167 | −0.122 | 0.056 | 0.056 | 0.101 | 0.476 | 0.248 | 0.015 | 0.182 | 1 | ||||||||||||||||
SSC | 0.075 | 0.108 | 0.207 | 0.219 | −0.038 | −0.038 | 0.006 | 0.746 ** | 0.198 | −0.208 | 0.402 | 0.453 | 1 | |||||||||||||||
AAC | −0.183 | −0.055 | 0.114 | 0.106 | −0.187 | −0.187 | −0.175 | 0.738 ** | 0.101 | −0.170 | 0.460 | 0.277 | 0.824 ** | |||||||||||||||
TAC | −0.049 | 0.029 | −0.044 | −0.016 | 0.098 | 0.098 | −0.671 ** | 0.064 | 0.617 ** | −0.256 | −0.478 | −0.151 | 0.007 | −0.017 | 1 | |||||||||||||
NLF | −0.353 | −0.219 | −0.006 | 0.010 | −0.016 | −0.016 | 0.085 | 0.217 | −0.068 | −0.115 | 0.205 | −0.348 | 0.221 | 0.471 | −0.106 | 1 | ||||||||||||
SLL | −0.302 | −0.316 | 0.025 | −0.091 | −0.486 | −0.486 * | −0.012 | 0.211 | −0.312 | 0.261 | 0.392 | −0.204 | 0.101 | 0.420 | −0.246 | 0.444 | 1 | |||||||||||
LA | 0.257 | −0.100 | −0.260 | −0.172 | 0.131 | 0.131 | 0.095 | −0.291 | −0.170 | −0.039 | −0.090 | 0.028 | −0.267 | −0.238 | 0.053 | −0.576 ** | −0.319 | 1 | ||||||||||
SD | 0.055 | −0.357 | −0.270 | −0.391 | −0.377 | −0.377 | −0.048 | −0.007 | 0.003 | 0.089 | 0.000 | 0.200 | −0.258 | −0.239 | 0.191 | −0.186 | 0.121 | 0.014 | 1 | |||||||||
SL | −0.249 | −0.197 | −0.222 | −0.235 | −0.143 | −0.143 | −0.276 | −0.455 | −0.083 | 0.031 | −0.319 | −0.392 | −0.395 | −0.463 | 0.262 | −0.068 | −0.086 | 0.051 | 0.328 | 1 | ||||||||
SW | −0.205 | −0.009 | −0.072 | −0.087 | −0.097 | −0.097 | −0.072 | −0.306 | −0.059 | −0.061 | −0.214 | −0.286 | −0.362 | −0.354 | 0.202 | −0.071 | −0.090 | 0.037 | 0.333 | 0.828 ** | 1 | |||||||
SA | −0.239 | −0.099 | −0.121 | −0.137 | −0.133 | −0.133 | −0.134 | −0.399 | −0.131 | 0.018 | −0.235 | −0.346 | −0.474 | −0.420 | 0.185 | −0.086 | −0.082 | 0.049 | 0.343 | 0.945 ** | 0.954 ** | 1 | ||||||
SAI | −0.180 | −0.237 | −0.184 | −0.237 | −0.253 | −0.253 | −0.089 | −0.266 | −0.117 | 0.032 | −0.136 | −0.182 | −0.391 | −0.358 | 0.185 | −0.081 | −0.012 | 0.012 | 0.624 ** | 0.863 ** | 0.894 ** | 0.933 ** | 1 | |||||
SC | 0.848 ** | −0.194 | −0.398 | −0.426 | −0.372 | −0.372 | −0.016 | −0.012 | −0.011 | −0.059 | −0.016 | 0.160 | 0.047 | −0.064 | 0.123 | −0.233 | −0.203 | 0.100 | 0.135 | −0.055 | −0.054 | −0.081 | −0.014 | 1 | ||||
LPC | 0.171 | −0.155 | −0.126 | −0.090 | 0.127 | 0.127 | 0.193 | −0.243 | −0.333 | −0.081 | 0.106 | −0.250 | −0.440 | −0.448 | −0.154 | −0.058 | −0.012 | 0.157 | 0.165 | 0.151 | 0.161 | 0.176 | 0.222 | 0.097 | 1 | |||
CW | 0.801 ** | −0.197 | −0.370 | −0.448 | −0.386 | −0.386 | −0.078 | −0.389 | −0.108 | −0.100 | −0.216 | −0.081 | −0.155 | −0.235 | 0.011 | −0.220 | −0.167 | 0.081 | 0.058 | 0.011 | 0.092 | 0.042 | 0.064 | 0.821 ** | 0.315 | 1 | ||
Cr a | −0.143 | 0.151 | 0.130 | 0.064 | −0.213 | −0.213 | 0.070 | 0.155 | −0.192 | 0.169 | 0.231 | 0.160 | −0.104 | 0.102 | 0.001 | −0.201 | 0.177 | −0.151 | 0.006 | 0.057 | 0.155 | 0.119 | 0.077 | 0.096 | −0.086 | 0.029 | 1 | |
Cr b | 0.156 | −0.048 | −0.131 | −0.090 | −0.021 | −0.021 | −0.132 | −0.008 | 0.002 | −0.328 | 0.003 | 0.197 | 0.141 | 0.104 | −0.034 | 0.030 | −0.164 | −0.087 | 0.057 | −0.038 | −0.144 | −0.117 | −0.085 | 0.170 | −0.025 | 0.135 | −0.050 | 1 |
Disclaimer/Publisher’s Note: The statements, opinions and data contained in all publications are solely those of the individual author(s) and contributor(s) and not of MDPI and/or the editor(s). MDPI and/or the editor(s) disclaim responsibility for any injury to people or property resulting from any ideas, methods, instructions or products referred to in the content. |
© 2025 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
Share and Cite
Hamdani, A.; Bouda, S.; Adiba, A.; Laaraj, S.; Bouhrim, M.; Herqash, R.N.; Shahat, A.A.; Boutagayout, A.; Razouk, R. Agro-Physiological and Pomological Characterization of Plum Trees in Ex-Situ Collections: Evaluation of Their Genetic Potential in the Saïss Plain. Sustainability 2025, 17, 2374. https://doi.org/10.3390/su17062374
Hamdani A, Bouda S, Adiba A, Laaraj S, Bouhrim M, Herqash RN, Shahat AA, Boutagayout A, Razouk R. Agro-Physiological and Pomological Characterization of Plum Trees in Ex-Situ Collections: Evaluation of Their Genetic Potential in the Saïss Plain. Sustainability. 2025; 17(6):2374. https://doi.org/10.3390/su17062374
Chicago/Turabian StyleHamdani, Anas, Said Bouda, Atman Adiba, Salah Laaraj, Mohamed Bouhrim, Rashed N. Herqash, Abdelaaty A. Shahat, Abdellatif Boutagayout, and Rachid Razouk. 2025. "Agro-Physiological and Pomological Characterization of Plum Trees in Ex-Situ Collections: Evaluation of Their Genetic Potential in the Saïss Plain" Sustainability 17, no. 6: 2374. https://doi.org/10.3390/su17062374
APA StyleHamdani, A., Bouda, S., Adiba, A., Laaraj, S., Bouhrim, M., Herqash, R. N., Shahat, A. A., Boutagayout, A., & Razouk, R. (2025). Agro-Physiological and Pomological Characterization of Plum Trees in Ex-Situ Collections: Evaluation of Their Genetic Potential in the Saïss Plain. Sustainability, 17(6), 2374. https://doi.org/10.3390/su17062374