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Landa V, Shapira Y, Eliyahu-Behar A, Ben-Arie RL, Weiss E, Reuveni Y, Drori E. Setting the morphologic quality limits enabling accurate classification of charred archaeological grape seeds. Sci Rep 2024; 14:16148. [PMID: 38997329 PMCID: PMC11245623 DOI: 10.1038/s41598-024-66896-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2023] [Accepted: 07/05/2024] [Indexed: 07/14/2024] Open
Abstract
This study investigates the morphological changes in grape pips resulting from various charring conditions. Employing high-resolution scanning combined with morphometric measurements for morphological analysis, we aimed to understand the effects of charring on grape pips. Our morphometric analysis demonstrated significant alterations in seed shape above 250 °C. The length-width ratio and the occurrence of cracks notably changed, providing a basis for assessing charring conditions. In addition, applying a machine learning classification method, we determined that accurate classification of grape varieties by the morphometric analysis method is feasible for seeds charred at up to 250 °C and 8 h. Integrating the morphometric changes and temperature ranges suitable for classification, we developed a sorting model for archaeological seeds. By projecting length-width ratios onto a curve calculated from controlled conditions, we estimated charring temperatures. Approximately 50% of archaeological seeds deviated from the model, indicating drastic charring conditions. This sorting model facilitates a stringent selection of seeds fit for classification, enhancing the accuracy of our machine learning-based methodology. In conclusion, combining machine learning with morphometric sorting enables the identification of charred grape seeds suitable for identification by the morphometric method. This comprehensive approach provides a valuable tool for future research for the identification of charred grape seeds found in archaeological contexts, enhancing our understanding of ancient viticulture practices and grape cultivation.
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Affiliation(s)
- Vlad Landa
- Department of Computer Science, Ariel University, 40700, Ariel, Israel
- Department of Physics, Faculty of Natural Sciences, Ariel University, Science Park, 40700, Ariel, Israel
| | - Yekaterina Shapira
- Department of Chemical Engineering, Biotechnology and Materials, Ariel University, 40700, Ariel, Israel
| | - Adi Eliyahu-Behar
- Department of the Land of Israel Studies and Archaeology, Ariel University, 40700, Ariel, Israel
- Department of Chemical Sciences, Ariel University, 40700, Ariel, Israel
| | | | - Ehud Weiss
- Archaeobotanical Laboratory and National Natural History Collection of Plants' Seeds and Fruits, Martin (Szusz) Department of Land of Israel Studies and Archaeology, Institute of Archaeology, Bar-Ilan University, 5290002, Ramat-Gan, Israel
| | - Yuval Reuveni
- Department of Physics, Faculty of Natural Sciences, Ariel University, Science Park, 40700, Ariel, Israel.
- Remote Sensing Lab, Eastern R&D Center, 40700, Ariel, Israel.
| | - Elyashiv Drori
- Department of Chemical Engineering, Biotechnology and Materials, Ariel University, 40700, Ariel, Israel.
- The Samson Family Institute of Grape and Wine Research, Eastern Regional R&D Center, 40700, Ariel, Israel.
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Maniatis G, Tani E, Katsileros A, Avramidou EV, Pitsoli T, Sarri E, Gerakari M, Goufa M, Panagoulakou M, Xipolitaki K, Klouvatos K, Megariti S, Pappi P, Papadakis IE, Bebeli PJ, Kapazoglou A. Genetic and Epigenetic Responses of Autochthonous Grapevine Cultivars from the 'Epirus' Region of Greece upon Consecutive Drought Stress. PLANTS (BASEL, SWITZERLAND) 2023; 13:27. [PMID: 38202337 PMCID: PMC10780352 DOI: 10.3390/plants13010027] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/09/2023] [Revised: 11/06/2023] [Accepted: 12/14/2023] [Indexed: 01/12/2024]
Abstract
Within the framework of preserving and valorizing the rich grapevine germplasm of the Epirus region of Greece, indigenous grapevine (Vitis vinifera L.) cultivars were characterized and assessed for their resilience to abiotic stresses in the context of climate change. The cultivars 'Debina' and 'Dichali' displayed significant differences in their response to drought stress as judged by morpho-physiological analysis, indicating higher drought tolerance for Dichali. Hence, they were selected for further study aiming to identify genetic and epigenetic mechanisms possibly regulating drought adaptability. Specifically, self-rooted and heterografted on 'Richter 110' rootstock plants were subjected to two phases of drought with a recovery period in between. Gene expression analysis was performed for two stress-related miRNAs and their target genes: (a) miRNA159 and putative targets, VvMYB101, VvGATA-26-like, VvTOPLESS-4-like and (b) miRNA156 and putative target gene VvCONSTANS-5. Overall, grafted plants exhibited a higher drought tolerance than self-rooted plants, suggesting beneficial rootstock-scion interactions. Comparative analysis revealed differential gene expression under repetitive drought stresses between the two cultivars as well as between the self-rooted and grafted plants. 'Dichali' exhibited an up-regulation of most of the genes examined, which may be associated with increased tolerance. Nevertheless, the profound down-regulation of VvTOPLESS-4-like (a transcriptional co-repressor of transcription factors) upon drought and the concomitant up-regulation of miRNA159 highlights the importance of this 'miRNA-target' module in drought responsiveness. DNA methylation profiling using MSAP analysis revealed differential methylation patterns between the two genotypes in response to drought. Further investigations of gene expression and DNA methylation will contribute to our understanding of the epigenetic mechanisms underlying grapevine tolerance to drought stress.
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Affiliation(s)
- Grigorios Maniatis
- Laboratory of Plant Breeding and Biometry, Department of Crop Science, Agricultural University of Athens, Iera Odos 75, 11855 Athens, Greece; (G.M.); (A.K.); (E.S.); (Μ.G.); (M.G.); (M.P.); (K.X.); (K.K.); (S.M.); (P.J.B.)
| | - Eleni Tani
- Laboratory of Plant Breeding and Biometry, Department of Crop Science, Agricultural University of Athens, Iera Odos 75, 11855 Athens, Greece; (G.M.); (A.K.); (E.S.); (Μ.G.); (M.G.); (M.P.); (K.X.); (K.K.); (S.M.); (P.J.B.)
| | - Anastasios Katsileros
- Laboratory of Plant Breeding and Biometry, Department of Crop Science, Agricultural University of Athens, Iera Odos 75, 11855 Athens, Greece; (G.M.); (A.K.); (E.S.); (Μ.G.); (M.G.); (M.P.); (K.X.); (K.K.); (S.M.); (P.J.B.)
| | - Evangelia V. Avramidou
- Laboratory of Forest Genetics and Biotechnology, Institute of Mediterranean Forest Ecosystems, Hellenic Agricultural Organization-DIMITRA (ELGO-DIMITRA), Ilisia, 11528 Athens, Greece;
| | - Theodora Pitsoli
- Department of Vitis, Institute of Olive Tree, Subtropical Crops and Viticulture (IOSV), Hellenic Agricultural Organization-DIMITRA (ELGO-DIMITRA), Lykovrysi, 14123 Athens, Greece;
| | - Efi Sarri
- Laboratory of Plant Breeding and Biometry, Department of Crop Science, Agricultural University of Athens, Iera Odos 75, 11855 Athens, Greece; (G.M.); (A.K.); (E.S.); (Μ.G.); (M.G.); (M.P.); (K.X.); (K.K.); (S.M.); (P.J.B.)
| | - Maria Gerakari
- Laboratory of Plant Breeding and Biometry, Department of Crop Science, Agricultural University of Athens, Iera Odos 75, 11855 Athens, Greece; (G.M.); (A.K.); (E.S.); (Μ.G.); (M.G.); (M.P.); (K.X.); (K.K.); (S.M.); (P.J.B.)
| | - Maria Goufa
- Laboratory of Plant Breeding and Biometry, Department of Crop Science, Agricultural University of Athens, Iera Odos 75, 11855 Athens, Greece; (G.M.); (A.K.); (E.S.); (Μ.G.); (M.G.); (M.P.); (K.X.); (K.K.); (S.M.); (P.J.B.)
| | - Maria Panagoulakou
- Laboratory of Plant Breeding and Biometry, Department of Crop Science, Agricultural University of Athens, Iera Odos 75, 11855 Athens, Greece; (G.M.); (A.K.); (E.S.); (Μ.G.); (M.G.); (M.P.); (K.X.); (K.K.); (S.M.); (P.J.B.)
| | - Konstantina Xipolitaki
- Laboratory of Plant Breeding and Biometry, Department of Crop Science, Agricultural University of Athens, Iera Odos 75, 11855 Athens, Greece; (G.M.); (A.K.); (E.S.); (Μ.G.); (M.G.); (M.P.); (K.X.); (K.K.); (S.M.); (P.J.B.)
| | - Kimon Klouvatos
- Laboratory of Plant Breeding and Biometry, Department of Crop Science, Agricultural University of Athens, Iera Odos 75, 11855 Athens, Greece; (G.M.); (A.K.); (E.S.); (Μ.G.); (M.G.); (M.P.); (K.X.); (K.K.); (S.M.); (P.J.B.)
| | - Stamatia Megariti
- Laboratory of Plant Breeding and Biometry, Department of Crop Science, Agricultural University of Athens, Iera Odos 75, 11855 Athens, Greece; (G.M.); (A.K.); (E.S.); (Μ.G.); (M.G.); (M.P.); (K.X.); (K.K.); (S.M.); (P.J.B.)
| | - Polixeni Pappi
- Laboratory of Plant Virology, Department of Viticulture, Vegetable Crops, Floriculture and Plant Protection, Institute of Olive Tree, Subtropical Crops and Viticulture, Hellenic Agricultural Organization DIMITRA (ELGO-DIMITRA), Kastorias 32A, Mesa Katsampas, 71307 Heraklion, Crete, Greece;
| | - Ioannis E. Papadakis
- Laboratory of Pomology, Department of Crop Science, Agricultural University of Athens, Iera Odos 75, 11855 Athens, Greece;
| | - Penelope J. Bebeli
- Laboratory of Plant Breeding and Biometry, Department of Crop Science, Agricultural University of Athens, Iera Odos 75, 11855 Athens, Greece; (G.M.); (A.K.); (E.S.); (Μ.G.); (M.G.); (M.P.); (K.X.); (K.K.); (S.M.); (P.J.B.)
| | - Aliki Kapazoglou
- Department of Vitis, Institute of Olive Tree, Subtropical Crops and Viticulture (IOSV), Hellenic Agricultural Organization-DIMITRA (ELGO-DIMITRA), Lykovrysi, 14123 Athens, Greece;
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Avramidou EV, Masaoutis I, Pitsoli TD, Kapazoglou A, Pikraki M, Trantas EA, Nikolantonakis M, Doulis AG. Analysis of Wine-Producing Vitis vinifera L. Biotypes, Autochthonous to Crete (Greece), Employing Ampelographic and Microsatellite Markers. Life (Basel) 2023; 13:220. [PMID: 36676169 PMCID: PMC9863062 DOI: 10.3390/life13010220] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2022] [Revised: 01/10/2023] [Accepted: 01/11/2023] [Indexed: 01/15/2023] Open
Abstract
Vitis vinifera ssp. vinifera (domesticated grapevine) includes thousands of cultivars, which are classified according to their main uses, as wines, fresh fruits or dried raisins and sultanas since ancient times. Evidence showed that Crete grapevine cultivars and winemaking date back to 2300 BC. In this study, fifty-one genotypes belonging to seven different traditional Vitis vinifera cultivars, presumed autochthonous to the island of Crete, were selected for their wine-producing potential and classified by 51 ampelographic descriptors. In addition, five genotypes belonging to two non-autochthonous cultivars were included as out-group controls. Subsequently, in order to characterize genetic diversity, establish genetic relationships within and between cultivars and solve accession-labeling problems, genotypes were fingerprinted employing Simple Sequence Repeat (SSR or microsatellite) markers. Four of the autochthonous cultivars namely 'Vidiano', 'Vilana', 'Plyto', and 'Moschato Spinas' are used in the local economy for blanc (white) wine production while the rest, namely 'Kotsifali', 'Liatiko' and 'Mantilari' for Noir (red) wines. The two cultivars employed as out-group were 'Moschato Samou' and 'Moschato Alexandrias': both white wine producers. Ampelography-based clustering grouped the majority of genotypes along cultivar-specific clusters. All three Moschato cultivars formed a distinct clade pointing to the non-autochthonous origin of 'Moschato Spinas'. A total of one hundred and thirteen (113) SSR alleles were amplified from thirteen (13) SSR loci, with an average number of alleles per locus equal to 10.23 revealing ample genetic polymorphism. The cumulative probability of identity was also quite high (3.389 × 10-16). The overall observed heterozygosity was 0.837 while for twenty-nine of the examined genotypes, at least one private SSR allele was detected. The majority of genotypes were grouped in cultivar-specific clusters. The results of this paper pave the way for the certification and registration of clones of some of the most important wine-producing cultivars in Crete.
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Affiliation(s)
- Evangelia V. Avramidou
- Hellenic Agricultural Organization ELGO “DIMITRA” (ex. NAGREF), Institute of Mediterranean Forest Ecosystems, Terma Alkmanos, Ilissia, 11528 Athens, Greece
- Institute of Olive Tree, Subtropical Plants and Viticulture (IOSV), Laboratory of Plant Biotechnology & Genomic Resources, Hellenic Agricultural Organization ELGO “DIMITRA” (ex. NAGREF), Kastorias 32A, 71307 Heraklion, Greece
| | | | - Theodora D. Pitsoli
- Institute of Olive Tree, Subtropical Plants and Viticulture (IOSV), Department of Grapevine, Hellenic Agricultural Organization ELGO “DIMITRA” (ex. NAGREF), Lykovrissi, 14123 Athens, Greece
| | - Aliki Kapazoglou
- Institute of Olive Tree, Subtropical Plants and Viticulture (IOSV), Department of Grapevine, Hellenic Agricultural Organization ELGO “DIMITRA” (ex. NAGREF), Lykovrissi, 14123 Athens, Greece
| | - Maria Pikraki
- Institute of Olive Tree, Subtropical Plants and Viticulture (IOSV), Laboratory of Plant Biotechnology & Genomic Resources, Hellenic Agricultural Organization ELGO “DIMITRA” (ex. NAGREF), Kastorias 32A, 71307 Heraklion, Greece
| | - Emmanouil A. Trantas
- Department of Agriculture, Laboratory of Biological and Biotechnological Applications, Hellenic Mediterranean University, 73133 Heraklion, Greece
| | - Michael Nikolantonakis
- Institute of Olive Tree, Subtropical Plants and Viticulture (IOSV), Laboratory of Plant Biotechnology & Genomic Resources, Hellenic Agricultural Organization ELGO “DIMITRA” (ex. NAGREF), Kastorias 32A, 71307 Heraklion, Greece
| | - Andreas G. Doulis
- Institute of Olive Tree, Subtropical Plants and Viticulture (IOSV), Laboratory of Plant Biotechnology & Genomic Resources, Hellenic Agricultural Organization ELGO “DIMITRA” (ex. NAGREF), Kastorias 32A, 71307 Heraklion, Greece
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