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<front>
<journal-meta>
<journal-id journal-id-type="pmc">Phyton</journal-id>
<journal-id journal-id-type="nlm-ta">Phyton</journal-id>
<journal-id journal-id-type="publisher-id">Phyton</journal-id>
<journal-title-group>
<journal-title>Phyton-International Journal of Experimental Botany</journal-title>
</journal-title-group>
<issn pub-type="epub">1851-5657</issn>
<issn pub-type="ppub">0031-9457</issn>
<publisher>
<publisher-name>Tech Science Press</publisher-name>
<publisher-loc>USA</publisher-loc>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">68936</article-id>
<article-id pub-id-type="doi">10.32604/phyton.2025.068936</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Review</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Viticulture: History, Breeding Systems and Recent Developments</article-title>
<alt-title alt-title-type="left-running-head">Viticulture: History, Breeding Systems and Recent Developments</alt-title>
<alt-title alt-title-type="right-running-head">Viticulture: History, Breeding Systems and Recent Developments</alt-title>
</title-group>
<contrib-group>
<contrib id="author-1" contrib-type="author">
<name name-style="western">
<surname>Rodr&#x00ED;guez-Lorenzo</surname>
<given-names>Jos&#x00E9; Luis</given-names>
</name>
<xref ref-type="aff" rid="aff-1">1</xref>
</contrib>
<contrib id="author-2" contrib-type="author">
<name name-style="western">
<surname>Janou&#x0161;ek</surname>
<given-names>Bohuslav</given-names>
</name>
<xref ref-type="aff" rid="aff-1">1</xref>
</contrib>
<contrib id="author-3" contrib-type="author" corresp="yes">
<name name-style="western">
<surname>Cervantes</surname>
<given-names>Emilio</given-names>
</name>
<xref ref-type="aff" rid="aff-2">2</xref>
<email>emilio.cervantes@irnasa.csic.es</email>
</contrib>
<aff id="aff-1"><label>1</label><institution>Plant Developmental Genetics, Institute of Biophysics v.v.i, Academy of Sciences of the Czech Republic, Kr&#x00E1;lovopolsk&#x00E1;</institution> <addr-line>135, Brno, 61265</addr-line>, <country>Czech Republic</country></aff>
<aff id="aff-2"><label>2</label><institution>Instituto de Recursos Naturales y Agrobiolog&#x00ED;a de Salamanca (IRNASA)&#x2014;Consejo Superior de Investigaciones Cient&#x00ED;ficas (CSIC), Cordel de Merinas, 40</institution>, <addr-line>Salamanca, 37008</addr-line>, <country>Spain</country></aff>
</contrib-group>
<author-notes>
<corresp id="cor1"><label>&#x002A;</label>Corresponding Author: Emilio Cervantes. Email: <email>emilio.cervantes@irnasa.csic.es</email></corresp>
</author-notes>
<pub-date date-type="collection" publication-format="electronic">
<year>2025</year>
</pub-date>
<pub-date date-type="pub" publication-format="electronic">
<day>30</day><month>09</month><year>2025</year>
</pub-date>
<volume>94</volume>
<issue>9</issue>
<fpage>2649</fpage>
<lpage>2667</lpage>
<history>
<date date-type="received">
<day>10</day>
<month>6</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>15</day>
<month>8</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2025 The Authors.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Published by Tech Science Press.</copyright-holder>
<license xlink:href="https://creativecommons.org/licenses/by/4.0/">
<license-p>This work is licensed under a <ext-link ext-link-type="uri" xlink:type="simple" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution 4.0 International License</ext-link>, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.</license-p>
</license>
</permissions>
<self-uri content-type="pdf" xlink:href="TSP_Phyton_68936.pdf"></self-uri>
<abstract>
<p>Grapevine is unique among crops because its domestication resulted not only in new morphological characteristics, but also in altered reproductive mechanisms. Viticulture involves a change from a dioecious to a hermaphroditic mating system, which makes the reproductive system more efficient. In consequence and the fact that it is one of the oldest and most economically important cultivated plants, <italic>Vitis vinifera</italic> could be defined as an over-domesticated species. Here we review some key aspects in viticulture. The main areas of interest have remained consistent throughout history, including the origin and characterisation of cultivars, resistance to environmental conditions, pests and pathogens, and berry quality. Advances in genomic analysis and epigenetics shed new light on these aspects. Although the vine has a long and complex life cycle, recent haplotype sequencing techniques allow genomic characteristics related to different reproduction processes to be identified. Recent work on haplotype sequencing reveals genomic changes accompanying each reproductive type, providing improved detail about the sex-determining region (SDR). Meanwhile, the application of epigenetic analysis offers new tools for defining varietal characteristics and their responses to changing environmental conditions. However, critical issues, such as differentiating between sylvestris and feral cultivars, remain unclear. Understanding the molecular basis of morphological differences and investigating the epigenetic regulation of gene expression and genome dynamics in response to breeding and environmental factors in this species will be crucial. Seed morphology could help to resolve how to differentiate between wild and feral plants.</p>
</abstract>
<kwd-group kwd-group-type="author">
<kwd>Epigenetics</kwd>
<kwd>evolution</kwd>
<kwd>ferals</kwd>
<kwd>genomics</kwd>
<kwd>history</kwd>
<kwd>varieties</kwd>
<kwd><italic>Vitis</italic></kwd>
<kwd>seed shape</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<label>1</label>
<title>Historical Introduction</title>
<p>Gabriel Alonso de Herrera (Talavera de la Reina, Toledo, 1470&#x2013;1539) wrote his <italic>Agricultura general</italic> (<italic>General Agriculture</italic>) at the request of Cardinal Cisneros [<xref ref-type="bibr" rid="ref-1">1</xref>]. First published in Alcal&#x00E1; de Henares in 1530 by the Imprenta de Brocar, the work went through several editions and was translated into Latin, Italian and French. Spanning 230 pages, it is dedicated to viticulture and describes the main characteristics of several varieties cultivated in Castile in the 15th century that are still grown today, including Torront&#x00E9;s, Moscatel, Cig&#x00FC;ente, Ja&#x00E9;n and Heb&#x00E9;n. Heb&#x00E9;n is described as a white grape variety producing large, sparse bunches of grapes with large seeds. Possibly originating in North Africa, the Heb&#x00E9;n variety is female and, through crosses with other varieties between the 9th and 12th centuries, has produced many descendants, representing the genetic contribution of the Iberian Peninsula to modern <italic>Vitis</italic> cultivars [<xref ref-type="bibr" rid="ref-2">2</xref>&#x2013;<xref ref-type="bibr" rid="ref-4">4</xref>].</p>
<p>In The Gardeners&#x2019; Dictionary (1752) [<xref ref-type="bibr" rid="ref-5">5</xref>], Philip Miller (1691&#x2013;1771) mentions several varieties of <italic>Vitis</italic>, in addition to <italic>V. sylvestris Labrusca</italic>, including <italic>V. praecox columellae</italic>, <italic>V. corinthiaca</italic>, <italic>V. laciniatis foliis</italic> and <italic>V. subhirsuta</italic>. Some of these varieties correspond to actual cultivars; for example, <italic>V. uva perampla</italic> corresponds to Chasselas Blanc, a cultivar of unknown origin [<xref ref-type="bibr" rid="ref-6">6</xref>] that gives the wines of Valais in Switzerland.</p>
<p>The Royal Botanical Garden of Madrid conserves the ampelographic material (leaves and shoots) collected and preserved by Sim&#x00F3;n de Rojas Clemente y Rubio (Titaguas, Valencia, 1777-Madrid, 1827), the author of <italic>Variedades de la vid com&#x00FA;n que vegetan en Andaluc&#x00ED;a</italic> (Varieties of the common vine that grow in Andalusia) [<xref ref-type="bibr" rid="ref-7">7</xref>]. His herbarium, the oldest vine herbarium in existence, is still used for studies of phenotypic and genetic diversity, molecular characterisation and wine history, providing a unique insight into vine cultivation in the early 19th century (the pre-phylloxera era). Due to his herbarium and writings, which were translated into French, Sim&#x00F3;n de Rojas Clemente is often regarded as the father of modern ampelography.</p>
<p>Modern clonal selection began around 1876. The first registered &#x201C;grapevine clone&#x201D; was of <italic>V. vinifera</italic> cv. Silvaner variety [<xref ref-type="bibr" rid="ref-8">8</xref>]. Hermann M&#x00FC;ller (1850&#x2013;1927), who worked at the Geisenheim Grape Breeding Institute, created the M&#x00FC;ller-Thurgau grape variety (a cross between Riesling and Madeleine Royale) and reported the inheritance of traits such as early ripening and yield using phenotypic selection [<xref ref-type="bibr" rid="ref-9">9</xref>].</p>
<p><italic>The Grapes of New York</italic> (Hedrick, 1870&#x2013;1951; [<xref ref-type="bibr" rid="ref-10">10</xref>]) describes the ampelographic characteristics of <italic>Vitis</italic> cultivars and species, and in the article entitled <italic>A Century of American Viticulture</italic>, Read and Gu [<xref ref-type="bibr" rid="ref-11">11</xref>] outlined the key topics covered in articles published over the course of a century in the journal <italic>Proc. Amer. Soc. Hort. Sci</italic>., including chromosome counts, self-fertility, parthenocarpy and seed abortion, fruiting habit, and disease resistance. Preliminary breeding results were reported, and examples of trait inheritance, including sex determination, fruit colors, resistance to pathogens, and dioecy and dimorphism, were given [<xref ref-type="bibr" rid="ref-12">12</xref>&#x2013;<xref ref-type="bibr" rid="ref-21">21</xref>]. For centuries, the main objectives of viticulture have been related with adaptation to changing environmental conditions, including biotic (salinity, temperature, drought, &#x2026;), and abiotic (pests and pathogens) factors, as well as the optimization of biochemical characters (quality) and yield (<xref ref-type="fig" rid="fig-1">Fig. 1</xref>). This review summarises how recent developments can affect our understanding of, and improvements to, these aspects. Optimising viticultural possibilities requires knowledge of the genetic composition of <italic>Vitis</italic> species and cultivars. While some varieties are reported to be direct selections from wild types (e.g., Traminer, [<xref ref-type="bibr" rid="ref-22">22</xref>,<xref ref-type="bibr" rid="ref-23">23</xref>]), others are known to be crosses between existing cultivated varieties (e.g., Cabernet Sauvignon, which is a cross between Sauvignon Blanc and Cabernet Franc, [<xref ref-type="bibr" rid="ref-24">24</xref>]). Crosses between wild types and varieties also exist: Riesling, for example, is a cross between Gouais and a Traminer &#x00D7; <italic>V. silvestris</italic> hybrid [<xref ref-type="bibr" rid="ref-22">22</xref>,<xref ref-type="bibr" rid="ref-25">25</xref>,<xref ref-type="bibr" rid="ref-26">26</xref>]. Similar to Heb&#x00E9;n in Spain and Heunisch in Germany, Gouais is the parent of dozens of cultivars [<xref ref-type="bibr" rid="ref-6">6</xref>].</p>
<fig id="fig-1">
<label>Figure 1</label>
<caption>
<title>The main objectives in viticulture are related with adaptation to changing environmental conditions, including biotic (salinity, temperature, drought, &#x2026;), and abiotic (pests and pathogens) factors, as well as the optimization of biochemical characters (quality) and yield. Optimizing the possibilities of viticulture requires a knowledge of the genetic composition of <italic>Vitis</italic> species and cultivars</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="Phyton-94-68936-f001.tif"/>
</fig>
</sec>
<sec id="s2">
<label>2</label>
<title>Genetic Maps</title>
<p>Classical genetic maps were based on phenotypic markers. The inheritance of traits was observed in the progeny (F1, F2 or backcross generations) and linkage was estimated by calculating the frequencies of recombination between traits. To include genes in maps, the traits had to follow a Mendelian pattern and be controlled by single genes with clear dominant/recessive characteristics. This classical analysis, which was based on phenotypic observations, controlled crosses and Mendelian principles, was first developed in <italic>Drosophila</italic> [<xref ref-type="bibr" rid="ref-27">27</xref>] and worked well in other small organisms with rapid life cycles, such as <italic>Arabidopsis</italic> [<xref ref-type="bibr" rid="ref-28">28</xref>]. However, this approach encountered difficulties in <italic>Vitis</italic>, an organism with a long generation time, high heterozygosity and a complex genome comprising 19 chromosomes (2n &#x003D; 38). These characteristics made linkage analysis of observable traits challenging. Thanks to the development of the Polymerase Chain Reaction (PCR) and the application of molecular markers, the prospect changed at the end of the 20th century. Usage of Microsatellites [<xref ref-type="bibr" rid="ref-29">29</xref>] and other PCR-based markers, such as amplified fragment length polymorphism (AFLPs) [<xref ref-type="bibr" rid="ref-30">30</xref>], greatly reduced the time required to create genetic linkage maps. These DNA markers are useful for germplasm characterisation, marker-assisted selection, marker-assisted introgression and genomic selection. Vezzulli et al. and Tympakianakis et al. [<xref ref-type="bibr" rid="ref-31">31</xref>,<xref ref-type="bibr" rid="ref-32">32</xref>] review genetic markers and the development of genetic maps in grapes.</p>
<p>Lodhi et al. [<xref ref-type="bibr" rid="ref-33">33</xref>] used a two-way pseudo testcross between Cayuga White and Aurora to cover 1176 and 1477 cM, respectively, using 422 RAPD markers and 16 AFLP and isozyme markers. Further research by different groups expanded the range of available markers. Findings on co-dominant microsatellite-based markers provided good coverage of the <italic>Vitis</italic> genome. Doligez et al. mapped 1002 cM using 250 AFLP and 44 SSR markers [<xref ref-type="bibr" rid="ref-34">34</xref>], while Grando et al. developed 1639 cM using 338 AFLP microsatellite markers for the wine cultivar Moscato Bianco (<italic>Vitis vinifera</italic> L.), defining the 19 linkage groups of the <italic>Vitis riparia</italic> Michx. paternal map with 429 loci covering 1518 cM [<xref ref-type="bibr" rid="ref-35">35</xref>]. Doligez et al. used Carthagene to map 1647 cM Kosambi with 502 SSRs and 13 other types of PCR-based markers in <italic>Vitis vinifera</italic> L. [<xref ref-type="bibr" rid="ref-34">34</xref>]. Recognition of the importance of these maps came with the establishment of the <italic>Vitis</italic> Microsatellite Consortium (VMC) to develop a map based on a set of 371 microsatellite (SSR) markers [<xref ref-type="bibr" rid="ref-36">36</xref>,<xref ref-type="bibr" rid="ref-37">37</xref>]. Maps in <italic>Vitis rupestris</italic> and <italic>Vitis arizonica</italic> were developed to identify the loci responsible for the resistance to infections caused by the nematode <italic>Xiphinema index</italic> and the bacterium <italic>Xylella fastidiosa</italic> [<xref ref-type="bibr" rid="ref-38">38</xref>].</p>
</sec>
<sec id="s3">
<label>3</label>
<title>Genomics</title>
<p>Wang et al. reviewed the advances in the field of <italic>Vitis</italic> genomics and its applications [<xref ref-type="bibr" rid="ref-39">39</xref>]. The first two <italic>Vitis</italic> genomes were published in 2007: one was a Pinot Noir clone (ENTAV115), which is grown in various soils for producing red and sparkling wines and is not self-pollinating [<xref ref-type="bibr" rid="ref-40">40</xref>]; the other was a highly homozygous <italic>V. vinifera</italic> genotype (PN40024) [<xref ref-type="bibr" rid="ref-41">41</xref>]. The PN40024 originated from the Helfensteiner genotype, resulting from a cross between Pinot Noir and Schiava Grossa in 1931. It was then bred to almost full homozygosity through successive self-pollinations [<xref ref-type="bibr" rid="ref-42">42</xref>]. A 474 Mb sequence revealed evidence of an ancient hexaploidization event and contained a set of 30,434 protein-coding genes across 19 chromosomes, with an average of 372 codons and five exons per gene. This number was significantly lower than the one observed in poplar (<italic>Populus trichocarpa</italic> Torr. &#x0026; A.Gray ex Hook.), which has a similar genome size of 485 Mb, or rice (<italic>Oryza sativa</italic> L.), with a smaller genome size of 389 Mb [<xref ref-type="bibr" rid="ref-43">43</xref>,<xref ref-type="bibr" rid="ref-44">44</xref>]. However, <italic>Vitis</italic> showed a number of 3000 protein-coding genes more than the reported for <italic>Arabidopsis thaliana</italic>, despite its genome size being 3.5 times smaller at 135 Mb [<xref ref-type="bibr" rid="ref-45">45</xref>]. A summary of advances in <italic>Vitis</italic> genomics is shown in <xref ref-type="table" rid="table-1">Table 1</xref>.</p>
<table-wrap id="table-1">
<label>Table 1</label>
<caption>
<title>Some key references in <italic>Vitis</italic> genomics</title>
</caption>
<table>
<colgroup>
<col align="center"/>
<col/>
<col align="center"/>
<col/>
</colgroup>
<thead>
<tr>
<th align="center">Year</th>
<th>Authors</th>
<th align="center">Genotype (clone, cultivar, species)</th>
<th>Reference number</th>
</tr>
</thead>
<tbody>
<tr>
<td>2007</td>
<td>Jaillon et al.</td>
<td>ENTAV115</td>
<td>[<xref ref-type="bibr" rid="ref-40">40</xref>]</td>
</tr>
<tr>
<td></td>
<td>Velasco et al.</td>
<td>PN40024</td>
<td>[<xref ref-type="bibr" rid="ref-41">41</xref>]</td>
</tr>
<tr>
<td>2013</td>
<td>Da Silva et al.</td>
<td>Tannat</td>
<td>[<xref ref-type="bibr" rid="ref-46">46</xref>]</td>
</tr>
<tr>
<td>2014</td>
<td>Di Genova et al.</td>
<td>Comparison between table and wine grapes</td>
<td>[<xref ref-type="bibr" rid="ref-47">47</xref>]</td>
</tr>
<tr>
<td>2016</td>
<td>Chin et al.</td>
<td>Cabernet Sauvignon</td>
<td>[<xref ref-type="bibr" rid="ref-48">48</xref>]</td>
</tr>
<tr>
<td>2018</td>
<td>Patel et al.</td>
<td>Sultanina</td>
<td>[<xref ref-type="bibr" rid="ref-49">49</xref>]</td>
</tr>
<tr>
<td></td>
<td>Roach et al.</td>
<td>Chardonnay</td>
<td>[<xref ref-type="bibr" rid="ref-50">50</xref>]</td>
</tr>
<tr>
<td>2019</td>
<td>Liang et al.</td>
<td>472 <italic>Vitis</italic> accessions</td>
<td>[<xref ref-type="bibr" rid="ref-51">51</xref>]</td>
</tr>
<tr>
<td></td>
<td>Minio et al.</td>
<td>Carmenere</td>
<td>[<xref ref-type="bibr" rid="ref-52">52</xref>]</td>
</tr>
<tr>
<td></td>
<td>Patel et al.</td>
<td><italic>V. riparia</italic></td>
<td>[<xref ref-type="bibr" rid="ref-53">53</xref>]</td>
</tr>
<tr>
<td></td>
<td>Vondras et al.</td>
<td>Zinfandel clones</td>
<td>[<xref ref-type="bibr" rid="ref-54">54</xref>]</td>
</tr>
<tr>
<td></td>
<td>Zhou et al.</td>
<td>Chardonnay</td>
<td>[<xref ref-type="bibr" rid="ref-55">55</xref>]</td>
</tr>
<tr>
<td>2020</td>
<td>Massonnet et al.</td>
<td>Merlot, Zinfandel, Black Corinth, <italic>V. sylvestris</italic>, <italic>V. arizonica</italic>, <italic>V. rotundifolia</italic></td>
<td>[<xref ref-type="bibr" rid="ref-56">56</xref>]</td>
</tr>
<tr>
<td></td>
<td>Wang et al.</td>
<td><italic>V. amurensis</italic></td>
<td>[<xref ref-type="bibr" rid="ref-57">57</xref>]</td>
</tr>
<tr>
<td></td>
<td>Zhou et al.</td>
<td><italic>V. aestivalis</italic>, <italic>V. cinerea</italic>, <italic>V. doaniana</italic>, <italic>V. rupestris</italic></td>
<td>[<xref ref-type="bibr" rid="ref-55">55</xref>]</td>
</tr>
<tr>
<td>2022</td>
<td>Minio et al.</td>
<td>Rootstocks 110R, Kober 5BB, and 101&#x2013;14 Mgt</td>
<td>[<xref ref-type="bibr" rid="ref-58">58</xref>]</td>
</tr>
<tr>
<td></td>
<td>Shirasawa et al.</td>
<td>Shine Muscat</td>
<td>[<xref ref-type="bibr" rid="ref-59">59</xref>]</td>
</tr>
<tr>
<td>2023</td>
<td>Cochetel et al.</td>
<td>Pangenome of the North American wild grape species</td>
<td>[<xref ref-type="bibr" rid="ref-60">60</xref>]</td>
</tr>
<tr>
<td></td>
<td>Dong et al.</td>
<td></td>
<td>[<xref ref-type="bibr" rid="ref-3">3</xref>]</td>
</tr>
<tr>
<td></td>
<td>Guo et al.</td>
<td>179 genotypes</td>
<td>[<xref ref-type="bibr" rid="ref-61">61</xref>]</td>
</tr>
<tr>
<td></td>
<td>Li et al.</td>
<td><italic>V. labrusca</italic></td>
<td>[<xref ref-type="bibr" rid="ref-62">62</xref>]</td>
</tr>
<tr>
<td></td>
<td>Onetto et al.</td>
<td>Shiraz</td>
<td>[<xref ref-type="bibr" rid="ref-63">63</xref>]</td>
</tr>
<tr>
<td></td>
<td>Patel et al.</td>
<td>Chambourcin</td>
<td>[<xref ref-type="bibr" rid="ref-64">64</xref>]</td>
</tr>
<tr>
<td></td>
<td>Shi et al.</td>
<td>Complete reference genome for grapevine</td>
<td>[<xref ref-type="bibr" rid="ref-65">65</xref>]</td>
</tr>
<tr>
<td></td>
<td>Velt et al.</td>
<td></td>
<td>[<xref ref-type="bibr" rid="ref-42">42</xref>]</td>
</tr>
<tr>
<td></td>
<td>Zhang et al.</td>
<td></td>
<td>[<xref ref-type="bibr" rid="ref-66">66</xref>]</td>
</tr>
<tr>
<td>2024</td>
<td>Wang et al.</td>
<td></td>
<td>[<xref ref-type="bibr" rid="ref-67">67</xref>]</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Different approaches revealed an average of 41.4% repetitive DNA/transposable elements in the grapevine genome. This is a slightly higher proportion than that identified in the rice genome (33%&#x2013;38%). New genomic sequences of PN40024 demonstrated that this cultivar resulted from nine selfings of cv. &#x2018;Helfensteiner&#x2019; (a cross between &#x2018;Pinot noir&#x2019; and &#x2018;Schiava grossa&#x2019;), rather than a single &#x2018;Pinot noir&#x2019; cultivar. This data led to an improved version of the reference sequence called PN40024.v4 [<xref ref-type="bibr" rid="ref-42">42</xref>]. Updates to the genome include rootstocks from crosses between <italic>V. vinifera</italic>, <italic>V. riparia</italic>, <italic>V. rupestris</italic>, and <italic>V. berlandieri</italic>, as well as alternative spliced isoforms [<xref ref-type="bibr" rid="ref-68">68</xref>]. A gap-free, telomere-to-telomere reference genome for the PN40024 cultivar was published in 2023 [<xref ref-type="bibr" rid="ref-66">66</xref>]. This genome is 69 Mb longer than previous versions and contains 67% repetitive sequences, 19 centromeres, 36 telomeres, and 9018 additional genes. A summary of the published grape genomes consists of 16 for <italic>V. vinifera</italic> subsp. <italic>vinifera</italic>, 21 for wild <italic>Vitis</italic> species and nine for interspecific hybrids [<xref ref-type="bibr" rid="ref-39">39</xref>].</p>
<p>Additional data from the Amur grape (<italic>Vitis amurensis</italic> Rupr.), <italic>V. riparia</italic> and <italic>V. labrusca</italic> [<xref ref-type="bibr" rid="ref-53">53</xref>,<xref ref-type="bibr" rid="ref-57">57</xref>,<xref ref-type="bibr" rid="ref-63">63</xref>] as well as from cultivars such as Chardonnay, Shiraz, Shine and Muscat [<xref ref-type="bibr" rid="ref-50">50</xref>,<xref ref-type="bibr" rid="ref-60">60</xref>,<xref ref-type="bibr" rid="ref-64">64</xref>] has improved our understanding of plant-pathogen interactions, cold resistance and the influence of domestication on sex determination as well as the metabolism of phenols. For example, salt-tolerant loci were identified using a pangenomic-GWAS approach based on methods of pairwise whole-genome alignment [<xref ref-type="bibr" rid="ref-61">61</xref>]. Studies on the genomics of berry related traits and other quality
aspects involve those of Guo et al. [<xref ref-type="bibr" rid="ref-61">61</xref>] and others.</p>
<p>The genomes of modern cultivars are insufficient for investigating changes during domestication. To this end, the genome of <italic>Vitis vinifera</italic> subsp. <italic>sylvestris</italic> has been analysed in several studies [<xref ref-type="bibr" rid="ref-51">51</xref>,<xref ref-type="bibr" rid="ref-69">69</xref>,<xref ref-type="bibr" rid="ref-70">70</xref>]. Contrasting results from these studies led to a new project involving the analysis of 3186 new sequences [<xref ref-type="bibr" rid="ref-3">3</xref>]. This work provides new insights into the origins and relationships between <italic>Vitis sylvestris</italic> and cultivars, supporting the theory of a dual origin of <italic>V. vinifera</italic>. The study defines six groups of pure or nearly pure ancestries among cultivated vines: Western Asian table grapevines (CG1); Caucasian wine grapevines (CG2); muscat grapevines (CG3); Balkan wine grapevines (CG4); Iberian wine grapevines (CG5); and Western European wine grapevines (CG6), and describes selective sweep genes in 132 regions for CG1 and 887 genes in 137 regions for CG2. CG5 is well represented by Heb&#x00E9;n, a female cultivar that is the progenitor of many other cultivars in Spain and Portugal [<xref ref-type="bibr" rid="ref-2">2</xref>&#x2013;<xref ref-type="bibr" rid="ref-4">4</xref>].</p>
</sec>
<sec id="s4">
<label>4</label>
<title>Haplotypes</title>
<p>Traditional genomic sequences are linear representations of an organism&#x2019;s DNA, usually assembled as a reference genome from a consensus of multiple individuals or sequencing reads. In diploid organisms, the two homologous chromosomes&#x2014;each inherited from one parent&#x2014;are typically collapsed into a single composite sequence. While this simplification facilitates general analyses, it masks the physical linkage of variants and fails to capture how alleles are inherited together. In contrast, haplotype-resolved sequences provide a more accurate picture by distinguishing between the two chromosome copies, enabling the identification of how specific alleles are linked across loci. This approach is particularly important for studying highly heterozygous species and genomic regions with reduced recombination. Haplotype research identifies genetic variations within populations that can be linked to functional traits like cold tolerance, berry size, or sugar composition.</p>
<p>In clonally propagated plants such as grapevine (<xref ref-type="fig" rid="fig-2">Fig. 2</xref>), somatic mutations accumulate over time, further increasing intra-varietal diversity. Studies have shown transposable elements significant contribution to somatic polymorphism in <italic>Vitis</italic> [<xref ref-type="bibr" rid="ref-71">71</xref>], and such mutations occur more frequently in intergenic regions than in coding sequences [<xref ref-type="bibr" rid="ref-55">55</xref>]. As a result, different clonal lines of the same cultivar can carry varying levels of heterozygous structural variants (SVs). Many horticultural species, including <italic>Vitis</italic>, are outbreeding and consequently exhibit high levels of heterozygosity. For instance, SNP-level heterozygosity has been estimated at 1.02% in pear (<italic>Pyrus communis</italic> L.) [<xref ref-type="bibr" rid="ref-72">72</xref>] and 2.27% in lychee (<italic>Litchi chinensis</italic>) [<xref ref-type="bibr" rid="ref-73">73</xref>], while in <italic>Vitis</italic>, it ranges from as low as 0.01% in the inbred PN40024 line to 0.20%&#x2013;0.40% in more diverse genotypes [<xref ref-type="bibr" rid="ref-74">74</xref>]. These high levels of heterozygosity and structural variation complicate genome assembly and gene mapping, requiring haplotype-resolved diploid genomes for precise allele identification and QTL analysis. Thanks to recent advances in long-read sequencing and assembly technologies [<xref ref-type="bibr" rid="ref-75">75</xref>,<xref ref-type="bibr" rid="ref-76">76</xref>], fully phased diploid genomes have been generated in multiple species [<xref ref-type="bibr" rid="ref-77">77</xref>], including several <italic>Vitis</italic> cultivars [<xref ref-type="bibr" rid="ref-50">50</xref>,<xref ref-type="bibr" rid="ref-52">52</xref>,<xref ref-type="bibr" rid="ref-70">70</xref>,<xref ref-type="bibr" rid="ref-75">75</xref>,<xref ref-type="bibr" rid="ref-78">78</xref>&#x2013;<xref ref-type="bibr" rid="ref-80">80</xref>].</p>
<fig id="fig-2">
<label>Figure 2</label>
<caption>
<title><italic>Vitis</italic> plants are propagated vegetatively. Each vine plant takes between 3 and 5 years to start producing grapes suitable for winemaking and may be active typically between 30&#x2013;40 years of age, with peak quality and yield often occurring between 10 and 20 years. In the first year, the vine develops strong roots, and the second year is dedicated to growing and strengthening. The first bunches may appear in the third year, but the most abundant and highest quality harvests usually come from the fourth or fifth year onwards. The flowers, hermaphrodite in the wild, are dioecious in cultivated plants. Seeds are produced, but under vegetative regime they are usually discarded. In cultivated <italic>Vitis</italic>, sexual reproduction is exceptionally used only in crosses</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="Phyton-94-68936-f002.tif"/>
</fig>
<p>Reproductive strategies in <italic>Vitis</italic> play a crucial role in shaping genome structure. While wild <italic>Vitis</italic> species are typically dioecious and outcrossing, domesticated grapes have predominantly vegetative propagation, with occasional hybridization events. Each reproduction mode&#x2014;outcrossing, selfing, or clonal propagation&#x2014;has distinct genomic consequences. Clonal propagation leads to the accumulation of somatic mutations and increased heterozygosity [<xref ref-type="bibr" rid="ref-74">74</xref>]; in contrast, self-fertilization reduces heterozygosity, purging deleterious alleles and increasing homozygosity. Cross-breeding and clonal propagation, on the other hand, tend to mask such mutations. To understand the genomic consequences of these reproductive modes, researchers compared a haplotype-resolved genome of PN40024 with two haplotypes (PN1 and PN2) derived from a different Pinot Noir clone. This comparison revealed extensive haplotypic diversity, including unique gene families and structural variations [<xref ref-type="bibr" rid="ref-74">74</xref>]. Resequencing data from 38 <italic>Vitis vinifera</italic> samples&#x2014;comprising 18 PN clones, 20 wild grapevines, and 3 muscadine grapes as outgroups&#x2014;further enabled the detection of selection signatures in PN clones, particularly in chromosomes 1, 3, 4, 5, and 18, and introgression signals from European populations in chromosomes 1, 2, 3, and 19.</p>
<p>Admixture analysis clarified the genetic relationships among clones. PN40024 clones showed genetic independence compared to other genotypes such as HE (Helfensteiner), GB (Gouais Blanc), and CD (Chardonnay), which retained mixed genotypes from their parentals. For example, HE derives from PN and SG (Schiava Grossa), while CD and GN (Gamay Noir) originate from crosses between PN and GB. Among these, the PN40024 clones exhibited the lowest levels of nucleotide diversity and heterozygosity, consistent with the effects of prolonged self-fertilization. To further explore how recombination affects genetic load, researchers used SIFT (Sorting Intolerant From Tolerant) to identify deleterious SNPs (dSNPs). Clonal groups (PN, SG, GB, CD, GN, HE) exhibited a significant higher genetic burden than wild outcrossing groups from Europe (EU) and the Middle East (ME). Notably, selfed PN40024 carried the highest recessive burden and the lowest heterozygous burden. Across 167 examined combinations, the genotypes were often heterozygous in PN, SG, or HE, but homozygous in PN40024, illustrating how selfing unmasks deleterious variants. Interestingly, in the GB sub-lineage&#x2014;including GB, CD, and GN&#x2014;many mutations remained in a heterozygous state due to close linkage of deleterious and structural variants in repulsion, which can maintain heterozygosity even after successive selfings [<xref ref-type="bibr" rid="ref-74">74</xref>].</p>
<p>Overall, these findings underscore how breeding practices and reproductive modes in grapevine&#x2014;whether clonal propagation, selfing, or crossing&#x2014;profoundly shape genome heterozygosity, structural variation, and the accumulation of deleterious mutations. Haplotype-resolved genomic analysis emerges as an indispensable tool for unraveling these complex patterns in grapevine evolution and improvement.</p>
</sec>
<sec id="s5">
<label>5</label>
<title>Sex Determining Region (SDR)</title>
<p>Dioecy, the condition in which male and female reproductive structures are found on separate individuals, is relatively rare, affecting only about 6%&#x2013;8% of angiosperms. It is often associated with traits such as monoecy, wind pollination, and climbing growth [<xref ref-type="bibr" rid="ref-81">81</xref>], and occurs in a number of agronomically important species, including <italic>Carica papaya</italic> L., <italic>Actinidia chinensis</italic> Planch., <italic>Fragaria vesca</italic> L. [<xref ref-type="bibr" rid="ref-82">82</xref>&#x2013;<xref ref-type="bibr" rid="ref-84">84</xref>], and various species of <italic>Silene</italic> and <italic>Rumex</italic> [<xref ref-type="bibr" rid="ref-85">85</xref>&#x2013;<xref ref-type="bibr" rid="ref-89">89</xref>]. Within the Vitaceae family, dioecy is observed in <italic>Vitis</italic> and <italic>Tetrastigma</italic>, and has been the focus of comparative studies across these genera [<xref ref-type="bibr" rid="ref-90">90</xref>]. During grapevine domestication, a significant reproductive shift occurred&#x2014;from dioecy to hermaphroditism&#x2014;enabling self-pollination and increased breeding control.</p>
<p>Early genetic models attempted to explain this transition. Oberle [<xref ref-type="bibr" rid="ref-91">91</xref>] proposed a two-gene system, with dominant alleles So and Sp controlling ovule suppression and pollen development, respectively; males were heterozygous at both loci, while females were homozygous recessive. Recombination between these genes could yield hermaphrodites. Levadoux [<xref ref-type="bibr" rid="ref-92">92</xref>] later suggested a single locus with three alleles (M &#x003E; H &#x003E; F) controlling the development of male, hermaphrodite, and female flowers. These hypotheses laid the groundwork for later studies that mapped sex determination to a &#x007E;150-kb region on chromosome 2, now known as the Sex Determining Region (SDR) [<xref ref-type="bibr" rid="ref-93">93</xref>,<xref ref-type="bibr" rid="ref-94">94</xref>].</p>
<p>Detailed molecular analysis of the SDR has uncovered a suite of candidate genes implicated in floral sex determination. Fechter et al. [<xref ref-type="bibr" rid="ref-93">93</xref>] identified genes involved in cytokinin metabolism (e.g., a flavin-containing monooxygenase and an adenine phosphoribosyltransferase) as well as markers capable of distinguishing between male, female, and hermaphrodite plants. Experimental work supported these roles; for instance, Negi and Olmo [<xref ref-type="bibr" rid="ref-95">95</xref>] demonstrated that exogenous application of cytokinins could induce hermaphroditic flowers from male plants. Additional candidate genes&#x2014;such as trehalose-6-phosphate phosphatase (TPP), WRKY transcription factors, and ETO1, involved in ethylene metabolism&#x2014;have also been proposed [<xref ref-type="bibr" rid="ref-56">56</xref>,<xref ref-type="bibr" rid="ref-96">96</xref>].</p>
<p>This &#x007E;400-kb SDR, extending from 4.90 to 5.33 Mb on chromosome 2, marks a region of strong divergence between wild and cultivated grapevines [<xref ref-type="bibr" rid="ref-97">97</xref>]. Allele frequency analyses revealed two peaks of divergence, with 13 and 32 genes, respectively. In one peak, six genes were significantly overexpressed in female (F) versus male (M) and hermaphrodite (H) flowers, including VviFSEX, a candidate male sterility gene. Male individuals are typically heterozygous (M/f), females homozygous recessive (f/f), and recombination in this region is nearly absent, preserving sex haplotypes. Genome-wide resequencing of 556 accessions from Europe, East Asia, and North America confirmed that the SDR and its boundaries are conserved across the <italic>Vitis</italic> genus [<xref ref-type="bibr" rid="ref-97">97</xref>]. Strong linkage disequilibrium is observed in wild species, while recombination patterns along the H haplotypes of cultivated accessions revealed two distinct forms: H1 and H2.</p>
<p>Subsequent studies have narrowed the genetic elements of the SDR. Coito et al. [<xref ref-type="bibr" rid="ref-98">98</xref>] identified VviAPRT3 as a key gene associated with male fertility and found ten genes carrying female-specific SNPs, including INAPERTURATE POLLEN 1 (INP1), a strong candidate for male promotion. Badouin et al. [<xref ref-type="bibr" rid="ref-99">99</xref>] compared SDR haplotypes (X, Y, Yh) between wild and cultivated <italic>Vitis</italic>, revealing that the Yh haplotype derives from Y, and carries more transposable elements. They further identified a conserved 93-kb segment essential for the male phenotype, present as either XYh or YhYh in the 5<sup>&#x2032;</sup> part of the locus, and never as YhYh in the 3<sup>&#x2032;</sup> end. Among 13 cultivars examined, six showed recombinant haplotypes, suggesting structural rearrangements within the SDR are common. Massonnet et al. [<xref ref-type="bibr" rid="ref-56">56</xref>], analyzing twenty haplotypes, confirmed sex-linked regions, identified a candidate male sterility mutation in VviINP1, and proposed that VviYABBY3 may underlie female sterility. Their findings support the hypothesis that domesticated grapevines became hermaphroditic due to a rare recombination between male and female SDR haplotypes.</p>
<p>Finally, recent transcriptomic data add another layer of complexity. Nunhes-Ramos et al. [<xref ref-type="bibr" rid="ref-100">100</xref>] analyzed three developmental stages across all three flower types in <italic>Vitis</italic>, uncovering transcriptional activity in intergenic and unannotated regions, hinting at the presence of novel sex-related genes. These findings suggest that even after extensive mapping, important components of the SDR may remain unidentified.</p>
<p>Together, these genetic, genomic, and transcriptomic studies provide a comprehensive picture of how sex determination in <italic>Vitis</italic> is controlled and how its evolution during domestication led to the stable hermaphroditism observed in modern cultivars. The SDR stands as a key locus of both fundamental biological interest and practical relevance in grapevine breeding.</p>
</sec>
<sec id="s6">
<label>6</label>
<title>Epigenetics</title>
<p>Epigenetic modifications&#x2014;such as DNA methylation, histone modifications, and chromatin remodeling&#x2014;play essential roles in regulating gene expression without altering the underlying DNA sequence. These modifications are modulated by environmental conditions and the changes are inherited. In plants, DNA methylation in promoters typically represses gene activity, whereas gene body methylation may influence processes like alternative splicing [<xref ref-type="bibr" rid="ref-101">101</xref>]. In grapevine (<italic>Vitis vinifera</italic>), these mechanisms are crucial for development, stress responses, and environmental adaptation, particularly in the context of vegetative propagation [<xref ref-type="bibr" rid="ref-102">102</xref>,<xref ref-type="bibr" rid="ref-103">103</xref>].</p>
<p>Domesticated grapevines exhibit higher levels of DNA methylation compared to wild relatives, especially at genes related to stress responses, hormone signaling, and secondary metabolism [<xref ref-type="bibr" rid="ref-104">104</xref>]. Methylation divergence has been associated with selection during domestication and adaptation to clonal propagation. Vineyard populations show terroir-driven epigenetic structuring, with methylation patterns clustering geographically even when genetic diversity is low [<xref ref-type="bibr" rid="ref-103">103</xref>]. Moreover, somatic stress memory may persist over seasons: Tan et al. [<xref ref-type="bibr" rid="ref-105">105</xref>] found that drought/heat-primed vines retained altered DNA methylation and stronger transcriptional responses to stress even a year after priming, suggesting long-term epigenetic memory in perennials. Histone modifications offer additional regulatory complexity. Wang et al. [<xref ref-type="bibr" rid="ref-106">106</xref>] identified 117 histone-modifying genes in grapevine, with functions in seed development, powdery mildew resistance, and hormonal responses. Zuo et al. [<xref ref-type="bibr" rid="ref-107">107</xref>] identified three H3K27 methyltransferase genes&#x2014;VvH3K27-1/2/3&#x2014;which were downregulated during berry development and repressed under H<sub>2</sub>O<sub>2</sub> treatment, linking histone methylation to ripening control. Similarly, Zhu et al. [<xref ref-type="bibr" rid="ref-108">108</xref>] showed dynamic H3K27me3 redistribution in response to cold stress, suggesting transient chromatin regulation under abiotic stress. The application of iron oxide nanoparticles has also been linked to changes in antioxidant profiles and gene expression patterns related to stress responses, potentially involving epigenetic mechanisms [<xref ref-type="bibr" rid="ref-109">109</xref>].</p>
<p>Postharvest quality and metabolic stability in grape berries can be significantly altered by organic treatments and nutrient supplementation, with evidence pointing to underlying epigenetic regulation of phenolic biosynthesis. Recent studies have highlighted the relevance of epigenetic regulation postharvest. Jia et al. [<xref ref-type="bibr" rid="ref-110">110</xref>] demonstrated that treatment with 5-azacytidine (a DNA demethylating agent) and trichostatin A (a histone deacetylase inhibitor) altered sugar, acid, and aroma profiles in &#x2018;Shine Muscat&#x2019; berries. Notably, VvHDA15 emerged as a key histone deacetylase regulating postharvest quality traits, connecting acetylation to VOC composition and flavour. At the proteomic level, Pei et al. [<xref ref-type="bibr" rid="ref-111">111</xref>] mapped 822 lysine methylation sites in ripening berries, implicating epigenetic marks in energy metabolism and fruit quality. Similarly, Battilana et al. [<xref ref-type="bibr" rid="ref-112">112</xref>] found histone mark differences at the VvOMT3 locus between skin and flesh tissues, showing epigenetic control of methoxypyrazine production. Methoxypyrazines are chemical compounds in wine that produce herbaceous or vegetal aromas and they are particularly prominent in grape varieties such as Sauvignon Blanc and Cabernet Sauvignon.</p>
<p>Plant-pathogen interaction represents the third major focus for epigenetic analysis. Pereira et al. [<xref ref-type="bibr" rid="ref-113">113</xref>] reviewed the multifaceted epigenetic landscape in grapevine&#x2013;pathogen interactions, underscoring the importance of chromatin remodeling and small RNAs in defence priming.</p>
<p>Altogether, the expanding field of grapevine epigenetics points to a multilayered regulatory network that modulates traits from development to postharvest quality [<xref ref-type="bibr" rid="ref-114">114</xref>]. These mechanisms provide a promising frontier for biotechnology and breeding aimed at improving grapevine resilience, yield, and wine quality under global climate challenges.</p>
</sec>
<sec id="s7">
<label>7</label>
<title>Future Perspectives and Critical Aspects</title>
<sec id="s7_1">
<label>7.1</label>
<title>Future Perspectives</title>
<p>Traditional viticultural objectives include controlling the effects of environmental factors (abiotic and biotic) and optimising cultural conditions to produce fruits that satisfy consumer demand [<xref ref-type="bibr" rid="ref-115">115</xref>]. While pests and pathogens are often controlled by chemical treatment, both the control of pathogens and plant resistance to abiotic factors are traditionally achieved through the selection of resistant varieties or species and cross-breeding. These strategies are informed by knowledge of <italic>Vitis</italic> cultivars and species other than <italic>V. vinifera</italic>. In the 19th century, the American species <italic>V. labrusca</italic> and <italic>V. aestivalis</italic> were used as rootstocks in the fight against phylloxera, and today, other species such as <italic>Vitis rotundifolia</italic> are used as sources of pathogen resistance in breeding programmes [<xref ref-type="bibr" rid="ref-116">116</xref>, <xref ref-type="bibr" rid="ref-117">117</xref>]. Genes for resistance to down mildew and powdery mildew were introduced by introgression from <italic>V. rotundifolia</italic> and other <italic>Vitis</italic> species [<xref ref-type="bibr" rid="ref-116">116</xref>]. An important contribution to this task is the identification of minority cultivars with desired properties able to confront climate change conditions [<xref ref-type="bibr" rid="ref-118">118</xref>].</p>
<p>Traditional viticulture is highly demanding on agrochemicals and new trends involve those related to organic management. Studies on soil tillage and organic fertilizers are important trends in this area [<xref ref-type="bibr" rid="ref-119">119</xref>,<xref ref-type="bibr" rid="ref-120">120</xref>]. Soil management and organic fertilization strategies have been shown to modulate the grape berry metabolome, offering further insights into genotype &#x00D7; environment &#x00D7; management interactions in viticulture.</p>
<p>Grapes are known to be an important source of antioxidants and aminoacids. The identification and selection of cultivars rich in these compounds is an area of active research in viticulture. Recent studies show differences in berry quality traits in different developmental stages and growth conditions, underscoring the role of genetic background in trait regulation [<xref ref-type="bibr" rid="ref-121">121</xref>]. The optimisation of these cultivars also involves a selection of other grape varieties as pollinators. Research on Bozcaada &#x00C7;avu&#x015F;u and other local cultivars has demonstrated that pollinator variety significantly influences berry composition, hormonal regulation, and sugar accumulation, further emphasizing the importance of haplotype interactions and clonal diversity [<xref ref-type="bibr" rid="ref-122">122</xref>,<xref ref-type="bibr" rid="ref-123">123</xref>]. Other innovative approaches aimed at improving the quality and efficiency of grape and wine production are related with the utilization of nanoparticles in numerous applications including disease control, nutrient management, and wine quality improvement [<xref ref-type="bibr" rid="ref-124">124</xref>].</p>
</sec>
<sec id="s7_2">
<label>7.2</label>
<title>Critical Aspects</title>
<p>The distinction between sylvestris and feral plants, i.e., grapes that were once cultivated but escaped human control and, later, grew in the wild, is still a matter of debate and it is possible that plants considered once sylvestris were indeed feral, thus, affecting the results in studies of introgression or local interactions between sylvestris and cultivated grapes. It has been suggested that approximately 5%&#x2013;10% of cultivars in the grapevine collections of germplasm may not be correctly annotated [<xref ref-type="bibr" rid="ref-125">125</xref>], and this is a particularly delicate question in the case of plants maintained in collections as sylvestris that may correspond to feral cultivars. The identification of nucleotide sequences specific of sylvestris varieties has been reported for several nonsynonymous single nucleotide polymorphisms and frame shifts caused by insertions and deletions in Portuguese sylvestris lines [<xref ref-type="bibr" rid="ref-71">71</xref>], or in the differentiation of subspecies in European [<xref ref-type="bibr" rid="ref-126">126</xref>] and Tunisian accessions [<xref ref-type="bibr" rid="ref-127">127</xref>]. The genomic analysis of Marrano et al. identified signatures associated with cultivars [<xref ref-type="bibr" rid="ref-128">128</xref>].</p>
<p>In addition to SNPs or other types of sequence analysis, the quantitative analysis of seed shape may be an interesting method to differentiate between <italic>Vitis</italic> sylvestris and ferals. While in most <italic>Vitis</italic> species the seeds are compact with high solidity [<xref ref-type="bibr" rid="ref-129">129</xref>], in contrast, the seeds of cultivated varieties present much higher diversity and in general have more sinuous contours with lower solidity and differences in curvature values [<xref ref-type="bibr" rid="ref-130">130</xref>,<xref ref-type="bibr" rid="ref-131">131</xref>]; (<xref ref-type="fig" rid="fig-3">Fig. 3</xref>).</p>
<fig id="fig-3">
<label>Figure 3</label>
<caption>
<title>Curvature analysis. Above: seeds of <italic>V. amurensis</italic> (left) and <italic>V. vinifera</italic> cv. Heb&#x00E9;n (right). Below: <italic>V. vinifera</italic> cv. Tempranillo (left) and <italic>V. vinifera</italic> cv. Regina dei Vignetti (right). Each panel contains: image of a representative seed. Image of the average contour corresponding to the EFT representation (7 harmonics) of 20 seeds of the corresponding genotype and graph of curvature analysis. The corresponding values of curvature in this order are: Average curvatures: 1.1, 1.4, 1.5 and 1. 6. M&#x00E1;ximum curvature (in the apex): 7.2, 8.2, 8.0, 10. Minimum curvature (absolute value): 0, 2, 2 and 2. Solidity values (average of 20 seeds for each genotype) are: 0.974 (<italic>V. amurensis</italic>), 0.960 (Heb&#x00E9;n), 0.941 (Tempranillo) and 0.941 (Regina dei Vignetti)</title>
</caption>
<graphic mimetype="image" mime-subtype="tif" xlink:href="Phyton-94-68936-f003.tif"/>
</fig>
<p>Different seed morphologies are associated with diverse genotypes, and it is possible to investigate the dominance relations between them by means of crosses [<xref ref-type="bibr" rid="ref-132">132</xref>]. The phenotypes can be quantitatively defined by different measurements including <italic>J-</italic>index (Percent similarity to a model), solidity, and curvature values [<xref ref-type="bibr" rid="ref-2">2</xref>,<xref ref-type="bibr" rid="ref-130">130</xref>,<xref ref-type="bibr" rid="ref-131">131</xref>], and the corresponding QTLs may be associated with different chromosomal markers, similar to what has been done for QTLs associated with other seed properties [<xref ref-type="bibr" rid="ref-133">133</xref>,<xref ref-type="bibr" rid="ref-134">134</xref>].</p>
</sec>
</sec>
</body>
<back>
<ack>
<p>Not applicable.</p>
</ack>
<sec>
<title>Funding Statement</title>
<p>The authors received no specific funding for this study.</p>
</sec>
<sec>
<title>Author Contributions</title>
<p>The authors confirm contribution to the paper as follows: Conceptualization, Jos&#x00E9; Luis Rodr&#x00ED;guez-Lorenzo, Bohuslav Janou&#x0161;ek and Emilio Cervantes; methodology, not applicable; validation, Jos&#x00E9; Luis Rodr&#x00ED;guez-Lorenzo, Bohuslav Janou&#x0161;ek and Emilio Cervantes; formal analysis, not applicable; investigation, Jos&#x00E9;Luis Rodr&#x00ED;guez-Lorenzo, Bohuslav Janou&#x0161;ek and Emilio Cervantes; resources, not applicable; data curation, Emilio Cervantes; writing, Jos&#x00E9; Luis Rodr&#x00ED;guez-Lorenzo, Bohuslav Janou&#x0161;ek and Emilio Cervantes; writing&#x2014;review and editing, Jos&#x00E9; Luis Rodr&#x00ED;guez-Lorenzo, Bohuslav Janou&#x0161;ek and Emilio Cervantes; visualization, Emilio Cervantes; supervision, not applicable; project administration, not applicable; funding acquisition, not applicable. All authors reviewed and approved the final version of the manuscript.</p>
</sec>
<sec sec-type="data-availability">
<title>Availability of Data and Materials</title>
<p>Not applicable.</p>
</sec>
<sec>
<title>Ethics Approval</title>
<p>Not applicable.</p>
</sec>
<sec sec-type="COI-statement">
<title>Conflicts of Interest</title>
<p>The authors declare no conflicts of interest to report regarding the present study.</p>
</sec>
<glossary content-type="abbreviations" id="glossary-1">
<title>Nomenclature/abbreviations</title>
<def-list>
<def-item>
<term>Divergence (Dxy)</term>
<def>
<p>Dxy measures the absolute genetic divergence between two populations by calculating the average number of nucleotide differences (or substitutions) per site between pairs of sequences from the two groups.</p>
</def>
</def-item>
<def-item>
<term>f<sub>d</sub> statistic</term>
<def>
<p>A population genetics measurement used to measure introgression&#x2014;the transfer of genetic material between populations or species via hybridization followed by backcrossing. It&#x2019;s an extension of the broader family of (f)-statistics introduced by Pickrell et al. in 2012 [<xref ref-type="bibr" rid="ref-135">135</xref>] to study population relationships and gene flow. Specifically, f<sub>d</sub> measures the excess sharing of derived alleles between a target population and a potential donor population, beyond what would be expected under a simple tree-like model of divergence without gene flow.</p>
</def>
</def-item>
<def-item>
<term>FST (Fixation Index)</term>
<def>
<p>FST is a measure of population differentiation based on the variation in allele frequencies between subpopulations. It essentially tells how much genetic variation is explained by differences between groups rather than within them.</p>
</def>
</def-item>
<def-item>
<term>GERP (Genomic Evolutionary Rate Profiling)</term>
<def>
<p>A measure used in comparative genomics to quantify the level of evolutionary constraint at specific sites in a genome. It indicates how conserved a nucleotide position is across multiple species, with the underlying assumption that highly conserved sites are likely functionally important and under purifying selection (i.e., mutations at these sites are deleterious and removed over time). GERP values are widely used to prioritize variants in studies of disease, adaptation, or functional genomics.</p>
</def>
</def-item>
<def-item>
<term>PBS (Population Branch Statistic) scan</term>
<def>
<p>Genome-wide analysis used to detect signatures of recent, population-specific positive selection by systematically calculating the PBS metric across many genetic loci (typically SNPs) in a target population.</p>
</def>
</def-item>
<def-item>
<term>SIFT</term>
<def>
<p>SIFT, or Sorting Intolerant From Tolerant, is a computational tool used to predict the potential impact of an amino acid substitution (caused by a nucleotide change) on a protein&#x2019;s function</p>
</def>
</def-item>
<def-item>
<term>Site Frequency Spectrum (SFS)</term>
<def>
<p>Also known as the allele frequency spectrum, is a fundamental concept in population genetics that summarizes the distribution of allele frequencies across polymorphic sites (e.g., SNPs) in a sample of individuals from a population. The SFS is typically represented as a histogram or vector, where each bin or entry corresponds to the number of sites with a specific frequency of the minor (or derived) allele.</p>
</def>
</def-item>
<def-item>
<term>Solidity</term>
<def>
<p>Solidity is an important property of closed-plane curves. It is related to convexity and expresses the ratio of two areas: the area of an object to the area of its convex Hull [<xref ref-type="bibr" rid="ref-136">136</xref>]. Solidity is the most conserved morphological property in seeds of many species belonging to diverse families of plants [<xref ref-type="bibr" rid="ref-137">137</xref>&#x2013;<xref ref-type="bibr" rid="ref-141">141</xref>].</p>
</def>
</def-item>
</def-list>
</glossary>
<ref-list content-type="authoryear">
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