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<article article-type="research-article" dtd-version="1.3" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xml:lang="ru"><front><journal-meta><journal-id journal-id-type="publisher-id">vir-nw</journal-id><journal-title-group><journal-title xml:lang="ru">Труды по прикладной ботанике, генетике и селекции</journal-title><trans-title-group xml:lang="en"><trans-title>Proceedings on applied botany, genetics and breeding</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">2227-8834</issn><issn pub-type="epub">2619-0982</issn><publisher><publisher-name>N.I. Vavilov All-Russian Institute of Plant Genetic Resources</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.30901/2227-8834-2025-4-182-194</article-id><article-id custom-type="elpub" pub-id-type="custom">vir-nw-2374</article-id><article-categories><subj-group subj-group-type="heading"><subject>Research Article</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="ru"><subject>ИДЕНТИФИКАЦИЯ ГЕНЕТИЧЕСКОГО РАЗНООБРАЗИЯ КУЛЬТУРНЫХ РАСТЕНИЙ И ИХ ДИКИХ РОДИЧЕЙ ДЛЯ РЕШЕНИЯ ФУНДАМЕНТАЛЬНЫХ И ПРИКЛАДНЫХ ПРОБЛЕМ</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>IDENTIFICATION OF THE DIVERSITY OF CULTIVATED PLANTS AND THEIR WILD RELATIVES FOR SOLVING FUNDAMENTAL AND APPLIED PROBLEMS</subject></subj-group></article-categories><title-group><article-title>Полногеномный анализ ассоциаций для идентификации SNP-маркеров, связанных с продуктивностью колоса ячменя (Hordeum vulgare L.)</article-title><trans-title-group xml:lang="en"><trans-title>Genome-wide association study for identification of SNP markers associated with barley spike productivity (Hordeum vulgare L.)</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-5477-8684</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Лукина</surname><given-names>К. А.</given-names></name><name name-style="western" xml:lang="en"><surname>Lukina</surname><given-names>K. A.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Ксения Андреевна Лукина, аспирант, младший научный сотрудник, ВИР</p><p>190000 Россия, Санкт-Петербург, ул. Б. Морская, 42, 44</p></bio><bio xml:lang="en"><p>Kseniia A. Lukina, Postgraduate Student, Associate Researcher, VIR</p><p>42, 44 Bolshaya Morskaya Street, St. Petersburg 190000, Russia</p></bio><email xlink:type="simple">k.lukina@vir.nw.ru</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-4341-0766</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Розанова</surname><given-names>И. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Rozanova</surname><given-names>I. V.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Ирина Вениаминовна Розанова, кандидат биологических наук, старший научный сотрудник, Научно-технологический университет «Сириус», Научный центр генетики и наук о жизни</p><p>354340 Россия, Краснодарский край, федеральная территория «Сириус», пгт. Сириус, Олимпийский пр., 1</p></bio><bio xml:lang="en"><p>Irina V. Rozanova, Cand. Sci. (Biology), Senior Researcher, Sirius University of Science and Technology, Research Center of Genetics and Life Sciences</p><p>1 Olimpiysky Ave., Sirius Settlem., Sirius Federal Territory, Krasnodar Territory 354340, Russia</p></bio><email xlink:type="simple">rozanova.iv@talantiuspeh.ru</email><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-3990-6526</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Ковалева</surname><given-names>О. Н.</given-names></name><name name-style="western" xml:lang="en"><surname>Kovaleva</surname><given-names>O. N.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Ольга Николаевна Ковалева, кандидат биологических наук, ведущий научный сотрудник, ВИР</p><p>190000 Россия, Санкт-Петербург, ул. Б. Морская, 42, 44</p></bio><bio xml:lang="en"><p>Olga N. Kovaleva, Cand. Sci. (Biology), Leading Researcher,  VIR</p><p>42, 44 Bolshaya Morskaya Street, St. Petersburg 190000, Russia</p></bio><email xlink:type="simple">o.kovaleva@vir.nw.ru</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-1958-5008</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Швачко</surname><given-names>Н. А.</given-names></name><name name-style="western" xml:lang="en"><surname>Shvachko</surname><given-names>N. A.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Наталия Альбертовна Швачко, кандидат биологических наук, ведущий научный сотрудник, ВИР</p><p>190000 Россия, Санкт-Петербург, ул. Б. Морская, 42, 44</p></bio><bio xml:lang="en"><p>Nataliya A. Shvachko, Cand. Sci. (Biology), Leading Researcher, VIR</p><p>42, 44 Bolshaya Morskaya Street, St. Petersburg 190000, Russia</p></bio><email xlink:type="simple">n.shvachko@vir.nw.ru</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-9250-7225</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Лоскутов</surname><given-names>И. Г.</given-names></name><name name-style="western" xml:lang="en"><surname>Loskutov</surname><given-names>I. G.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Игорь Градиславович Лоскутов, доктор биологических наук, главный научный сотрудник, заведующий отделом, ВИР</p><p>190000 Россия, Санкт-Петербург, ул. Б. Морская, 42, 44</p></bio><bio xml:lang="en"><p>Igor G. Loskutov, Dr. Sci. (Biology), Chief Researcher, Head of a Department, VIR</p><p>42, 44 Bolshaya Morskaya Street, St. Petersburg 190000, Russia</p></bio><email xlink:type="simple">i.loskutov@vir.nw.ru</email><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru">Федеральный исследовательский центр Всероссийский институт генетических ресурсов растений имени Н.И. Вавилова<country>Россия</country></aff><aff xml:lang="en">N.I. Vavilov All-Russian Institute of Plant Genetic Resources<country>Russian Federation</country></aff></aff-alternatives><aff-alternatives id="aff-2"><aff xml:lang="ru">Научно-технологический университет «Сириус», Центр генетики и наук о жизни<country>Россия</country></aff><aff xml:lang="en">Sirius University of Science and Technology, Research Center of Genetics and Life Sciences<country>Russian Federation</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2025</year></pub-date><pub-date pub-type="epub"><day>27</day><month>12</month><year>2025</year></pub-date><volume>186</volume><issue>4</issue><fpage>182</fpage><lpage>194</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Лукина К.А., Розанова И.В., Ковалева О.Н., Швачко Н.А., Лоскутов И.Г., 2025</copyright-statement><copyright-year>2025</copyright-year><copyright-holder xml:lang="ru">Лукина К.А., Розанова И.В., Ковалева О.Н., Швачко Н.А., Лоскутов И.Г.</copyright-holder><copyright-holder xml:lang="en">Lukina K.A., Rozanova I.V., Kovaleva O.N., Shvachko N.A., Loskutov I.G.</copyright-holder><license license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>This work is licensed under a Creative Commons Attribution 4.0 License.</license-p></license></permissions><self-uri xlink:href="https://elpub.vir.nw.ru/jour/article/view/2374">https://elpub.vir.nw.ru/jour/article/view/2374</self-uri><abstract><sec><title>Актуальность</title><p>Актуальность. Ячмень (Hordeum vulgare L.) является важной зерновой культурой широкого использования. Урожайность ячменя – это комплексный признак, на который влияют основные элементы структуры урожая. Идентификация молекулярных маркеров, сцепленных с морфологией колоса, очень важна для селекционного улучшения ячменя. Целью исследования является выявление геномных локусов, ассоциированных с архитектурой колоса ячменя, с использованием полногеномного анализа ассоциаций (GWAS).</p></sec><sec><title>Материал и методы</title><p>Материал и методы. Изучен набор из 199 образцов преимущественно голозерного ярового ячменя коллекции ВИР разного селекционного уровня, включая 103 образца шестирядного и 96 образцов двурядного ячменя разного происхождения. Фенотипирование по колосовым признакам выполнено в 2021–2023 гг. на экспериментальном поле научно-производственной базы «Пушкинские и Павловские лаборатории ВИР». Генотипирование проведено с использованием чипа Barley 50K Illumina Infinium iSELECT. GWAS выполнен в R с использованием смешанной линейной модели с учетом матрицы родства (MLM).</p></sec><sec><title>Результаты</title><p>Результаты. Показано широкое разнообразие признаков структуры урожая: длина колоса (SL), число колосков в колосе (SN), число зерен в колосе (GN), масса зерна с колоса (GW), масса 1000 зерен (TGW) в зависимости от рядности колоса и влияния окружающей среды. В результате GWAS выявлены 129 маркеров для всех признаков, включая 12 для SL, 73 для SN, 19 для GN, 9 для GW, 16 для TGW. Выделенные значимые маркеры сопоставлены с геномными районами на всех хромосомах ячменя. Часть выделенных маркеров ассоциирована с уже известными генами Vrs на первых пяти хромосомах. Анализ белок-белковых взаимодействий выделил 3 функциональных кластера, включающие 19 SNP, сцепленных с генами-ортологами развития колоса.</p></sec><sec><title>Заключение</title><p>Заключение. Выделенные маркеры, локусы и белковые взаимосвязи представляют интерес для дальнейшего изучения архитектуры колоса и количественных признаков, вносящих значительный вклад в урожайность ячменя.</p></sec></abstract><trans-abstract xml:lang="en"><sec><title>Background</title><p>Background. Barley (Hordeum vulgare L.) is an important cereal crop with a wide range of uses. Barley yield is a complex indicator consisting of some yield structure components. Identification of molecular markers linked to spike morphology is of great importance for barley breeding improvement. The objective of this study was to search for significant markers and identify loci associated with barley spike traits through a genome-wide association study (GWAS).</p></sec><sec><title>Materials and methods</title><p>Materials and methods. In 2021–2023, 199 accessions of spring barley of different breeding levels from the VIR collection were studied in the fields of Pushkin and Pavlovsk Laboratories of VIR. The set included 103 accessions of six-row and 96 accessions of two-row barley of various origin. Genotyping was conducted using the Barley 50K Illumina Infinium iSELECT chip. GWAS was performed in the R using the mixed linear model with a kinship matrix (MLM).</p></sec><sec><title>Results</title><p>Results. A wide diversity of yield structure characters: spike length (SL), spikelet number per spike (SN), grain number per spike (GN), grain weight per spike (GW), and thousand-grain weight (TGW), was shown depending on spike row number and environmental impacts. As a result of GWAS, 129 markers associated with yield indicators were identified: 12 for SL, 73 for SN, 19 for GN, 9 for GW, and 16 for TGW. Significant markers were matched with genomic regions on all barley chromosomes. Some of them are associated with already known Vrs genes on the first five chromosomes. A protein–protein interaction analysis with k-means identified three functional clusters, including 19 SNPs linked to orthologous genes for spike development.</p></sec><sec><title>Conclusion</title><p>Conclusion. The identified markers, loci, and protein interactions are interesting for further studies of the spike architecture and quantitative traits contributing to barley yield.</p></sec></trans-abstract><kwd-group xml:lang="ru"><kwd>ячмень</kwd><kwd>GWAS</kwd><kwd>урожайность</kwd><kwd>признаки колоса</kwd><kwd>рядность колоса</kwd><kwd>SNP</kwd><kwd>Vrs</kwd><kwd>PPI</kwd></kwd-group><kwd-group xml:lang="en"><kwd>barley</kwd><kwd>GWAS</kwd><kwd>yield</kwd><kwd>spike characters</kwd><kwd>spike rows</kwd><kwd>SNP</kwd><kwd>Vrs</kwd><kwd>PPI</kwd></kwd-group><funding-group xml:lang="ru"><funding-statement>Исследование выполнено за счет гранта Российского научного фонда (№ 23-76-00005, https://rscf.ru/project/23-76-00005/).  Авторы благодарят рецензентов за вклад в экспертную оценку этой работы</funding-statement></funding-group><funding-group xml:lang="en"><funding-statement>The study was supported by a grant from the Russian Science Foundation (No. 23-76-00005, https://rscf.ru/project/23-76-00005/).  The authors thank the reviewers for their contribution to the peer review of this work.</funding-statement></funding-group></article-meta></front><back><ref-list><title>References</title><ref id="cit1"><label>1</label><citation-alternatives><mixed-citation xml:lang="ru">Afanasenko O., Rozanova I., Gofman A., Lashina N., Novakazi F., Mironenko N. et al. Validation of molecular markers of barley net blotch resistance loci on chromosome 3H for marker-assisted selection. Agriculture. 2022;12(4):439. DOI: 10.3390/agriculture12040439</mixed-citation><mixed-citation xml:lang="en">Afanasenko O., Rozanova I., Gofman A., Lashina N., Novakazi F., Mironenko N. et al. 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