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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">mes</journal-id><journal-title-group><journal-title xml:lang="ru">Экстремальная биомедицина</journal-title><trans-title-group xml:lang="en"><trans-title>Extreme Medicine</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">3033-8964</issn><issn pub-type="epub">3033-8972</issn><publisher><publisher-name>Centre for Strategic Planning of the Federal Medical and Biological Agency</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.47183/mes.2025-366</article-id><article-id custom-type="elpub" pub-id-type="custom">mes-366</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>ГЛАВНАЯ ТЕМА: ГЕНОМНЫЕ И ПОСТГЕНОМНЫЕ ТЕХНОЛОГИИ КАК ОСНОВА РАЗВИТИЯ ПЕРСОНАЛИЗИРОВАННОЙ МЕДИЦИНЫ</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>MAIN TOPIC: GENOMIC AND POST-GENOMIC TECHNOLOGIES AS A BASIS FOR THE DEVELOPMENT OF PERSONALIZED MEDICINE</subject></subj-group></article-categories><title-group><article-title>Скрытое бремя хронических неинфекционных заболеваний. Часть 2: распространенность герминальных вариантов, ассоциированных с онкологическими заболеваниями, среди жителей Российской Федерации</article-title><trans-title-group xml:lang="en"><trans-title>Hidden burden of chronic non-communicable diseases. Part 2: prevalence of germline variants associated with cancers among residents of the Russian Federation</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-9199-6258</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Юдин</surname><given-names>В. С.</given-names></name><name name-style="western" xml:lang="en"><surname>Yudin</surname><given-names>V. S.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Юдин Владимир Сергеевич, канд. биол. наук</p><p>Москва</p></bio><bio xml:lang="en"><p>Moscow</p></bio><email xlink:type="simple">VYudin@cspfmba.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/0000-0002-6025-7663</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Мамчур</surname><given-names>А. А.</given-names></name><name name-style="western" xml:lang="en"><surname>Mamchur</surname><given-names>A. A.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Мамчур Александра Александровна </p><p>Москва</p></bio><bio xml:lang="en"><p>Moscow</p></bio><email xlink:type="simple">AMamchur@cspfmba.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/0000-0002-7954-2560</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Николаева</surname><given-names>Е. А.</given-names></name><name name-style="western" xml:lang="en"><surname>Nikolaeva</surname><given-names>E. A.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Николаева Екатерина Андреевна</p><p>Москва</p></bio><bio xml:lang="en"><p>Moscow</p></bio><email xlink:type="simple">Enikolaeva@cspfmba.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/0009-0004-7070-5636</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Иванов</surname><given-names>М. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Ivanov</surname><given-names>M. V.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Иванов Михаил Вячеславович</p><p>Москва</p></bio><bio xml:lang="en"><p>Moscow</p></bio><email xlink:type="simple">Mivanov@cspfmba.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/0000-0001-8977-4384</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Каштанова</surname><given-names>Д. А.</given-names></name><name name-style="western" xml:lang="en"><surname>Kashtanova</surname><given-names>D. A.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Каштанова Дарья Андреевна, канд. мед. наук</p><p>Москва</p></bio><bio xml:lang="en"><p>Moscow</p></bio><email xlink:type="simple">DKashtanova@cspfmba.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/0000-0003-4604-7261</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Зеленова</surname><given-names>Е. А.</given-names></name><name name-style="western" xml:lang="en"><surname>Zelenova</surname><given-names>E. A.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Зеленова Елена Андреевна</p><p>Москва</p></bio><bio xml:lang="en"><p>Moscow</p></bio><email xlink:type="simple">Ezelenova@cspfmba.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/0000-0003-0358-0568</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Митрофанов</surname><given-names>С. И.</given-names></name><name name-style="western" xml:lang="en"><surname>Mitrofanov</surname><given-names>S. I.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Митрофанов Сергей Игоревич</p><p>Москва</p></bio><bio xml:lang="en"><p>Moscow</p></bio><email xlink:type="simple">Mitrofanov@cspfmba.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/0000-0003-1245-7764</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Снигирь</surname><given-names>Е. А.</given-names></name><name name-style="western" xml:lang="en"><surname>Snigir</surname><given-names>E. A.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Снигирь Екатерина Андреевна, канд. биол. наук</p><p>Москва</p></bio><bio xml:lang="en"><p>Moscow</p></bio><email xlink:type="simple">Esnigir@cspfmba.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/0000-0003-3186-8024</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Кузьмина</surname><given-names>Л. П.</given-names></name><name name-style="western" xml:lang="en"><surname>Kuzmina</surname><given-names>L. P.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Кузьмина Людмила Павловна, д-р биол. наук</p><p>Москва</p></bio><bio xml:lang="en"><p>Moscow</p></bio><email xlink:type="simple">lpkuzmina@mail.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/0000-0001-7378-983X</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Кескинов</surname><given-names>А. А.</given-names></name><name name-style="western" xml:lang="en"><surname>Keskinov</surname><given-names>A. A.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Кескинов Антон Артурович, канд. мед. наук</p><p>Москва</p></bio><bio xml:lang="en"><p>Moscow</p></bio><email xlink:type="simple">Keskinov@cspfmba.ru</email><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru"><institution>Центр стратегического планирования и управления медико-биологическими рисками здоровью Федерального медико-биологического агентства</institution><country>Россия</country></aff><aff xml:lang="en"><institution>Centre for Strategic Planning and Management of Biomedical Health Risks of the Federal Medical and Biological Agency</institution><country>Russian Federation</country></aff></aff-alternatives><aff-alternatives id="aff-2"><aff xml:lang="ru"><institution>Научно-исследовательский институт медицины труда им. академика Н.Ф. Измерова</institution><country>Россия</country></aff><aff xml:lang="en"><institution>Izmerov Research Institute of Occupational Health</institution><country>Russian Federation</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2026</year></pub-date><pub-date pub-type="epub"><day>24</day><month>03</month><year>2026</year></pub-date><volume>28</volume><issue>1</issue><fpage>28</fpage><lpage>36</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Юдин В.С., Мамчур А.А., Николаева Е.А., Иванов М.В., Каштанова Д.А., Зеленова Е.А., Митрофанов С.И., Снигирь Е.А., Кузьмина Л.П., Кескинов А.А., 2026</copyright-statement><copyright-year>2026</copyright-year><copyright-holder xml:lang="ru">Юдин В.С., Мамчур А.А., Николаева Е.А., Иванов М.В., Каштанова Д.А., Зеленова Е.А., Митрофанов С.И., Снигирь Е.А., Кузьмина Л.П., Кескинов А.А.</copyright-holder><copyright-holder xml:lang="en">Yudin V.S., Mamchur A.A., Nikolaeva E.A., Ivanov M.V., Kashtanova D.A., Zelenova E.A., Mitrofanov S.I., Snigir E.A., Kuzmina L.P., Keskinov A.A.</copyright-holder><license xml:lang="ru" license-type="creative-commons-attribution" xlink:href="https://creativecommons.org/licenses/by/4.0/" xlink:type="simple"><license-p>Данная работа распространяется под лицензией Creative Commons Attribution 4.0.</license-p></license><license xml:lang="en" 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://www.extrememedicine.ru/jour/article/view/366">https://www.extrememedicine.ru/jour/article/view/366</self-uri><abstract><sec><title>Введение</title><p>Введение. Онкологические заболевания — ведущая причина смертности в мире. Наследственные (герминальные) мутации в генах предрасположенности к раку вносят существенный вклад в онкогенез (3–12,6% случаев у взрослых). Выявление носителей патогенных / вероятно патогенных (P/LP) вариантов критически важно для профилактики и ранней диагностики рака. Крупномасштабные данные о распространенности таких вариантов в общей популяции Российской Федерации для планирования ресурсов здравоохранения ранее были крайне ограниченны.</p></sec><sec><title>Цель</title><p>Цель. Оценить распространенность и спектр патогенных и вероятно патогенных герминальных вариантов в генах, ассоциированных с риском развития онкологических заболеваний, в российской популяционной когорте.</p></sec><sec><title>Материалы и методы</title><p>Материалы и методы. Проведен анализ данных полногеномного секвенирования 116 794 участников (репрезентативная выборка взрослого населения из 86 субъектов РФ). Поиск P/LP-вариантов в онкоассоциированных генах выполнен на основе базы данных ClinVar. Аннотация вариантов проводилась с учетом уровня доказательности. Статистический анализ выполнен с использованием Python (v3.9.12).</p></sec><sec><title>Результаты</title><p>Результаты. P/LP-варианты обнаружены в 26 онкоассоциированных генах у 2643 (2,26%) участников. Наиболее частый вариант — rs36053993 (MUTYH, 0,28%), частота в РФ ниже мировых баз (ALFA, gnomAD). Варианты уровня А (только варианты с уровнем доказательности «проверено экспертной комиссией») имели суммарно 0,8% людей, уровня B (варианты с уровнями доказательности «проверено экспертной комиссией» и «критерии предоставлены несколькими заявителями, конфликтов нет») — 2,08%, добавление менее надежных уровней (C, D) увеличивало показатель лишь до 2,26%. Наблюдали статистически значимое снижение доли носителей вариантов уровня A с возрастом (p = 0,007), общая доля носителей P/LP-вариантов снижалась незначительно (p = 0,17). Выявлена значительная географическая вариабельность распространенности: от 865 (Республика Башкортостан) до 6250 (Чеченская Республика) вариантов на 100 тыс. населения. В Москве — 2340 на 100 тыс.</p></sec><sec><title>Выводы</title><p>Выводы. Исследование выявило значимое «скрытое бремя» носительства P/LP онкогерминальных вариантов (2,26%) в российской популяции. Основное бремя обусловлено вариантами с высоким уровнем доказательности (уровень B). Значительная вариабельность распространенности по регионам РФ требует дифференцированного подхода к планированию ресурсов здравоохранения. Полученные данные обосновывают необходимость внедрения программ генетического скрининга (особенно для лиц с семейным анамнезом) и усиленного онконаблюдения для носителей, что является стратегическим направлением для снижения онкозаболеваемости и смертности в группах высокого генетического риска в РФ.</p></sec></abstract><trans-abstract xml:lang="en"><sec><title>Introduction</title><p>Introduction. Cancer is a leading cause of mortality worldwide. Hereditary (germline) mutations in cancer predisposition genes significantly contribute to oncogenesis (accounting for 3–12.6% of adult cases). Identifying carriers of pathogenic/likely pathogenic (P/LP) variants is crucial for cancer prevention and its early detection. Large-scale data on the prevalence of such variants in the general population of the Russian Federation, essential for healthcare resource planning, have been extremely limited until now.</p></sec><sec><title>Objective</title><p>Objective. To assess the prevalence and spectrum of pathogenic and likely pathogenic germline variants in genes associated with cancer risk in a Russian population cohort.</p></sec><sec><title>Materials and methods</title><p>Materials and methods. An analysis of whole-genome sequencing data from 116,794 participants (a representative sample of the adult population from 86 federal subjects of the Russian Federation) was conducted. The search for P/LP variants in cancer-associated genes was performed based on the ClinVar database. Variant annotation was carried out considering the level of evidence. Statistical analysis was performed using Python (v3.9.12).</p></sec><sec><title>Results</title><p>Results. P/LP variants were identified in 26 cancer-associated genes among 2643 participants (2.26%). The most frequent variant was rs36053993 (MUTYH, 0.28%), with its frequency in the Russian Federation being lower than in global databases (ALFA, gnomAD). Level A variants (only those with the “reviewed by expert panel” level of evidence) were carried by 0.8% of individuals collectively. Level B variants (those with the “reviewed by expert panel” and “criteria provided, multiple submitters, no conflicts” levels of evidence) were carried by 2.08%. The inclusion of less reliable evidence levels (C, D) increased this proportion only marginally, to 2.26%. A statistically significant decrease in the proportion of carriers of Level A variants with age was observed (p = 0.007), while the overall proportion of P/LP variant carriers decreased only slightly (p = 0.17). Substantial geographical variability in prevalence was identified, ranging from 865 (Bashkortostan) to 6250 (Chechnia) variants per 100,000 population. In Moscow, the prevalence was 2340 per 100,000.</p></sec><sec><title>Conclusions</title><p>Conclusions. The study revealed a significant “hidden burden” of P/LP oncogenic germline variant carriers (2.26%) in the Russian population. The primary burden is attributed to variants with a high level of evidence (Level B). The substantial variability in prevalence across regions of the Russian Federation necessitates a differentiated approach to healthcare resource planning. The data obtained substantiate the need for implementing genetic screening programs (especially for individuals with a family history) and enhanced oncological surveillance for carriers. This represents a strategic direction for reducing cancer incidence and mortality in high genetic risk groups within the Russian Federation.</p></sec></trans-abstract><kwd-group xml:lang="ru"><kwd>хронические неинфекционные заболевания</kwd><kwd>онкологические заболевания</kwd><kwd>герминальные генетические варианты</kwd><kwd>полногеномное секвенирование</kwd><kwd>наследственная предрасположенность</kwd></kwd-group><kwd-group xml:lang="en"><kwd>chronic non-communicable diseases</kwd><kwd>oncological diseases</kwd><kwd>germline genetic variants</kwd><kwd>whole-genome sequencing</kwd><kwd>hereditary predisposition</kwd></kwd-group></article-meta></front><back><ref-list><title>References</title><ref id="cit1"><label>1</label><citation-alternatives><mixed-citation xml:lang="ru">GBD 2021 Forecasting Collaborators. Burden of disease scenarios for 204 countries and territories, 2022–2050: a forecasting analysis for the Global Burden of Disease Study 2021. 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