<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.3 20210610//EN" "JATS-journalpublishing1-3.dtd">
<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">medgen</journal-id><journal-title-group><journal-title xml:lang="ru">Медицинская генетика</journal-title><trans-title-group xml:lang="en"><trans-title>Medical Genetics</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">2073-7998</issn><publisher><publisher-name>Publishing House «Genius Media» LLC</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.25557/2073-7998.2025.11.12-18</article-id><article-id custom-type="elpub" pub-id-type="custom">medgen-3291</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>ОРИГИНАЛЬНОЕ ИССЛЕДОВАНИЕ</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>ORIGINAL ARTICLE</subject></subj-group></article-categories><title-group><article-title>Динамика эпигенетического индекса стволовых клеток как фактор прогноза безметастатической выживаемости после неоадъювантной химиотерапии рака молочной железы</article-title><trans-title-group xml:lang="en"><trans-title>Dynamics of the epigenetic index of stem cells as a prognostic factor for metastasis-free survival after neoadjuvant chemotherapy for breast cancer</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Калинкин</surname><given-names>А. И.</given-names></name><name name-style="western" xml:lang="en"><surname>Kalinkin</surname><given-names>A. I.</given-names></name></name-alternatives><bio xml:lang="ru"><p>115522, Москва, ул. Москворечье, д. 1</p></bio><bio xml:lang="en"><p>1, Moskvorechye st., Moscow, 115522</p></bio><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Сигин</surname><given-names>В. О.</given-names></name><name name-style="western" xml:lang="en"><surname>Sigin</surname><given-names>V. O.</given-names></name></name-alternatives><bio xml:lang="ru"><p>115522, Москва, ул. Москворечье, д. 1</p></bio><bio xml:lang="en"><p>1, Moskvorechye st., Moscow, 115522</p></bio><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Николаева</surname><given-names>А. Ф.</given-names></name><name name-style="western" xml:lang="en"><surname>Nikolaeva</surname><given-names>A. F.</given-names></name></name-alternatives><bio xml:lang="ru"><p>115522, Москва, ул. Москворечье, д. 1</p></bio><bio xml:lang="en"><p>1, Moskvorechye st., Moscow, 115522</p></bio><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Ибрагимова</surname><given-names>М. К.</given-names></name><name name-style="western" xml:lang="en"><surname>Ibragimova</surname><given-names>M. K.</given-names></name></name-alternatives><bio xml:lang="ru"><p>634009, Томск, пер. Кооперативный, д. 5</p></bio><bio xml:lang="en"><p>5, Kooperativny st., Tomsk, 634009</p></bio><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Цыганов</surname><given-names>М. М.</given-names></name><name name-style="western" xml:lang="en"><surname>Tsyganov</surname><given-names>M. M.</given-names></name></name-alternatives><bio xml:lang="ru"><p>634009, Томск, пер. Кооперативный, д. 5</p></bio><bio xml:lang="en"><p>5, Kooperativny st., Tomsk, 634009</p></bio><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Литвяков</surname><given-names>Н. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Litviakov</surname><given-names>N. V.</given-names></name></name-alternatives><bio xml:lang="ru"><p>634009, Томск, пер. Кооперативный, д. 5</p></bio><bio xml:lang="en"><p>5, Kooperativny st., Tomsk, 634009</p></bio><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Стрельников</surname><given-names>В. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Strelnikov</surname><given-names>V. V.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Стрельников Владимир Викторович</p><p>115522, Москва, ул. Москворечье, д. 1</p></bio><bio xml:lang="en"><p>Vladimir V. Strelnikov</p><p>1, Moskvorechye st., Moscow, 115522</p></bio><email xlink:type="simple">vstrel@list.ru</email><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru"><institution>ФГБНУ Медико-генетический научный центр имени академика Н.П. Бочкова</institution><country>Россия</country></aff><aff xml:lang="en"><institution>Research Centre for Medical Genetics</institution><country>Russian Federation</country></aff></aff-alternatives><aff-alternatives id="aff-2"><aff xml:lang="ru"><institution>Научно-исследовательский институт онкологии, Томский национальный исследовательский медицинский центр Российской академии наук</institution><country>Россия</country></aff><aff xml:lang="en"><institution>Cancer Research Institute, Tomsk National Research Medical Center, Russian Academy of Sciences</institution><country>Russian Federation</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2025</year></pub-date><pub-date pub-type="epub"><day>24</day><month>12</month><year>2025</year></pub-date><volume>24</volume><issue>11</issue><fpage>12</fpage><lpage>18</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Калинкин А.И., Сигин В.О., Николаева А.Ф., Ибрагимова М.К., Цыганов М.М., Литвяков Н.В., Стрельников В.В., 2025</copyright-statement><copyright-year>2025</copyright-year><copyright-holder xml:lang="ru">Калинкин А.И., Сигин В.О., Николаева А.Ф., Ибрагимова М.К., Цыганов М.М., Литвяков Н.В., Стрельников В.В.</copyright-holder><copyright-holder xml:lang="en">Kalinkin A.I., Sigin V.O., Nikolaeva A.F., Ibragimova M.K., Tsyganov M.M., Litviakov N.V., Strelnikov V.V.</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.medgen-journal.ru/jour/article/view/3291">https://www.medgen-journal.ru/jour/article/view/3291</self-uri><abstract><p>Внутриопухолевая клеточная гетерогенность и, особенно, наличие субпопуляции раковых стволовых клеток (РСК), ассоциируются с резистентностью к терапии и метастазированием. Сохранение доли РСК после неоадъювантной химиотерапии (НАХТ) подчёркивает необходимость оценки прогностического потенциала динамики эпигенетического индекса стволовых клеток (ЭИСК) в контексте безметастатической выживаемости у пациенток с раком молочной железы (РМЖ) люминального B подтипа.</p><p>На основании данных бисульфитного секвенирования из открытых источников был сформирован референсный эпигенетический атлас, включающий 88 образцов различных клеточных и тканевых типов. С использованием энтропии Шеннона и критерия Уилкоксона были отобраны 45 высоковариабельных CpG-пар для эпигенетической деконволюции. Статистический анализ и деконволюция проведены на 19 парных образцах РМЖ люминального B подтипа до и после НАХТ. Установлено, что исходно высокий уровень ЭИСК в биоптатах РМЖ до лечения ассоциируется с отсутствием метастазирования в течение 10 лет (p &lt; 0,05). После НАХТ в группе без метастазирования наблюдалось значимое снижение ЭИСК в опухолях, тогда как в группе с метастазированием динамика снижения ЭИСК была значительно менее выраженной (p &lt; 0,05). Таким образом, динамика ЭИСК, определяемая методом эпигенетической деконволюции, может рассматриваться в качестве перспективного прогностического и предиктивного маркера при оценке эффективности и исходов НАХТ у пациенток с РМЖ люминального B подтипа.</p></abstract><trans-abstract xml:lang="en"><p>Intratumoral heterogeneity, particularly the subpopulation of cancer stem cells (CSCs), is associated with therapy resistance and metastasis. The persistence of a small fraction of CSCs after neoadjuvant chemotherapy (NAC) underscores the need to evaluate the prognostic potential of the dynamic epigenetic stem cell index (ESCI) in the context of metastasis-free survival in patients with luminal B subtype breast cancer. Based on bisulfite sequencing data from public repositories, we constructed a reference epigenetic atlas comprising 88 samples of various cell and tissue types. Using Shannon entropy and the Wilcoxon test, 45 highly variable CpG pairs were selected and applied for epigenetic deconvolution. Statistical analysis and deconvolution were performed on 19 paired luminal B breast cancer samples collected before and after NAC. We found that a high baseline ESCI prior to treatment was associated with 10-year metastasis-free survival (p &lt; 0.05). Following NAC, a significant reduction in ESCI was observed in the non-metastatic group, whereas the metastatic group retained baseline ESCI levels. Importantly, the dynamic reduction of ESCI in non-metastatic samples correlated significantly with improved metastasis-free survival (p &lt; 0.05). Thus, ESCI dynamics determined by epigenetic deconvolution may serve as a promising prognostic and predictive biomarker for assessing the efficacy and outcomes of NAC in patients with luminal B breast cancer.</p></trans-abstract><kwd-group xml:lang="ru"><kwd>рак молочной железы</kwd><kwd>безметастатическая выживаемость</kwd><kwd>раковые стволовые клетки</kwd><kwd>метилирование</kwd><kwd>эпигенетика</kwd></kwd-group><kwd-group xml:lang="en"><kwd>breast cancer</kwd><kwd>metastasis-free survival</kwd><kwd>cancer stem cells</kwd><kwd>DNA methylation</kwd><kwd>epigenetics</kwd></kwd-group><funding-group><funding-statement xml:lang="ru">Работа выполнена в рамках государственного задания Минобрнауки России для ФГБНУ «МГНЦ» на 2025 год.</funding-statement><funding-statement xml:lang="en">The research was carried out within the state assignment of Ministry of Science and Higher Education of the Russian Federation for RCMG</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">Bray F., Laversanne M., Sung H., et al. Global cancer statistics 2022: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin. 2024; 74(3): 229-263. doi:10.3322/caac.21834</mixed-citation><mixed-citation xml:lang="en">Bray F., Laversanne M., Sung H., et al. Global cancer statistics 2022: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin. 2024; 74(3): 229-263. doi:10.3322/caac.21834</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Lüönd F., Tiede S., Christofori G. Breast cancer as an example of tumour heterogeneity and tumour cell plasticity during malignant progression. Br J Cancer. 2021;125:164–175. https://doi.org/10.1038/s41416-021-01328-7</mixed-citation><mixed-citation xml:lang="en">Lüönd F., Tiede S., Christofori G. Breast cancer as an example of tumour heterogeneity and tumour cell plasticity during malignant progression. Br J Cancer. 2021;125:164–175. https://doi.org/10.1038/s41416-021-01328-7</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Aliazis K., Christofides A., Shah R. et al. The tumor microenvironment’s role in the response to immune checkpoint blockade. Nat Cancer. 2025;6:924–937. https://doi.org/10.1038/s43018-025-00986-3</mixed-citation><mixed-citation xml:lang="en">Aliazis K., Christofides A., Shah R. et al. The tumor microenvironment’s role in the response to immune checkpoint blockade. Nat Cancer. 2025;6:924–937. https://doi.org/10.1038/s43018-025-00986-3</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Romaniuk-Drapała A., Totoń E., Taube M. et al. Breast Cancer Stem Cells and Tumor Heterogeneity: Characteristics and Therapeutic Strategies. Cancers. 2024; 16(13):2481. https://doi.org/10.3390/cancers16132481</mixed-citation><mixed-citation xml:lang="en">Romaniuk-Drapała A., Totoń E., Taube M. et al. Breast Cancer Stem Cells and Tumor Heterogeneity: Characteristics and Therapeutic Strategies. Cancers. 2024; 16(13):2481. https://doi.org/10.3390/cancers16132481</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Guo Q., Zhou Y., Xie T., et al. Tumor microenvironment of cancer stem cells: Perspectives on cancer stem cell targeting. Genes &amp; Diseases. 2024;11(3):101043. https://doi.org/10.1016/j.gendis.2023.05.024</mixed-citation><mixed-citation xml:lang="en">Guo Q., Zhou Y., Xie T., et al. Tumor microenvironment of cancer stem cells: Perspectives on cancer stem cell targeting. Genes &amp; Diseases. 2024;11(3):101043. https://doi.org/10.1016/j.gendis.2023.05.024</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Mazloumi Z., Farahzadi R., Rafat A., et al. Effect of aberrant DNA methylation on cancer stem cell properties. Experimental and Molecular Pathology. 2022;125:104757. https://doi.org/10.1016/j.yexmp.2022.104757</mixed-citation><mixed-citation xml:lang="en">Mazloumi Z., Farahzadi R., Rafat A., et al. Effect of aberrant DNA methylation on cancer stem cell properties. Experimental and Molecular Pathology. 2022;125:104757. https://doi.org/10.1016/j.yexmp.2022.104757</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Pece S., Disalvatore D., Tosoni D., et al. Identification and clinical validation of a multigene assay that interrogates the biology of cancer stem cells and predicts metastasis in breast cancer: A retrospective consecutive study. EBioMedicine. 2019;42:352–362. https://doi.org/10.1016/j.ebiom.2019.02.036</mixed-citation><mixed-citation xml:lang="en">Pece S., Disalvatore D., Tosoni D., et al. Identification and clinical validation of a multigene assay that interrogates the biology of cancer stem cells and predicts metastasis in breast cancer: A retrospective consecutive study. EBioMedicine. 2019;42:352–362. https://doi.org/10.1016/j.ebiom.2019.02.036</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Ferro dos Santos M.R., Giuili E., De Koker A., et al. Computational deconvolution of DNA methylation data from mixed DNA samples. Briefings in Bioinformatics. 2024;25(3): bbae234. https://doi.org/10.1093/bib/bbae234</mixed-citation><mixed-citation xml:lang="en">Ferro dos Santos M.R., Giuili E., De Koker A., et al. Computational deconvolution of DNA methylation data from mixed DNA samples. Briefings in Bioinformatics. 2024;25(3): bbae234. https://doi.org/10.1093/bib/bbae234</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Tanas A.S., Sigin V.O., Kalinkin A.I., et al. Genome-wide methylotyping resolves breast cancer epigenetic heterogeneity and suggests novel therapeutic perspectives. Epigenomics. 2019;11(6):605-617. https://doi.org/10.2217/epi-2018-0213</mixed-citation><mixed-citation xml:lang="en">Tanas A.S., Sigin V.O., Kalinkin A.I., et al. Genome-wide methylotyping resolves breast cancer epigenetic heterogeneity and suggests novel therapeutic perspectives. Epigenomics. 2019;11(6):605-617. https://doi.org/10.2217/epi-2018-0213</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Teschendorff A.E., Breeze C.E., Zheng S.C., et al. A comparison of reference-based algorithms for correcting cell-type heterogeneity in Epigenome-Wide Association Studies. BMC Bioinformatics. 2017;18(1). https://doi.org/10.1186/s12859-017-1511-5</mixed-citation><mixed-citation xml:lang="en">Teschendorff A.E., Breeze C.E., Zheng S.C., et al. A comparison of reference-based algorithms for correcting cell-type heterogeneity in Epigenome-Wide Association Studies. BMC Bioinformatics. 2017;18(1). https://doi.org/10.1186/s12859-017-1511-5</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Malta T.M., Sokolov A., Gentles A.J., et al. Machine Learning Identifies Stemness Features Associated with Oncogenic Dedifferentiation. Cell. 2018;173(2):338-354.e15. https://doi.org/10.1016/j.cell.2018.03.034</mixed-citation><mixed-citation xml:lang="en">Malta T.M., Sokolov A., Gentles A.J., et al. Machine Learning Identifies Stemness Features Associated with Oncogenic Dedifferentiation. Cell. 2018;173(2):338-354.e15. https://doi.org/10.1016/j.cell.2018.03.034</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Loyfer N., Magenheim J., Peretz A., et al. A DNA methylation atlas of normal human cell types. Nature. 2023;613(7943):355-364. https://doi.org/10.1038/s41586-022-05580-6</mixed-citation><mixed-citation xml:lang="en">Loyfer N., Magenheim J., Peretz A., et al. A DNA methylation atlas of normal human cell types. Nature. 2023;613(7943):355-364. https://doi.org/10.1038/s41586-022-05580-6</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Sun T., Yuan J., Zhu Y., et al. Systematic evaluation of methylationbased cell type deconvolution methods for plasma cell-free DNA. Genome biology. 2024;25(1). https://doi.org/10.1186/s13059-02403456-8</mixed-citation><mixed-citation xml:lang="en">Sun T., Yuan J., Zhu Y., et al. Systematic evaluation of methylationbased cell type deconvolution methods for plasma cell-free DNA. Genome biology. 2024;25(1). https://doi.org/10.1186/s13059-02403456-8</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Salas L.A., Wiencke J.K., Koestler D.C, et al. Tracing human stem cell lineage during development using DNA methylation. 2018;28(9):1285-1295. https://doi.org/10.1101/gr.233213.117</mixed-citation><mixed-citation xml:lang="en">Salas L.A., Wiencke J.K., Koestler D.C, et al. Tracing human stem cell lineage during development using DNA methylation. 2018;28(9):1285-1295. https://doi.org/10.1101/gr.233213.117</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">El Helou R., Wicinski J., Guille A., et al. Brief Reports: A Distinct DNA Methylation Signature Defines Breast Cancer Stem Cells and Predicts Cancer Outcome. STEM CELLS. 2014;32(11):3031-3036. https://doi.org/10.1002/stem.1792</mixed-citation><mixed-citation xml:lang="en">El Helou R., Wicinski J., Guille A., et al. Brief Reports: A Distinct DNA Methylation Signature Defines Breast Cancer Stem Cells and Predicts Cancer Outcome. STEM CELLS. 2014;32(11):3031-3036. https://doi.org/10.1002/stem.1792</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">Litviakov N.V., Bychkov V.A., Stakheeva M.N., et al. Breast tumour cell subpopulations with expression of the MYC and OCT4 proteins. Journal of Molecular Histology. 2020;51(6):717-728. https://doi.org/10.1007/s10735-020-09917-1</mixed-citation><mixed-citation xml:lang="en">Litviakov N.V., Bychkov V.A., Stakheeva M.N., et al. Breast tumour cell subpopulations with expression of the MYC and OCT4 proteins. Journal of Molecular Histology. 2020;51(6):717-728. https://doi.org/10.1007/s10735-020-09917-1</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">Luo Y., Huang .J, Tang Y., et al. Regional methylome profiling reveals dynamic epigenetic heterogeneity and convergent hypomethylation of stem cell quiescence-associated genes in breast cancer following neoadjuvant chemotherapy. Cell &amp; Bioscience. 2019;9(1). https://doi.org/10.1186/s13578-019-0278-y</mixed-citation><mixed-citation xml:lang="en">Luo Y., Huang .J, Tang Y., et al. Regional methylome profiling reveals dynamic epigenetic heterogeneity and convergent hypomethylation of stem cell quiescence-associated genes in breast cancer following neoadjuvant chemotherapy. Cell &amp; Bioscience. 2019;9(1). https://doi.org/10.1186/s13578-019-0278-y</mixed-citation></citation-alternatives></ref></ref-list><fn-group><fn fn-type="conflict"><p>The authors declare that there are no conflicts of interest present.</p></fn></fn-group></back></article>
