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<article article-type="review-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">rpmj</journal-id><journal-title-group><journal-title xml:lang="ru">Research'n Practical Medicine Journal</journal-title><trans-title-group xml:lang="en"><trans-title>Research and Practical Medicine Journal</trans-title></trans-title-group></journal-title-group><issn pub-type="epub">2410-1893</issn><publisher><publisher-name>"QUASAR", LLC</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.17709/410-1893-2023-10-3-6</article-id><article-id custom-type="edn" pub-id-type="custom">KANTCU</article-id><article-id custom-type="elpub" pub-id-type="custom">rpmj-901</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>Обзор</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>Review</subject></subj-group></article-categories><title-group><article-title>Возможности радиогеномики в оценке ответа и долговременной выживаемости при неоадъювантном лечении рака молочной железы</article-title><trans-title-group xml:lang="en"><trans-title>Radiomics of magnetic resonance imaging for assessment of pathological complete response to neoadjuvant therapy and long-term survival in breast cancer</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0009-0004-7809-4366</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Петрова</surname><given-names>Н. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Petrova</surname><given-names>N. V.</given-names></name></name-alternatives><bio xml:lang="ru"><p> </p><p>Петрова Наталья Витальевна – врач-ординатор отделения лучевых методов диагностики ФГБУ «Национальный медицинский исследовательский центр хирургии им. А. В. Вишневского», г. Москва, Российская Федерация</p><p>ORCID: <ext-link xlink:href="https://orcid.org/0009-0004-7809-4366" ext-link-type="uri">https://orcid.org/0009-0004-7809-4366</ext-link></p></bio><bio xml:lang="en"><p> </p><p>Natalia V. Petrova – Resident Physician of the Department of Radiation Diagnostic Methods, A. V. Vishnevsky National Medical Research Center of Surgery, Moscow, Russian Federation</p><p>ORCID: <ext-link xlink:href="https://orcid.org/0009-0004-7809-4366" ext-link-type="uri">https://orcid.org/0009-0004-7809-4366</ext-link></p></bio><email xlink:type="simple">Natullio@yandex.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/0000-0002-9357-0998</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Кармазановский</surname><given-names>Г. Г.</given-names></name><name name-style="western" xml:lang="en"><surname>Karmazanovsky</surname><given-names>G. G.</given-names></name></name-alternatives><bio xml:lang="ru"><p> </p><p>Кармазановский Григорий Григорьевич – академик РАН, д.м.н., профессор, заведующий отделением лучевых методов диагностики ФГБУ «Национальный медицинский исследовательский центр хирургии им. А. В. Вишневского», г. Москва, Российская Федерация; профессор кафедры лучевой диагностики и терапии медико-биологического факультета ФГАОУ ВО «Российский национальный исследовательский медицинский университет им. Н. И. Пирогова» Минздрава России, г. Москва, Российская Федерация</p><p>ORCID: <ext-link xlink:href="https://orcid.org/0000-0002-9357-0998" ext-link-type="uri">https://orcid.org/0000-0002-9357-0998</ext-link>, SPIN: 5964-2369, AuthorID: <ext-link xlink:href="https://elibrary.ru/author_profile.asp?id=338639" ext-link-type="uri">338639</ext-link>, Scopus Author ID: <ext-link xlink:href="https://www.scopus.com/authid/detail.uri?authorId=55944296600" ext-link-type="uri">55944296600</ext-link></p></bio><bio xml:lang="en"><p> </p><p>Grigory G. Karmazanovsky – Academician RAS, Dr. Sci. (Medicine), Professor, Head of the Department of Radiation Diagnostic Methods, A. V. Vishnevsky National Medical Research Center of Surgery, Moscow, Russian Federation; Professor of the Department of Radiation Diagnostics and Therapy of the Faculty of Medicine and Biology, Pirogov Russian National Research Medical University, Ministry of Health of Russian Federation, Moscow, Russian Federation</p><p>ORCID: <ext-link xlink:href="https://orcid.org/0000-0002-9357-0998" ext-link-type="uri">https://orcid.org/0000-0002-9357-0998</ext-link>, SPIN: 5964-2369, AuthorID: <ext-link xlink:href="https://elibrary.ru/author_profile.asp?id=338639" ext-link-type="uri">338639</ext-link>, Scopus Author ID: <ext-link xlink:href="https://www.scopus.com/authid/detail.uri?authorId=55944296600" ext-link-type="uri">55944296600</ext-link></p></bio><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-7070-3391</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Кондратьев</surname><given-names>Е. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Kondratyev</surname><given-names>E. V.</given-names></name></name-alternatives><bio xml:lang="ru"><p> </p><p>Кондратьев Евгений Валерьевич – к.м.н., старший научный сотрудник отделения лучевых методов диагностики ФГБУ «Национальный медицинский исследовательский центр хирургии им. А. В. Вишневского», г. Москва, Российская Федерация</p><p>ORCID: <ext-link xlink:href="https://orcid.org/0000-0001-7070-3391" ext-link-type="uri">https://orcid.org/0000-0001-7070-3391</ext-link>, SPIN: 2702-6526, AuthorID: <ext-link xlink:href="https://elibrary.ru/author_profile.asp?id=243610" ext-link-type="uri">243610</ext-link>, Scopus Author ID: <ext-link xlink:href="https://www.scopus.com/authid/detail.uri?authorId=55865664400" ext-link-type="uri">55865664400</ext-link></p></bio><bio xml:lang="en"><p> </p><p>Evgeny V. Kondratyev – Cand. Sci. (Medicine), Senior Researcher, Department of Radiation Diagnostic Methods, A. V. Vishnevsky National Medical Research Center of Surgery, Moscow, Russian Federation</p><p>ORCID: <ext-link xlink:href="https://orcid.org/0000-0001-7070-3391" ext-link-type="uri">https://orcid.org/0000-0001-7070-3391</ext-link>, SPIN: 2702-6526, AuthorID: <ext-link xlink:href="https://elibrary.ru/author_profile.asp?id=243610" ext-link-type="uri">243610</ext-link>, Scopus Author ID:<ext-link xlink:href="https://www.scopus.com/authid/detail.uri?authorId=55865664400" ext-link-type="uri"> 55865664400</ext-link></p></bio><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-6267-8237</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Попов</surname><given-names>А. Ю.</given-names></name><name name-style="western" xml:lang="en"><surname>Popov</surname><given-names>A. Yu.</given-names></name></name-alternatives><bio xml:lang="ru"><p> </p><p>Попов Анатолий Юрьевич – к.м.н., заведующий отделением противоопухолевой лекарственной терапии ФГБУ «Национальный медицинский исследовательский центр хирургии им. А. В. Вишневского», г. Москва, Российская Федерация</p><p>ORCID: <ext-link xlink:href="https://orcid.org/0000-0001-6267-8237" ext-link-type="uri">https://orcid.org/0000-0001-6267-8237</ext-link>, SPIN: 6197-2060, AuthorID: <ext-link xlink:href="https://elibrary.ru/author_profile.asp?id=1177757" ext-link-type="uri">1177757</ext-link>, Scopus Author ID: <ext-link xlink:href="https://www.scopus.com/authid/detail.uri?authorId=57192589967" ext-link-type="uri">57192589967</ext-link></p></bio><bio xml:lang="en"><p> </p><p>Anatoly Yu. Popov – Cand. Sci. (Medicine), Head of the Department of Anticancer Drug Therapy, A. V. Vishnevsky National Medical Research Center of Surgery, Moscow, Russian Federation</p><p>ORCID: <ext-link xlink:href="https://orcid.org/0000-0001-6267-8237" ext-link-type="uri">https://orcid.org/0000-0001-6267-8237</ext-link>, SPIN: 6197-2060, AuthorID: <ext-link xlink:href="https://elibrary.ru/author_profile.asp?id=1177757" ext-link-type="uri">1177757</ext-link>, Scopus Author ID: <ext-link xlink:href="https://www.scopus.com/authid/detail.uri?authorId=57192589967" ext-link-type="uri">57192589967</ext-link></p></bio><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-5032-4164</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Ростовцев</surname><given-names>М. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Rostovtsev</surname><given-names>M. V.</given-names></name></name-alternatives><bio xml:lang="ru"><p> </p><p>Ростовцев Михаил Владиславович – д.м.н., старший научный сотрудник отделения лучевых методов диагностики ФГБУ «Национальный медицинский исследовательский центр хирургии им. А. В. Вишневского», г. Москва, Российская Федерация; профессор кафедры рентгенологии и радиологии ФГБОУ ДПО «Российская медицинская академия непрерывного профессионального образования» Минздрава России, г. Москва, Российская Федерация; заведующий рентгенологическим отделением ГБУЗ «Городская клиническая больница им. М. Е. Жадкевича» Департамента здравоохранения города Москвы, г. Москва, Российская Федерация</p><p>ORCID: <ext-link xlink:href="https://orcid.org/0000-0002-5032-4164" ext-link-type="uri">https://orcid.org/0000-0002-5032-4164</ext-link>, SPIN: 3124-6255, AuthorID: <ext-link xlink:href="https://elibrary.ru/author_profile.asp?id=422734" ext-link-type="uri">422734</ext-link>, Scopus Author ID: <ext-link xlink:href="https://www.scopus.com/authid/detail.uri?authorId=58136413100" ext-link-type="uri">58136413100</ext-link></p></bio><bio xml:lang="en"><p> </p><p>Mikhail V. Rostovtsev – Dr. Sci. (Medicine), Senior Researcher, Department of Radiation Diagnostic Methods, A. V. Vishnevsky National Medical Research Center of Surgery, Moscow, Russian Federation; Professor of the Department of Radiology and Roentgenology, Russian Medical Academy of Continuing Professional Education, Moscow, Russian Federation; Head of the Radiology Department, M. E. Zhadkevich City Clinical hospital of the Ministry of Health of Russia, Moscow, Russian Federation</p><p>ORCID: <ext-link xlink:href="https://orcid.org/0000-0002-5032-4164" ext-link-type="uri">https://orcid.org/0000-0002-5032-4164</ext-link>, SPIN: 3124-6255, AuthorID: <ext-link xlink:href="https://elibrary.ru/author_profile.asp?id=422734" ext-link-type="uri">422734</ext-link>, Scopus Author ID: <ext-link xlink:href="https://www.scopus.com/authid/detail.uri?authorId=58136413100" ext-link-type="uri">58136413100</ext-link></p></bio><xref ref-type="aff" rid="aff-3"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-7857-275X</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Германович</surname><given-names>Н. Ю.</given-names></name><name name-style="western" xml:lang="en"><surname>Germanovich</surname><given-names>N. Yu.</given-names></name></name-alternatives><bio xml:lang="ru"><p> </p><p>Германович Наталья Юрьевна – к.м.н., врач онколог-маммолог хирургического торакального отделения ФГБУ «Национальный медицинский исследовательский центр хирургии им. А. В. Вишневского», г. Москва, Российская Федерация</p><p>ORCID: <ext-link xlink:href="https://orcid.org/0000-0002-7857-275X" ext-link-type="uri">https://orcid.org/0000-0002-7857-275X</ext-link>, AuthorID: 943797</p></bio><bio xml:lang="en"><p> </p><p>Natalia Yu. Germanovich – Cand. Sci. (Medicine), Oncologist-Mammologist of the Surgical Thoracic Department, A. V. Vishnevsky National Medical Research Center of Surgery, Moscow, Russian Federation</p><p>ORCID: <ext-link xlink:href="https://orcid.org/0000-0002-7857-275X" ext-link-type="uri">https://orcid.org/0000-0002-7857-275X</ext-link>, AuthorID: 943797</p></bio><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-6247-9481</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Калинин</surname><given-names>Д. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Kalinin</surname><given-names>D. V.</given-names></name></name-alternatives><bio xml:lang="ru"><p> </p><p>Калинин Дмитрий Валерьевич – к.м.н., врач-патологоанатом патологоанатомического отделения ФГБУ «Национальный медицинский исследовательский центр хирургии им. А. В. Вишневского», г. Москва, Российская Федерация</p><p>ORCID: <ext-link xlink:href="https://orcid.org/0000-0001-6247-9481" ext-link-type="uri">https://orcid.org/0000-0001-6247-9481</ext-link>, SPIN: 5563-5376, AuthorID: <ext-link xlink:href="https://elibrary.ru/author_profile.asp?id=758757" ext-link-type="uri">758757</ext-link>, Scopus Author ID: <ext-link xlink:href="https://www.scopus.com/authid/detail.uri?authorId=57224357019" ext-link-type="uri">57224357019</ext-link>, ResearchID: <ext-link xlink:href="https://www.webofscience.com/wos/author/record/N-9383-2015" ext-link-type="uri">N-9383-2015</ext-link></p></bio><bio xml:lang="en"><p> </p><p>Dmitry V. Kalinin – Cand. Sci. (Medicine), Pathologist of Anatomical Pathology Department, A. V. Vishnevsky National Medical Research Center of Surgery, Moscow, Russian Federation</p><p>ORCID: <ext-link xlink:href="https://orcid.org/0000-0001-6247-9481" ext-link-type="uri">https://orcid.org/0000-0001-6247-9481</ext-link>, SPIN: 5563-5376, AuthorID: <ext-link xlink:href="https://elibrary.ru/author_profile.asp?id=758757" ext-link-type="uri">758757</ext-link>, Scopus Author ID: <ext-link xlink:href="https://www.scopus.com/authid/detail.uri?authorId=57224357019" ext-link-type="uri">57224357019</ext-link>, ResearchID: <ext-link xlink:href="https://www.webofscience.com/wos/author/record/N-9383-2015" ext-link-type="uri">N-9383-2015</ext-link></p></bio><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru"><institution>Национальный медицинский исследовательский центр хирургии им. А. В. Вишневского</institution><country>Россия</country></aff><aff xml:lang="en"><institution>A. V. Vishnevsky National Medical Research Center of Surgery</institution><country>Russian Federation</country></aff></aff-alternatives><aff-alternatives id="aff-2"><aff xml:lang="ru"><institution>Национальный медицинский исследовательский центр хирургии им. А. В. Вишневского; &#13;
Российский национальный исследовательский медицинский университет им. Н. И. Пирогова Минздрава России</institution><country>Россия</country></aff><aff xml:lang="en"><institution>A. V. Vishnevsky National Medical Research Center of Surgery; &#13;
Pirogov Russian National Research Medical University</institution><country>Russian Federation</country></aff></aff-alternatives><aff-alternatives id="aff-3"><aff xml:lang="ru"><institution>Национальный медицинский исследовательский центр хирургии им. А. В. Вишневского; &#13;
Городская клиническая больница им. М. Е. Жадкевича Департамента здравоохранения города Москвы; &#13;
Российская медицинская академия непрерывного профессионального образования Минздрава России</institution><country>Россия</country></aff><aff xml:lang="en"><institution>A. V. Vishnevsky National Medical Research Center of Surgery; &#13;
M. E. Zhadkevich City Clinical hospital of the Ministry of Health of Russia; &#13;
Russian Medical Academy of Continuing Professional Education</institution><country>Russian Federation</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2023</year></pub-date><pub-date pub-type="epub"><day>11</day><month>08</month><year>2023</year></pub-date><volume>10</volume><issue>3</issue><fpage>69</fpage><lpage>79</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Петрова Н.В., Кармазановский Г.Г., Кондратьев Е.В., Попов А.Ю., Ростовцев М.В., Германович Н.Ю., Калинин Д.В., 2023</copyright-statement><copyright-year>2023</copyright-year><copyright-holder xml:lang="ru">Петрова Н.В., Кармазановский Г.Г., Кондратьев Е.В., Попов А.Ю., Ростовцев М.В., Германович Н.Ю., Калинин Д.В.</copyright-holder><copyright-holder xml:lang="en">Petrova N.V., Karmazanovsky G.G., Kondratyev E.V., Popov A.Y., Rostovtsev M.V., Germanovich N.Y., Kalinin D.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.rpmj.ru/rpmj/article/view/901">https://www.rpmj.ru/rpmj/article/view/901</self-uri><abstract><p>Рак молочной железы (РМЖ) – наиболее распространенное злокачественное заболевание. Применение неоадъювантной лекарственной терапии повышает вероятность достижения полного патоморфологического ответа (pCR), ведет к повышению резектабельности и абластики; способствует определению чувствительности опухолевых клеток к химиопрепаратам, тем самым улучшая прогноз пациента. Поскольку патоморфологическая оценка происходит после операции, необходимо развитие методов неинвазивной оценки ответа для своевременной коррекции объема проводимого лечения. Одним из таких методов является метод магнитно-резонансной томографии (МРТ). Оценка полученных изображений с использованием текстурного анализа позволяет повысить точность метода как при контроле лечения в неоадъювантном режиме, так и при оценке ответа на назначенную неоадъювантную терапию при предоперационном планировании.</p><p>В настоящей статье представлен анализ литературных данных о возможности повышения прогностической ценности МРТ молочных желез в оценке полного патоморфологического ответа при неоадъювантном лекарственном лечении РМЖ с использованием текстурного анализа данных.</p></abstract><trans-abstract xml:lang="en"><p>Breast cancer (BC) is the most common malignant disease. The use of neoadjuvant drug therapy increases the likelihood of achieving a complete pathomorphological response (pCR), leads to an increase in resectability and ablation; helps to determine the sensitivity of tumor cells to chemopreventive agents, thereby improving the patient’s prognosis. Since pathomorphological assessment occurs aﬅer surgery, it is necessary to develop methods for non-invasive response assessment for timely correction of the volume of treatment. One such method is magnetic resonance imaging (MRI). Assessment of the obtained images using texture analysis allows to increase the accuracy of the method both in the control of neoadjuvant treatment and in the assessment of the response to neoadjuvant therapy during preoperative planning.</p><p>This article provides an analysis of the literature data on the potential to improve the prognostic value of breast MRI in assessing the complete pathomorphological response to neoadjuvant drug treatment of breast cancer using texture analysis of data.</p></trans-abstract><kwd-group xml:lang="ru"><kwd>рак молочной железы</kwd><kwd>неоадъювантная терапия</kwd><kwd>МРТ</kwd><kwd>патологический полный ответ</kwd><kwd>радиологический полный ответ</kwd><kwd>радиогеномика</kwd><kwd>текстурный анализ</kwd></kwd-group><kwd-group xml:lang="en"><kwd>breast cancer</kwd><kwd>neoadjuvant therapy</kwd><kwd>MRI</kwd><kwd>pathological complete response</kwd><kwd>radiomics</kwd><kwd>texture analysis</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">Sung H, Ferlay J, Siegel RL, Laversanne M, Soerjomataram I, Jemal A, Bray F. 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