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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">kpccz</journal-id><journal-title-group><journal-title xml:lang="ru">Комплексные проблемы сердечно-сосудистых заболеваний</journal-title><trans-title-group xml:lang="en"><trans-title>Complex Issues of Cardiovascular Diseases</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">2306-1278</issn><issn pub-type="epub">2587-9537</issn><publisher><publisher-name>Federal State Budgetary Institution “Research Institute for Complex Issues of Cardiovascular Diseases”</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.17802/2306-1278-2021-10-4-6-16</article-id><article-id custom-type="elpub" pub-id-type="custom">kpccz-993</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>ОРИГИНАЛЬНЫЕ ИССЛЕДОВАНИЯ. Кардиология</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>ORIGINAL STUDIES. Cardiology</subject></subj-group></article-categories><title-group><article-title>Радиомические характеристики текстурных изменений эпикардиальной жировой ткани при атеросклеротическом поражении коронарных артерий</article-title><trans-title-group xml:lang="en"><trans-title>Radiomic features of epicardial adipose tissue in coronary atherosclerosis</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-0772-6042</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Попов</surname><given-names>Е. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Popov</surname><given-names>E. V.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Попов Евгений Викторович, клинический ординатор лаборатории радионуклидных методов исследования</p><p>ул. Киевская, 111а, Томск, 634012</p></bio><bio xml:lang="en"><p>Popov Evgeniy V., resident at Nuclear department</p><p>111a, St. Kievskaya, Tomsk, 634012</p></bio><email xlink:type="simple">popov-yevgeniy92@mail.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/0000-0003-3169-0326</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Анашбаев</surname><given-names>Ж. Ж.</given-names></name><name name-style="western" xml:lang="en"><surname>Anashbaev</surname><given-names>Zh. Zh.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Анашбаев Жанат Жуманалиевич, клинический ординатор лаборатории радионуклидных методов исследования</p><p>ул. Киевская, 111а, Томск, 634012</p></bio><bio xml:lang="en"><p>Anashbaev Zhanat Zh., resident at Nuclear department</p><p>111a, St. Kievskaya, Tomsk, 634012</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/0000-0002-1311-0378</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Мальцева</surname><given-names>А. Н.</given-names></name><name name-style="western" xml:lang="en"><surname>Maltseva</surname><given-names>A. N.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Мальцева Алина Николаевна, клинический ординатор, лаборант-исследователь лаборатории радионуклидных методов исследования</p><p>ул. Киевская, 111а, Томск, 634012</p></bio><bio xml:lang="en"><p>Maltseva Alina N., resident and laboratory researcher at Nuclear department</p><p>111a, St. Kievskaya, Tomsk, 634012</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/0000-0003-2799-3260</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Сазонова</surname><given-names>С. И.</given-names></name><name name-style="western" xml:lang="en"><surname>Sazonova</surname><given-names>S. I.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Сазонова Светлана Ивановна, доктор медицинских наук ведущий научный сотрудник лаборатории радионуклидных методов исследования</p><p>ул. Киевская, 111а, Томск, 634012</p></bio><bio xml:lang="en"><p>Sazonova Svetlana I., PhD, leading researcher at Nuclear department</p><p>111a, St. Kievskaya, Tomsk, 634012</p></bio><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru">Научно-исследовательский институт кардиологии федерального государственного бюджетного научного учреждения «Томский национальный исследовательский медицинский центр Российской академии наук»<country>Россия</country></aff><aff xml:lang="en">Cardiology Research Institute, Federal State Budgetary Scientific Institution “Tomsk National Research Medical Center of the Russian Academy of Sciences”<country>Russian Federation</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2021</year></pub-date><pub-date pub-type="epub"><day>20</day><month>12</month><year>2021</year></pub-date><volume>10</volume><issue>4</issue><fpage>6</fpage><lpage>16</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Попов Е.В., Анашбаев Ж.Ж., Мальцева А.Н., Сазонова С.И., 2021</copyright-statement><copyright-year>2021</copyright-year><copyright-holder xml:lang="ru">Попов Е.В., Анашбаев Ж.Ж., Мальцева А.Н., Сазонова С.И.</copyright-holder><copyright-holder xml:lang="en">Popov E.V., Anashbaev Z.Z., Maltseva A.N., Sazonova S.I.</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://www.nii-kpssz.com/jour/article/view/993">https://www.nii-kpssz.com/jour/article/view/993</self-uri><abstract><sec><title>Цель</title><p>Цель. Исследовать ассоциацию радиомических характеристик эпикардиальной жировой ткани (ЭЖТ) на бесконтрастной компьютерной томографии (КТ) сердца с выраженностью обструктивного поражения коронарного русла и ишемии миокарда.</p></sec><sec><title>Материалы и методы</title><p>Материалы и методы. В исследование ретроспективно включены 68 пациентов с ишемической болезнью сердца (ИБС) (средний возраст 63,5±9,4 года; 45 мужчин и 23 женщины), а также 15 лиц (средний возраст 30±4,8 года; 14 мужчин и 1 женщина) без сердечно-сосудистых заболеваний, составившие группу контроля. Всем обследуемым выполнены мультиспиральная компьютерная коронароангиография, определение индекса коронарного кальция, нагрузочная перфузионная сцинтиграфия миокарда. На бесконтрастных КТ-изображениях сердца определяли радиомические характеристики ЭЖТ (текстурный анализ по градациям серого цвета) с помощью программного обеспечения 3D-Sliser и модуля SliserRadiomics (версия 4.10.2). Полученные показатели сравнивали между группами исследования и контроля, а также в подгруппах больных, разделенных в зависимости от степени обструкции коронарных артерий, размера дефекта перфузии и значения индекса коронарного кальция.</p></sec><sec><title>Результаты</title><p>Результаты. Сравнительный анализ радиомических показателей ЭЖТ у пациентов с ИБС и группы контроля показал наличие статистически значимых различий. В то же время корреляционный анализ в группе исследования не продемонстрировал связи между радиомическими показателями и размером дефекта перфузии, индексом коронарного кальция, степенью стеноза просвета коронарных артерий.</p></sec><sec><title>Заключение</title><p>Заключение. Текстурные характеристики ЭЖТ у пациентов с ИБС отличаются от таковых у лиц без сердечно-сосудистой патологии. В то же время данные показатели не ассоциированы с выраженностью обструктивного поражения коронарных артерий, значением индекса коронарного кальция, а также размером дефекта перфузии по данным сцинтиграфии.</p></sec></abstract><trans-abstract xml:lang="en"><sec><title>Aim</title><p>Aim. To investigate the association of the radiomic characteristics of epicardial adipose tissue (EAT) on contrast-free computed tomography (CT) of the heart with the severity of obstructive coronary lesion and myocardial ischemia.</p></sec><sec><title>Methods</title><p>Methods. The study included 68 patients with coronary heart disease (mean age of 63.5±9.4, 45 men and 23 women), and 15 patients (mean age 30±4.8; 14 men and 1 woman) without cardiovascular disease as a control group. All the patients underwent multispiral computed coronary angiography, coronary calcium scores (CCS) determination and stress myocardial perfusion scintigraphy. Radiomic characteristics of EAT (texture analysis by gradations of gray color) were determined on non-contrast computer tomogram images of the heart using 3D-Sliser software and the SliserRadiomics module (version 4.10.2). The obtained indicators were compared between a control and under the study groups as well as between subgroups of patients divided according to the degree of obstruction of the coronary arteries, the size of the perfusion defect, and the value of the CCS.</p></sec><sec><title>Results</title><p>Results. The comparative analysis of radiomic indicators of EAT between patients with coronary artery disease and the control group showed the presence of statistically significant differences between them. At the same time, the correlation analysis in the study group did not reveal any correlations between the radiomic parameters and the size of the perfusion defect, CCS or degree of stenosis of the lumen of the coronary arteries.</p></sec><sec><title>Conclusion</title><p>Conclusion. The textural characteristics of EAT in patients with coronary heart disease differ from those in individuals without cardiovascular pathology. At the same time, these indicators are not associated with the severity of obstructive lesions of the coronary arteries, the value of the CCS, and the size of the perfusion defect according to scintigraphy.</p></sec></trans-abstract><kwd-group xml:lang="ru"><kwd>атеросклероз коронарных артерий</kwd><kwd>ишемическая болезнь сердца</kwd><kwd>радиомика</kwd><kwd>текстурный анализ</kwd></kwd-group><kwd-group xml:lang="en"><kwd>coronary atherosclerosis</kwd><kwd>cardiac ischemia</kwd><kwd>radiomics</kwd><kwd>nexture analysi</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">Демографический ежегодник России. Статистический сборник. Росстат. Москва; 2019. 252 с Режим доступа: https://rosstat.gov.ru/storage/mediabank/Dem_ejegod-2019.pdf (rosstat.gov.ru) (дата обращения 15.11.2021)</mixed-citation><mixed-citation xml:lang="en">Demographic book of Russia. Statistical book. Rosstat. Moscow; 2019. 252 p. Available at: https://rosstat.gov.ru/storage/mediabank/Dem_ejegod-2019.pdf (rosstat.gov.ru) (accessed 15.11.2021) (In Russian)</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Townsend N., Wilson L., Bhatnagar P., Wickramasinghe K., Rayner M., Nichols M. Cardiovascular disease in Europe: epidemiological update 2016. Eur Heart J. 2016;37(42):3232- 3245. doi: 10.1093/eurheartj/ehw334.</mixed-citation><mixed-citation xml:lang="en">Townsend N., Wilson L., Bhatnagar P., Wickramasinghe K., Rayner M., Nichols M. Cardiovascular disease in Europe: epidemiological update 2016. Eur Heart J. 2016;37(42):3232- 3245. doi: 10.1093/eurheartj/ehw334.</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Dey D., Wong N.D., Tamarappoo B., Nakazato R., Gransar H., Cheng V.Y., Ramesh A., Kakadiaris I., Germano G., Slomka P.J., Berman D.S. Computer-aided non-contrast CT-based quantification of pericardial and thoracic fat and their associations with coronary calcium and Metabolic Syndrome. Atherosclerosis. 2010;209(1):136-41. doi: 10.1016/j.atherosclerosis.2009.08.032.</mixed-citation><mixed-citation xml:lang="en">Dey D., Wong N.D., Tamarappoo B., Nakazato R., Gransar H., Cheng V.Y., Ramesh A., Kakadiaris I., Germano G., Slomka P.J., Berman D.S. Computer-aided non-contrast CT-based quantification of pericardial and thoracic fat and their associations with coronary calcium and Metabolic Syndrome. Atherosclerosis. 2010;209(1):136-41. doi: 10.1016/j.atherosclerosis.2009.08.032.</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Berg A.H., Scherer P.E. Adipose tissue, inflammation, and cardiovascular disease. Circ Res. 2005; 96(9):939–949. doi: 10.1161/01.RES.0000163635.62927.34</mixed-citation><mixed-citation xml:lang="en">Berg A.H., Scherer P.E. Adipose tissue, inflammation, and cardiovascular disease. Circ Res. 2005; 96(9):939–949. doi: 10.1161/01.RES.0000163635.62927.34</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Alexopoulos N., McLean D.S., Janik M., Arepalli C.D., Stillman A.E., Raggi P. Epicardial adipose tissue and coronary artery plaque characteristics. Atherosclerosis. 2010; 210(1):150- 4. doi: 10.1016/j.atherosclerosis.2009.11.020.</mixed-citation><mixed-citation xml:lang="en">Alexopoulos N., McLean D.S., Janik M., Arepalli C.D., Stillman A.E., Raggi P. Epicardial adipose tissue and coronary artery plaque characteristics. Atherosclerosis. 2010; 210(1):150- 4. doi: 10.1016/j.atherosclerosis.2009.11.020.</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Khawaja T., Greer C., Thadani S.R., Kato T.S., Bhatia K., Shimbo D., Kontak A., Bokhari S., Einstein A.J., Schulze P.C. Increased Regional Epicardial Fat Volume Associated with Reversible Myocardial Ischemia in Patients with Suspected Coronary Artery Disease. Journal of Nuclear Cardiology. 2015; 22(2): 325–333. doi:10.1007/s12350-014-0004-4</mixed-citation><mixed-citation xml:lang="en">Khawaja T., Greer C., Thadani S.R., Kato T.S., Bhatia K., Shimbo D., Kontak A., Bokhari S., Einstein A.J., Schulze P.C. Increased Regional Epicardial Fat Volume Associated with Reversible Myocardial Ischemia in Patients with Suspected Coronary Artery Disease. Journal of Nuclear Cardiology. 2015; 22(2): 325–333. doi:10.1007/s12350-014-0004-4</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Ohashi N., Yamamoto H., Horiguchi J., Kitagawa T., Kunita E., Utsunomiya H., Oka T., Kohno N., Kihara Y. Association between visceral adipose tissue area and coronary plaque morphology assessed by CT angiography. JACC Cardiovasc Imaging. 2010; 3(9):908-17. doi: :10.1016/j.jcmg.2010.06.014</mixed-citation><mixed-citation xml:lang="en">Ohashi N., Yamamoto H., Horiguchi J., Kitagawa T., Kunita E., Utsunomiya H., Oka T., Kohno N., Kihara Y. Association between visceral adipose tissue area and coronary plaque morphology assessed by CT angiography. JACC Cardiovasc Imaging. 2010; 3(9):908-17. doi: 10.1016/j.jcmg.2010.06.014</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Shaikh F., Franc B., Mulero F. Radiomics as Applied in Precision Medicine. In: Clinical Nuclear Medicine. Ahmadzadehfar H., Biersack H.J., Freeman L.M., Zuckier L.S. editors. 2nd ed. Springer-Verlag Berlin Heidelberg; 2020. 193-206.</mixed-citation><mixed-citation xml:lang="en">Shaikh F., Franc B., Mulero F. Radiomics as Applied in Precision Medicine. In: Clinical Nuclear Medicine. Ahmadzadehfar H., Biersack H.J., Freeman L.M., Zuckier L.S. editors. 2nd ed. Springer-Verlag Berlin Heidelberg; 2020. 193-206.</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Завадовский К.В., Гуля М.О., Саушкин В.В., Саушкина Ю.В., Лишманов Ю.Б. Cовмещенная однофотонная эмиссионная и рентгеновская компьютерная томография сердца: методические аспекты. 2016; 97(4):235-242. doi: 10.20862/0042-4676-2016-97-4-8-15</mixed-citation><mixed-citation xml:lang="en">Zavadovskij K.V., Gulja M.O., Saushkin V.V., Saushkina Ju.V., Lishmanov Ju.B. Superimposed single-photon emission computed tomography and X-ray computed tomography of the heart: Methodical aspects. 2016; 97(4):235-242.(In Russian) doi: 10.20862/0042-4676-2016-97-4-8-15.</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Neumann F.-J., Sousa-Uva M., Ahlsson A., Alfonso F., Banning A. P., Benedetto U. 2018 ESC/EACTS guidelines on myocardial revascularization. The Task Force on Myocardial Revascularization of the European Society of Cardiology (ESC) and the European Associationfor Cardio-Thoracic Surgery (EACTS). Developed with the special contribution of the European Association of Percutaneous Cardiovascular Interventions (EAPCI). European Heart Journal. 2018; 40(37): 87-165. doi: 10.1093/eurheartj/ehy394</mixed-citation><mixed-citation xml:lang="en">Neumann F.-J., Sousa-Uva M., Ahlsson A., Alfonso F., Banning A. P., Benedetto U. 2018 ESC/EACTS guidelines on myocardial revascularization. The Task Force on Myocardial Revascularization of the European Society of Cardiology (ESC) and the European Associationfor Cardio-Thoracic Surgery (EACTS). Developed with the special contribution of the European Association of Percutaneous Cardiovascular Interventions (EAPCI). European Heart Journal. 2018; 40(37): 87-165. doi: 10.1093/eurheartj/ehy394</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Ficaro E., Lee B., Kritzman J., Corbett J. The Michigan method for quantitative nuclear cardiology. Corridor4DM: The Michigan method for quantitative nuclear cardiology. Journal of Nuclear Cardiology. 2007; 14(4):455-65. doi: 10.1016/j.nuclcard.2007.06.006</mixed-citation><mixed-citation xml:lang="en">Ficaro E., Lee B., Kritzman J., Corbett J. The Michigan method for quantitative nuclear cardiology. Corridor4DM: The Michigan method for quantitative nuclear cardiology. Journal of Nuclear Cardiology. 2007; 14(4):455-65. doi: 10.1016/j.nuclcard.2007.06.006</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Prasad M., Slomka P.J., Fish M., Kavanagh P., Gerlach J., Hayes S., Berman D. S., Germano G. Improved quantification and normal limits for myocardial perfusion stress-rest change. Journal of Nuclear Medicine. 2010; 51(2): 204-9. doi: 10.2967/jnumed.109.067736</mixed-citation><mixed-citation xml:lang="en">Prasad M., Slomka P.J., Fish M., Kavanagh P., Gerlach J., Hayes S., Berman D. S., Germano G. Improved quantification and normal limits for myocardial perfusion stress-rest change. Journal of Nuclear Medicine. 2010; 51(2): 204-9. doi: 10.2967/jnumed.109.067736</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Cerqueira M.D., Weissman N. J., Dilsizian V., Jacobs A. K., Kaul S., Laskey W. K., Pennell D.J., Rumberger J.A., Ryan T., Verani M.S.; American Heart Association Writing Group on Myocardial Segmentation and Registration for Cardiac Imaging. Standardized myocardial segmentation and nomenclature for tomographic imaging of the heart. A statement for healthcare professionals from the cardiac imaging committee of the council on clinical cardiology of the american heart association. Circulation. 2002; 105: 539-542. doi: 10.1161/hc0402.102975</mixed-citation><mixed-citation xml:lang="en">Cerqueira M.D., Weissman N. J., Dilsizian V., Jacobs A. K., Kaul S., Laskey W. K., Pennell D.J., Rumberger J.A., Ryan T., Verani M.S.; American Heart Association Writing Group on Myocardial Segmentation and Registration for Cardiac Imaging. Standardized myocardial segmentation and nomenclature for tomographic imaging of the heart. A statement for healthcare professionals from the cardiac imaging committee of the council on clinical cardiology of the american heart association. Circulation. 2002; 105: 539-542. doi: 10.1161/hc0402.102975</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Oikonomou E.K., Williams M.C., Kotanidis C.P., Desai M.Y., Marwan M., Antonopoulos A.S., et al. A novel machine learning-derived radiotranscriptomic signature of perivascular fat improves cardiac risk prediction using coronary CTangiography. European Heart Journal. 2019; 40(43):3529-3543. doi: 10.1093/eurheartj/ehz592</mixed-citation><mixed-citation xml:lang="en">Oikonomou E.K., Williams M.C., Kotanidis C.P., Desai M.Y., Marwan M., Antonopoulos A.S., et al. A novel machine learning-derived radiotranscriptomic signature of perivascular fat improves cardiac risk prediction using coronary CTangiography. European Heart Journal. 2019; 40(43):3529-3543. doi: 10.1093/eurheartj/ehz592</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">Kolossváry M., Karady J., Szilveszter B., Kitslaar P., Hoffmann U., Merkely B., Maurovich-Horvat P. Radiomic features are superior to conventional quantitative computed tomographic metrics to identify coronary plaques with NapkinRing Sign. Circ Cardiovasc Imaging. 2017;10(12), e006843. doi: 10.1161/CIRCIMAGING.117.006843</mixed-citation><mixed-citation xml:lang="en">Kolossváry M., Karady J., Szilveszter B., Kitslaar P., Hoffmann U., Merkely B., Maurovich-Horvat P. Radiomic features are superior to conventional quantitative computed tomographic metrics to identify coronary plaques with NapkinRing Sign. Circ Cardiovasc Imaging. 2017;10(12), e006843. doi: 10.1161/CIRCIMAGING.117.006843</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">Kolossváry M., Kellermayer M., Merkely B., Maurovich-Horvat P., Maurovich-Horvat P. Cardiac computed tomography radiomics: a comprehensive review on radiomic techniques. J Thorac Imaging. 2018; 33(1):26–34. doi: 10.1097/RTI.0000000000000268</mixed-citation><mixed-citation xml:lang="en">Kolossváry M., Kellermayer M., Merkely B., Maurovich-Horvat P., Maurovich-Horvat P. Cardiac computed tomography radiomics: a comprehensive review on radiomic techniques. J Thorac Imaging. 2018; 33(1):26–34. doi: 10.1097/RTI.0000000000000268</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">Lambin P., Rios-Velazquez E., Leijenaar R., Carvalho S., van Stiphout R.G., Granton P., Zegers C.M., Gillies R., Boellard R., Dekker A., Aerts H.J. Radiomics: extracting more information from medical images using advanced feature analysis. Eur J Cancer. 2012; 48(4):441-6. doi: 10.1016/j.ejca.2011.11.036</mixed-citation><mixed-citation xml:lang="en">Lambin P., Rios-Velazquez E., Leijenaar R., Carvalho S., van Stiphout R.G., Granton P., Zegers C.M., Gillies R., Boellard R., Dekker A., Aerts H.J. Radiomics: extracting more information from medical images using advanced feature analysis. Eur J Cancer. 2012; 48(4):441-6. doi: 10.1016/j.ejca.2011.11.036</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">De Jong M.C., Genders T.S.S., Van Geuns R-J., Moelker A., Hunink M.G.M. Diagnostic performance of stress myocardial perfusion imaging for coronary artery disease: a systematic review and meta-analysis. European Radiology. 2012; 22 (9): 1881–1895. doi: 10.1007/s00330-012-2434-1</mixed-citation><mixed-citation xml:lang="en">De Jong M.C., Genders T.S.S., Van Geuns R-J., Moelker A., Hunink M.G.M. Diagnostic performance of stress myocardial perfusion imaging for coronary artery disease: a systematic review and meta-analysis. European Radiology. 2012; 22 (9): 1881–1895. doi: 10.1007/s00330-012-2434-1</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">Radiomic Features. Available at: https://pyradiomics.readthedocs.io/en/latest/features.html. (accessed: 01.07.2020)</mixed-citation><mixed-citation xml:lang="en">Radiomic Features. Available at: https://pyradiomics.readthedocs.io/en/latest/features.html. (accessed: 01.07.2020)</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">Knuuti J., Wijns W., Saraste A., Capodanno D., Barbato E., Funck-Brentano C., Prescott E., Storey R.F., Deaton C., Cuisset T., Agewall S., Dickstein K., Edvardsen T., Escaned J., Gersh B.J., Svitil P., Gilard M., Hasdai D., Hatala R., Mahfoud F., Masip J., Muneretto C., Valgimigli M., Achenbach S., Bax J.J.; ESC Scientific Document Group. 2019 ESC Guidelines for the diagnosis and management of chronic coronary syndromes. The Task Force for the diagnosis and management of chronic coronary syndromes of the European Society of Cardiology (ESC). European Heart Journal. 2019;41: 407-477.doi:10.1093/eurheartj/ehz425</mixed-citation><mixed-citation xml:lang="en">Knuuti J., Wijns W., Saraste A., Capodanno D., Barbato E., Funck-Brentano C., Prescott E., Storey R.F., Deaton C., Cuisset T., Agewall S., Dickstein K., Edvardsen T., Escaned J., Gersh B.J., Svitil P., Gilard M., Hasdai D., Hatala R., Mahfoud F., Masip J., Muneretto C., Valgimigli M., Achenbach S., Bax J.J.; ESC Scientific Document Group. 2019 ESC Guidelines for the diagnosis and management of chronic coronary syndromes. The Task Force for the diagnosis and management of chronic coronary syndromes of the European Society of Cardiology (ESC). European Heart Journal. 2019;41: 407-477.doi:10.1093/eurheartj/ehz425</mixed-citation></citation-alternatives></ref><ref id="cit21"><label>21</label><citation-alternatives><mixed-citation xml:lang="ru">Agatston A.S., Janowitz W.R., Hildner F.J., Zusmer N.R., Viamonte M., Detrano R. Quantification of coronary artery calcium using ultrafast computed tomography. Journal of the American College of Cardiology. 1990; 15(4): 827-832. doi:10.1016/0735-1097(90)90282-T</mixed-citation><mixed-citation xml:lang="en">Agatston A.S., Janowitz W.R., Hildner F.J., Zusmer N.R., Viamonte M., Detrano R. Quantification of coronary artery calcium using ultrafast computed tomography. Journal of the American College of Cardiology. 1990; 15(4): 827-832. doi:10.1016/0735-1097(90)90282-T</mixed-citation></citation-alternatives></ref><ref id="cit22"><label>22</label><citation-alternatives><mixed-citation xml:lang="ru">Hyafil F., Gimelli A., Slart R.H.J.A., Georgoulias P., Rischpler C., Lubberink M., Sciagra R., Bucerius J., Agostini D., Verberne H.J., behalf of the Cardiovascular Committee of the European Association of Nuclear Medicine (EANM). EANM procedural guidelines for myocardial perfusion scintigraphy using cardiac-centered gamma cameras. European J Hybrid Imaging. 2019; 3(11): doi.org/10.1186/s41824-019-0058-2</mixed-citation><mixed-citation xml:lang="en">Hyafil F., Gimelli A., Slart R.H.J.A., Georgoulias P., Rischpler C., Lubberink M., Sciagra R., Bucerius J., Agostini D., Verberne H.J., behalf of the Cardiovascular Committee of the European Association of Nuclear Medicine (EANM). EANM procedural guidelines for myocardial perfusion scintigraphy using cardiac-centered gamma cameras. European J Hybrid Imaging. 2019; 3(11): doi.org/10.1186/s41824-019-0058-2</mixed-citation></citation-alternatives></ref><ref id="cit23"><label>23</label><citation-alternatives><mixed-citation xml:lang="ru">A.N Kokov, N.K. Brel, V.L. Masenko, O.V. Gruzdeva, V.N. Karetnikova, V.V. Kashtalap, O.L. Barbarash. Quanntitative assessment of visceral adipose depot in patients with ischemic heart disease by using of modern tomographic methods. Complex Issues of Cardiovascular Diseases. 2017;3:113-119. doi: 10.17802/2306-1278-2017-6-3-113-119. (In Russian)</mixed-citation><mixed-citation xml:lang="en">A.N Kokov, N.K. Brel, V.L. Masenko, O.V. Gruzdeva, V.N. Karetnikova, V.V. Kashtalap, O.L. Barbarash. Quanntitative assessment of visceral adipose depot in patients with ischemic heart disease by using of modern tomographic methods. Complex Issues of Cardiovascular Diseases. 2017;3:113-119. doi: 10.17802/2306-1278-2017-6-3-113-119. (In Russian)</mixed-citation></citation-alternatives></ref><ref id="cit24"><label>24</label><citation-alternatives><mixed-citation xml:lang="ru">Mazurek T., Zhang L., Zalewski A., Mannion J.D., Diehl J.T., Arafat H., Sarov-Blat L., O'Brien S., Keiper E.A., Johnson A.G., Martin J., Goldstein B.J., Shi Y. Human epicardial adipose tissue is a source of inflammatory mediators. Circulation. 2003; 108(20):2460-6. doi: 10.1161/01.CIR.0000099542.57313.C5</mixed-citation><mixed-citation xml:lang="en">Mazurek T., Zhang L., Zalewski A., Mannion J.D., Diehl J.T., Arafat H., Sarov-Blat L., O'Brien S., Keiper E.A., Johnson A.G., Martin J., Goldstein B.J., Shi Y. Human epicardial adipose tissue is a source of inflammatory mediators. Circulation. 2003; 108(20):2460-6. doi: 10.1161/01.CIR.0000099542.57313.C5</mixed-citation></citation-alternatives></ref><ref id="cit25"><label>25</label><citation-alternatives><mixed-citation xml:lang="ru">Kolossváry M., Park J., Bang J.I., Zhang J., Lee J.M., Paeng J.C., Merkely B., Narula J., Kubo T., Akasaka T., Koo B.K., Maurovich-Horvat P. Identification of invasive and radionuclide imagingmarkers of coronary plaque vulnerability using radiomic analysis of coronary computed tomography angiography. European Heart Journal - Cardiovascular Imaging. 2019; 20(11): 1250–1258. doi: 10.1093/ehjci/jez033</mixed-citation><mixed-citation xml:lang="en">Kolossváry M., Park J., Bang J.I., Zhang J., Lee J.M., Paeng J.C., Merkely B., Narula J., Kubo T., Akasaka T., Koo B.K., Maurovich-Horvat P. Identification of invasive and radionuclide imagingmarkers of coronary plaque vulnerability using radiomic analysis of coronary computed tomography angiography. European Heart Journal - Cardiovascular Imaging. 2019; 20(11): 1250–1258. doi: 10.1093/ehjci/jez033</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>
