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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="en"><front><journal-meta><journal-id journal-id-type="publisher-id">farmaec</journal-id><journal-title-group><journal-title xml:lang="en">FARMAKOEKONOMIKA. Modern Pharmacoeconomics and Pharmacoepidemiology</journal-title><trans-title-group xml:lang="ru"><trans-title>ФАРМАКОЭКОНОМИКА. Современная фармакоэкономика и фармакоэпидемиология</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">2070-4909</issn><issn pub-type="epub">2070-4933</issn><publisher><publisher-name>IRBIS LLC</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.17749/2070-4909/farmakoekonomika.2020.044</article-id><article-id custom-type="elpub" pub-id-type="custom">farmaec-386</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="en"><subject>ORIGINAL ARTICLES</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="ru"><subject>ОРИГИНАЛЬНЫЕ ПУБЛИКАЦИИ</subject></subj-group></article-categories><title-group><article-title>COVID-19 pandemic: protective role of vitamin D</article-title><trans-title-group xml:lang="ru"><trans-title>Пандемия COVID-19: защитные роли витамина D</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-7663-710X</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Громова</surname><given-names>О. А.</given-names></name><name name-style="western" xml:lang="en"><surname>Gromova</surname><given-names>O. A.</given-names></name></name-alternatives><bio xml:lang="ru"><p>д.м.н., профессор, в.н.с., научный руководитель Института фармакоинформатики; в.н.с.</p><p> Author ID: 94901; Scopus Author ID: 7003589812; </p><p>WoS ResearcherID: J-4946-2017. РИНЦ SPIN-код: 6317-9833</p><p>ул. Вавилова, д. 44, корп. 2, Москва 119333, Россия</p><p>Ленинские горы, д. 1, Москва 119991, Россия</p></bio><bio xml:lang="en"><p>MD, Dr Sci Med, Professor, Senior Researcher, Scientific Director; Leading Researcher, Center for Big Data Analysis, Moscow State University</p><p>Author ID: 94901; Scopus Author ID: 7003589812; </p><p>WoS ResearcherID: J-4946-2017. RSCI SPIN-code: 6317-9833 34A Kashirskoye Shosse, Moscow 115522, Russia</p><p>44-2 Vavilova Str., Moscow 119333, Russia</p></bio><email xlink:type="simple">unesco.gromova@gmail.com</email><xref ref-type="aff" rid="aff-1"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-2659-7998</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Торшин</surname><given-names>И. Ю.</given-names></name><name name-style="western" xml:lang="en"><surname>Torshin</surname><given-names>I. Yu.</given-names></name></name-alternatives><bio xml:lang="ru"><p>к.ф-м.н., к.х.н., с.н.с., Институт фармакоинформатики</p><p> Scopus Author ID: 7003300274; Author ID: 54104; </p><p>WoS ResearcherID: C-7683-2018. РИНЦ SPIN-код: 1375-1114</p><p>ул. Вавилова, д. 44, корп. 2, Москва 119333, Россия</p><p>Ленинские горы, д. 1, Москва 119991, Россия</p></bio><bio xml:lang="en"><p>MD, PhD, Senior Researcher, Federal Research Center “Informatics and Management”; Big Data Storage and Analysis Center,</p><p>Scopus Author ID: 7003300274; Author ID: 54104; </p><p>WoS ResearcherID: C-7683-2018. RSCI SPIN-code: 1375-1114 34A Kashirskoye Shosse, Moscow 115522, Russia</p><p>44-2 Vavilova Str., Moscow 119333, Russia</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>Габдулина</surname><given-names>Г. Х.</given-names></name><name name-style="western" xml:lang="en"><surname>Gabdulina</surname><given-names>G. Kh.</given-names></name></name-alternatives><bio xml:lang="ru"><p>к.м. н, профессор кафедры общей врачебной практики №1 </p><p>ул. Толе Би, д. 92, Алматы 50012, Казахстан </p></bio><bio xml:lang="en"/><xref ref-type="aff" rid="aff-2"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru">Федеральный исследовательский центр «Информатика и управление» РАН (ФИЦ ИУ РАН);&#13;
Центр хранения и анализа больших данных, Федеральное государственное бюджетное образовательное учреждение высшего образования «Московский государственный университет имени М. В. Ломоносова»<country>Россия</country></aff><aff xml:lang="en">V.A. Nasonov Research Institute of Rheumatology;&#13;
Federal Research Center “Informatics and Management of the Russian Academy of Sciences“<country>Russian Federation</country></aff></aff-alternatives><aff-alternatives id="aff-2"><aff xml:lang="ru">НАО «Казахский национальный медицинский университет им. С. Д. Асфендиярова»<country>Казахстан</country></aff><aff xml:lang="en">Kazakh National Medical University named after S. D. Asfendiyarova<country>Kazakhstan</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2020</year></pub-date><pub-date pub-type="epub"><day>08</day><month>08</month><year>2020</year></pub-date><volume>13</volume><issue>2</issue><fpage>132</fpage><lpage>145</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Gromova O.A., Torshin I.Y., Gabdulina G.K., 2020</copyright-statement><copyright-year>2020</copyright-year><copyright-holder xml:lang="ru">Громова О.А., Торшин И.Ю., Габдулина Г.Х.</copyright-holder><copyright-holder xml:lang="en">Gromova O.A., Torshin I.Y., Gabdulina G.K.</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.pharmacoeconomics.ru/jour/article/view/386">https://www.pharmacoeconomics.ru/jour/article/view/386</self-uri><abstract><sec><title>Introduction</title><p>Introduction. The COVID-19 pandemic revealed the vulnerability of the general population to this infectious disease, which is determined by the lack of immunity to the new SARS-CoV-2 coronavirus and is characterized by cytokine storm in severe cases. One of the most important reasons for this vulnerability is a high occurrence rate of micronutrient deficiencies, and above all, vitamin D deficiency.</p></sec><sec><title>Aim</title><p>Aim. To systematize the available data on the role of vitamin D in the prevention of COVID-19 infection.</p></sec><sec><title>Materials and methods</title><p>Materials and methods. Systematic computer analysis of the entire array of available scientific publications on coronaviruses (21,300 publications in PUBMED and preprint repositories, including 7,500 publications on COVID-19 and SARS-CoV-2) was performed. The methods of topological and metric data analysis were used. About 50 most informative sections were identified that were mainly associated with COVID-19 / SARS-CoV-2. The analysis of the obtained “map” of molecular pathophysiology of COVID-19 was performed.</p></sec><sec><title>Results</title><p>Results. Vitamin D activates the expression of many genes involved in supporting the immunity against coronaviruses and other singlestranded RNA viruses (interferon-dependent protection). The results of the systematic analysis of the publications on coronavirus showed that vitamin D is important for attenuating the effects of the cytokine storm and compensating for chronic comorbid pathologies.</p></sec><sec><title>Conclusion</title><p>Conclusion. The compensation for vitamin D deficiency is an essential component of COVID-19 prevention. This tactics of prevention is less costly than managing patients with severe forms of COVID-19 and can help save public healthcare resources.  </p></sec></abstract><trans-abstract xml:lang="ru"><sec><title>Введение</title><p>Введение. Пандемия COVID-19 выявила уязвимость широких слоев населения к этому инфекционному заболеванию, определяющуюся отсутствием иммунитета к новому коронавирусу SARS-CoV-2 и цитокиновым штормом при тяжелом течении. Одной из важнейших причин этой уязвимости является широчайшее распространение микронутриентных дефицитов и, прежде всего, дефицита витамина D.</p></sec><sec><title>Цель</title><p>Цель. Систематизировать доступные данные о роли витамина D в профилактике инфекции COVID-19.</p></sec><sec><title>Материалы и методы</title><p>Материалы и методы. Систематический компьютерный анализ всего массива публикаций имеющейся научной литературы по коронавирусам (21300 публикаций в PUBMED и репозиториям препринтов, в т.ч. 7500 публикаций по COVID-19 и SARS-CoV-2). Использованы методы  топологического и метрического анализа данных. Выделены около 50 наиболее информативных рубрик, ассоциированных преимущественно с COVID-19/SARS-CoV-2. Выполнен анализ полученной  «карты» молекулярной патофизиологии COVID-19.</p></sec><sec><title>Результаты</title><p>Результаты. Витамин D активирует экспрессию многих генов, вовлеченных в поддержку  иммунитета против коронавирусов и других одноцепочечных РНК-вирусов (интерферон-зависимая защита). Результаты систематического анализа текстов публикаций по коронавирусам показали, что витамин D важен для ослабления эффектов цитокинового шторма и для компенсации хронических коморбидных патологий.</p></sec><sec><title>Заключение</title><p>Заключение. Таким образом, компенсация недостаточности витамина D – необходимая  составляющая профилактики COVID-19. Оказываясь менее затратной, чем ведение пациентов с тяжелым течением COVID-19, данная тактика может способствовать экономии ресурсов здравоохранения. </p></sec></trans-abstract><kwd-group xml:lang="ru"><kwd>COVID-19</kwd><kwd>РНК-вирусы</kwd><kwd>микронутриенты</kwd><kwd>холекальциферол</kwd><kwd>Аквадетрим</kwd><kwd>Спрейдетрим</kwd></kwd-group><kwd-group xml:lang="en"><kwd>COVID-19</kwd><kwd>RNA viruses</kwd><kwd>micronutrients</kwd><kwd>cholecalciferol</kwd><kwd>Aquadetrim</kwd><kwd>Spraydetrim</kwd></kwd-group><funding-group xml:lang="ru"><funding-statement>Работа выполнена по грантам РФФИ № 19-07-00356 и 18-07-00944.</funding-statement></funding-group><funding-group xml:lang="en"><funding-statement>The study was funded by the RFBR grants 19-07-00356, 18-07-00944.</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">Torshin I. Yu., Rudakov K.V. 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