<?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">diaendo</journal-id><journal-title-group><journal-title xml:lang="ru">Сахарный диабет</journal-title><trans-title-group xml:lang="en"><trans-title>Diabetes mellitus</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">2072-0351</issn><issn pub-type="epub">2072-0378</issn><publisher><publisher-name>Endocrinology research centre</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.14341/DM13316</article-id><article-id custom-type="elpub" pub-id-type="custom">diaendo-13316</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</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="en"><subject>Original Studies</subject></subj-group></article-categories><title-group><article-title>Транскрипционные особенности аутоиммунного сахарного диабета: дифференциальная экспрессия генов в CD4+ и CD8+ субпопуляциях Т-клеток крови</article-title><trans-title-group xml:lang="en"><trans-title>Transcriptional features of autoimmune diabetes: differentially expressed genes in CD4+ and CD8+ subpopulations of blood T cells</trans-title></trans-title-group></title-group><contrib-group><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-0935-9004</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Голодников</surname><given-names>И. И.</given-names></name><name name-style="western" xml:lang="en"><surname>Golodnikov</surname><given-names>I. I.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Голодников Иван Иванович, аспирант </p><p>117036 Москва, ул. Дм. Ульянова, д. 11 </p><p>ResearcherID: AAJ-8843-2021;</p><p>Scopus Author ID: 57208628509</p></bio><bio xml:lang="en"><p>Ivan I. Golodnikov, PhD student</p><p>11 Dm. Ulyanova street, 117036 Moscow</p><p>ResearcherID: AAJ-8843-2021;</p><p>Scopus Author ID: 57208628509</p></bio><email xlink:type="simple">golodnikov.ivan@endocrincentr.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/0009-0002-4275-847X</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Подшивалова</surname><given-names>Е. С.</given-names></name><name name-style="western" xml:lang="en"><surname>Podshivalova</surname><given-names>E. S.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Подшивалова Елизавета Сергеевна</p><p>Москва</p><p>ResearcherID: ISB-5640-2023;</p><p>Scopus Author ID: 57214441739</p></bio><bio xml:lang="en"><p>Elizaveta S. Podshivalova</p><p>Moscow</p><p>ResearcherID: ISB-5640-2023;</p><p>Scopus Author ID: 57214441739</p></bio><email xlink:type="simple">lia.pod@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/0000-0001-8489-9954</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Чечехин</surname><given-names>В. И.</given-names></name><name name-style="western" xml:lang="en"><surname>Chechekhin</surname><given-names>V. I.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Чечехин Вадим Игоревич, к.м.н. </p><p>Москва</p><p>ResearcherID: AAN-6190-2020;</p><p>Scopus Author ID: 57204779390</p></bio><bio xml:lang="en"><p>Vadim I. Chechekhin, MD, PhD</p><p>Moscow</p><p>ResearcherID: AAN-6190-2020</p></bio><email xlink:type="simple">vadimchex97@gmail.com</email><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-5979-7411</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Зубрицкий</surname><given-names>А. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Zubritsky</surname><given-names>A. V.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Зубрицкий Анатолий Валерьевич</p><p>Москва</p><p>Scopus Author ID: 57202420882</p></bio><bio xml:lang="en"><p>Anatoliy A. Zubritskiy</p><p>Moscow</p><p>Scopus Author ID: 57202420882</p></bio><email xlink:type="simple">a.zubrit@gmail.com</email><xref ref-type="aff" rid="aff-3"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0009-0005-9875-4541</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Матросова</surname><given-names>А. А.</given-names></name><name name-style="western" xml:lang="en"><surname>Matrosova</surname><given-names>A. A.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Матросова Алина Антоновна </p><p>Москва</p></bio><bio xml:lang="en"><p>Alina A. Matrosova</p><p>Moscow</p></bio><email xlink:type="simple">matrosova.alina@endocrincentr.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/0000-0002-2541-3747</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Дворяньчиков</surname><given-names>Я. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Dvoryanchikov</surname><given-names>Y. V.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Дворяньчиков Ярослав Владимирович </p><p>Москва</p></bio><bio xml:lang="en"><p>Yaroslav V. Dvoryanchikov</p><p>Moscow</p></bio><email xlink:type="simple">yaroslav.dvoryanchikov@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/0000-0003-2852-807X</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Самсонова</surname><given-names>М. Д.</given-names></name><name name-style="western" xml:lang="en"><surname>Samsonova</surname><given-names>M. D.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Самсонова Маргарита Денисовна </p><p>Москва</p></bio><bio xml:lang="en"><p>Margarita D. Samsonova</p><p>Moscow</p></bio><email xlink:type="simple">samsonovamag@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/0009-0000-9301-8848</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Маркелова</surname><given-names>Е. К.</given-names></name><name name-style="western" xml:lang="en"><surname>Markelova</surname><given-names>E. K.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Маркелова Екатерина Константиновна </p><p>Москва</p></bio><bio xml:lang="en"><p>Ekaterina K. Markelova</p><p>Moscow</p></bio><email xlink:type="simple">markelova98@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/0000-0002-7587-1666</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Медведева</surname><given-names>Ю. А.</given-names></name><name name-style="western" xml:lang="en"><surname>Medvedeva</surname><given-names>Y. A.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Медведева Юлия Анатольевна, к.б.н. </p><p>Москва</p></bio><bio xml:lang="en"><p>Yulia A. Medvedeva, PhD in Biology</p><p>Moscow</p></bio><email xlink:type="simple">ju.medvedeva@gmail.com</email><xref ref-type="aff" rid="aff-3"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-5656-2596</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Никонова</surname><given-names>Т. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Nikonova</surname><given-names>T. V.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Никонова Татьяна Васильевна, д.м.н. </p><p>Москва</p></bio><bio xml:lang="en"><p>Tatiana V. Nikonova, MD, PhD</p><p>Moscow</p></bio><email xlink:type="simple">tatiana_nikonova@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/0000-0003-2122-2297</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Бондаренко</surname><given-names>Е. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Bondarenko</surname><given-names>E. V.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Бондаренко Екатерина Владимировна, к.м.н. </p><p>Москва</p></bio><bio xml:lang="en"><p>Ekaterina V. Bondarenko, PhD</p><p>Moscow</p></bio><email xlink:type="simple">ekaterinabondarenko@inbox.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/0000-0003-1172-3557</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Попов</surname><given-names>С. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Popov</surname><given-names>S. V.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Попов Сергей Владимирович, к.б.н. </p><p>Москва</p></bio><bio xml:lang="en"><p>Sergey V. Popov, PhD in Biology</p><p>Moscow</p></bio><email xlink:type="simple">swpopov73@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/0000-0002-7045-8215</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Минниахметов</surname><given-names>И. Р.</given-names></name><name name-style="western" xml:lang="en"><surname>Minniakhmetov</surname><given-names>I. R.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Минниахметов Илдар Рамилевич, к.б.н. </p><p>Москва</p></bio><bio xml:lang="en"><p>Ildar R. Minniakhmetov, PhD in Biology</p><p>Moscow</p></bio><email xlink:type="simple">minniakhmetov@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/0000-0002-5057-127X</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Шестакова</surname><given-names>М. В.</given-names></name><name name-style="western" xml:lang="en"><surname>Shestakova</surname><given-names>M. V.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Шестакова Марина Владимировна, д.м.н., профессор, академик РАН </p><p>Москва</p><p>ResearcherID: D-9123-2012;</p><p>Scopus Author ID: 7004195530</p></bio><bio xml:lang="en"><p>Marina V. Shestakova, MD, PhD, Professor</p><p>Moscow</p><p>ResearcherID: D-9123-2012;</p><p>Scopus Author ID: 7004195530</p></bio><email xlink:type="simple">shestakova.mv@gmail.com</email><xref ref-type="aff" rid="aff-1"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru"><institution>ГНЦ РФ ФГБУ «Национальный медицинский исследовательский центр эндокринологии»</institution><country>Россия</country></aff><aff xml:lang="en"><institution>Endocrinology Research Centre</institution><country>Russian Federation</country></aff></aff-alternatives><aff-alternatives id="aff-2"><aff xml:lang="ru"><institution>ГНЦ РФ ФГБУ «Национальный медицинский исследовательский центр эндокринологии»; Московский государственный университет имени М.В. Ломоносова</institution><country>Россия</country></aff><aff xml:lang="en"><institution>Endocrinology Research Centre;&#13;
Lomonosov Moscow State University</institution><country>Russian Federation</country></aff></aff-alternatives><aff-alternatives id="aff-3"><aff xml:lang="ru"><institution>Федеральный исследовательский центр «Фундаментальные основы биотехнологии» Российской академии наук</institution><country>Россия</country></aff><aff xml:lang="en"><institution>Federal Research Centre «Fundamentals of Biotechnology» of the 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>23</day><month>05</month><year>2025</year></pub-date><volume>28</volume><issue>2</issue><fpage>124</fpage><lpage>135</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Голодников И.И., Подшивалова Е.С., Чечехин В.И., Зубрицкий А.В., Матросова А.А., Дворяньчиков Я.В., Самсонова М.Д., Маркелова Е.К., Медведева Ю.А., Никонова Т.В., Бондаренко Е.В., Попов С.В., Минниахметов И.Р., Шестакова М.В., 2025</copyright-statement><copyright-year>2025</copyright-year><copyright-holder xml:lang="ru">Голодников И.И., Подшивалова Е.С., Чечехин В.И., Зубрицкий А.В., Матросова А.А., Дворяньчиков Я.В., Самсонова М.Д., Маркелова Е.К., Медведева Ю.А., Никонова Т.В., Бондаренко Е.В., Попов С.В., Минниахметов И.Р., Шестакова М.В.</copyright-holder><copyright-holder xml:lang="en">Golodnikov I.I., Podshivalova E.S., Chechekhin V.I., Zubritsky A.V., Matrosova A.A., Dvoryanchikov Y.V., Samsonova M.D., Markelova E.K., Medvedeva Y.A., Nikonova T.V., Bondarenko E.V., Popov S.V., Minniakhmetov I.R., Shestakova M.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.dia-endojournals.ru/jour/article/view/13316">https://www.dia-endojournals.ru/jour/article/view/13316</self-uri><abstract><sec><title>ОБОСНОВАНИЕ</title><p>ОБОСНОВАНИЕ. Латентный аутоиммунный диабет взрослых (LADA, latent autoimmune diabetes mellitus in adults) рассматривается как промежуточная форма между сахарным диабетом 1 типа (СД1) и 2 типа (СД2), однако молекулярные механизмы, объясняющие его уникальные клинико-патогенетические особенности, остаются недостаточно изученными. Определение дифференциально экспрессируемых генов (ДЭГ) при LADA в сравнении с СД1 необходимо для разработки более персонифицированных подходов к диагностике и терапии.</p></sec><sec><title>ЦЕЛЬ</title><p>ЦЕЛЬ. Определить ДЭГ в периферических мононуклеарах крови у пациентов с LADA по сравнению с СД1, а также оценить отличия этих двух групп от здоровых добровольцев.</p></sec><sec><title>МАТЕРИАЛЫ И МЕТОДЫ</title><p>МАТЕРИАЛЫ И МЕТОДЫ. В исследование включены 60 человек (23 пациента с СД1 длительностью до 1 года, 15 пациентов с LADA длительностью до 5 лет и 22 здоровых добровольца). Средний возраст пациентов с LADA составил 40 [34; 45] лет, с СД1 — 26 [21; 31] лет. Дизайн — одномоментное наблюдательное одноцентровое исследование. У всех участников выделяли периферические мононуклеары крови и выполняли секвенирование РНК одиночных клеток (scRNA-seq). Дифференциальный анализ экспрессии генов проводили с использованием «псевдобалкового» подхода (pyDEseq2, p&lt;0,05 с поправкой на множественные сравнения, |log2FoldChange|≥0,5). Статистический анализ осуществляли с применением непараметрических критериев (Краскела–Уоллиса, Манна–Уитни).</p></sec><sec><title>РЕЗУЛЬТАТЫ</title><p>РЕЗУЛЬТАТЫ. У пациентов с LADA выявлено снижение экспрессии HLA-G, SPARC и C20orf204 и повышение AC002460.2 по сравнению со здоровыми добровольцами (p&lt;0,05) в CD4+ наивных Т-клетках. В группе СД1 основные отличия касались CD4+ T клеток центральной памяти (IFIT1, CASP3, LAMP3, HIST1H2BN). При сравнении LADA и СД1 статистически значимо различался только один ген (C20orf204, p&lt;0,05) в CD4+ наивных Т-клетках.</p></sec><sec><title>ЗАКЛЮЧЕНИЕ</title><p>ЗАКЛЮЧЕНИЕ. Полученные данные свидетельствуют о близости молекулярно-генетических паттернов LADA и СД1. У пациентов с LADA наблюдаются умеренные изменения в экспрессии ряда генов, связанных с иммунной регуляцией и воспалением. Минимальные различия между этими формами СД подчеркивают сходство патогенеза.</p></sec></abstract><trans-abstract xml:lang="en"><sec><title>BACKGROUND</title><p>BACKGROUND: Latent autoimmune diabetes in adults (LADA) is considered an intermediate form between type 1 (T1DM) and type 2 diabetes mellitus (T2DM). However, the molecular mechanisms underlying its unique clinical and pathogenetic features remain insufficiently studied. Identifying differentially expressed genes (DEGs) in LADA compared to T1DM is essential for developing more personalized diagnostic and therapeutic approaches.</p></sec><sec><title>OBJECTIVE</title><p>OBJECTIVE: To identify DEGs in peripheral blood mononuclear cells (PBMCs) of patients with LADA compared to those with T1DM, and to evaluate differences in DEGs between these patient groups and healthy volunteers.</p></sec><sec><title>MATERIALS AND METHODS</title><p>MATERIALS AND METHODS: The study included 60 participants (23 T1DM patients with disease duration of up to 1 year, 15 LADA patients with disease duration of up to 5 years, and 22 healthy volunteers). The median age of LADA patients was 40 [34; 45] years, and for T1DM patients, 26 [21; 31] years. This was a single-center, cross-sectional observational study. PBMCs were isolated from all participants, and single-cell RNA sequencing (scRNA-seq) was performed. Differential gene expression analysis was conducted using a pseudo-bulk approach (pyDEseq2, p&lt;0.05 adjusted for multiple comparisons, |log2FoldChange| ≥0.5). Statistical analyses employed nonparametric tests (Kruskal–Wallis, Mann–Whitney).</p></sec><sec><title>RESULTS</title><p>RESULTS: In LADA patients, reduced expression of HLA-G, SPARC, and C20orf204 and increased expression of AC002460.2 were observed compared to healthy volunteers (p&lt;0.05) in CD4+ Naive T-cells. In the T1DM group, the most significant differences were identified in CD4+ Central memory T-cells (IFIT1, CASP3, LAMP3, HIST1H2BN). When comparing LADA to T1DM, only one transcript, C20orf204, showed statistically significant differential expression (p&lt;0.05) in CD4+ Naive T-cells.</p></sec><sec><title>CONCLUSION</title><p>CONCLUSION: The findings indicate that LADA and T1DM share similar molecular patterns, with LADA exhibiting moderate changes in the expression of genes associated with immune regulation and inflammation. The minimal differences between these forms of diabetes highlight their pathogenetic similarity.</p></sec></trans-abstract><kwd-group xml:lang="ru"><kwd>сахарный диабет 1 типа</kwd><kwd>латентный аутоиммунный диабет взрослых</kwd><kwd>профилирование экспрессии генов</kwd><kwd>РНК-секвенирование одиночных клеток</kwd><kwd>CD4-позитивные Т-лимфоциты</kwd><kwd>CD8-позитивные Т-лимфоциты</kwd><kwd>аутоиммунный процесс</kwd></kwd-group><kwd-group xml:lang="en"><kwd>diabetes mellitus</kwd><kwd>type 1</kwd><kwd>latent autoimmune diabetes in adults</kwd><kwd>gene expression profiling</kwd><kwd>single cell RNA sequencing</kwd><kwd>CD4-positive t-lymphocytes</kwd><kwd>CD8-positive t-lymphocytes</kwd><kwd>autoimmunity</kwd></kwd-group><funding-group><funding-statement xml:lang="ru">Исследование выполнено в рамках гранта «КНП № 075-15-2024-645 от 12 июля 2024 г.»</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">Ravikumar V, Ahmed A, Anjankar A. A Review on Latent Autoimmune Diabetes in Adults. Cureus. 2023;15(10):e47915. doi: https://doi.org/10.7759/cureus.47915</mixed-citation><mixed-citation xml:lang="en">Ravikumar V, Ahmed A, Anjankar A. A Review on Latent Autoimmune Diabetes in Adults. Cureus. 2023;15(10):e47915. doi: https://doi.org/10.7759/cureus.47915</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Смирнова О.М., Кононенко И.В., Дедов И.И. Гетерогенность сахарного диабета. Аутоиммунный латентный сахарный диабет у взрослых (LADA): определение, распространенность, клинические особенности, диагностика, принципы лечения. // Сахарный диабет. — 2008. — Т. 11. — № 4. — С. 18-23. doi: https://doi.org/10.14341/2072-0351-5583</mixed-citation><mixed-citation xml:lang="en">Smirnova OM, Kononenko IV, Dedov II. Geterogennost’ sakharnogo diabeta. Autoimmunnyy latentnyy sakharnyy diabet u vzroslykh (LADA): opredelenie, rasprostranennost’, klinicheskie osobennosti, diagnostika, printsipy lecheniya. Diabetes mellitus. 2008;11(4):18-23. (In Russ.) doi: https://doi.org/10.14341/2072-0351-5583</mixed-citation></citation-alternatives></ref><ref id="cit3"><label>3</label><citation-alternatives><mixed-citation xml:lang="ru">Mussa BM, Venkatachalam T, Srivastava A, et al. Identification of novel differentially expressed genes in type 1 diabetes mellitus complications using transcriptomic profiling of UAE patients: a multicenter study. Sci Rep. 2022;12(1):16316. doi: https://doi.org/10.1038/s41598-022-18997-w</mixed-citation><mixed-citation xml:lang="en">Mussa BM, Venkatachalam T, Srivastava A, et al. Identification of novel differentially expressed genes in type 1 diabetes mellitus complications using transcriptomic profiling of UAE patients: a multicenter study. Sci Rep. 2022;12(1):16316. doi: https://doi.org/10.1038/s41598-022-18997-w</mixed-citation></citation-alternatives></ref><ref id="cit4"><label>4</label><citation-alternatives><mixed-citation xml:lang="ru">Adewumi OO, Taiwo IA, Oladele EO. In-silico identification of differentially expressed genes in type 1 diabetes mellitus. Biokemistri, 2021;33(3):215-226</mixed-citation><mixed-citation xml:lang="en">Adewumi OO, Taiwo IA, Oladele EO. In-silico identification of differentially expressed genes in type 1 diabetes mellitus. Biokemistri, 2021;33(3):215-226</mixed-citation></citation-alternatives></ref><ref id="cit5"><label>5</label><citation-alternatives><mixed-citation xml:lang="ru">Release Notes for Cell Ranger. v7.1.0 Release Notes. 2022. 10X Genomics. [доступ от 20.01.2025]. Доступ по ссылке https://www.10xgenomics.com/support/software/cell-ranger/latest/release-notes/cr-release-notes</mixed-citation><mixed-citation xml:lang="en">Release Notes for Cell Ranger. v7.1.0 Release Notes. 2022. 10X Genomics. [доступ от 20.01.2025]. Доступ по ссылке https://www.10xgenomics.com/support/software/cell-ranger/latest/release-notes/cr-release-notes</mixed-citation></citation-alternatives></ref><ref id="cit6"><label>6</label><citation-alternatives><mixed-citation xml:lang="ru">Young MD, Behjati S. SoupX removes ambient RNA contamination from droplet-based single-cell RNA sequencing data. Gigascience. 2020;9(12):giaa151. doi: https://doi.org/10.1093/gigascience/giaa151</mixed-citation><mixed-citation xml:lang="en">Young MD, Behjati S. SoupX removes ambient RNA contamination from droplet-based single-cell RNA sequencing data. Gigascience. 2020;9(12):giaa151. doi: https://doi.org/10.1093/gigascience/giaa151</mixed-citation></citation-alternatives></ref><ref id="cit7"><label>7</label><citation-alternatives><mixed-citation xml:lang="ru">Germain PL, Lun A, Garcia Meixide C, et al. Doublet identification in single-cell sequencing data using scDblFinder. F1000Res. 2021;10:979. doi: https://doi.org/10.12688/f1000research.73600.2</mixed-citation><mixed-citation xml:lang="en">Germain PL, Lun A, Garcia Meixide C, et al. Doublet identification in single-cell sequencing data using scDblFinder. F1000Res. 2021;10:979. doi: https://doi.org/10.12688/f1000research.73600.2</mixed-citation></citation-alternatives></ref><ref id="cit8"><label>8</label><citation-alternatives><mixed-citation xml:lang="ru">Hu C, Li T, Xu Y, et al. CellMarker 2.0: an updated database of manually curated cell markers in human/mouse and web tools based on scRNA-seq data. Nucleic Acids Res. 2023;51(D1):D870-D876. doi: https://doi.org/10.1093/nar/gkac947</mixed-citation><mixed-citation xml:lang="en">Hu C, Li T, Xu Y, et al. CellMarker 2.0: an updated database of manually curated cell markers in human/mouse and web tools based on scRNA-seq data. Nucleic Acids Res. 2023;51(D1):D870-D876. doi: https://doi.org/10.1093/nar/gkac947</mixed-citation></citation-alternatives></ref><ref id="cit9"><label>9</label><citation-alternatives><mixed-citation xml:lang="ru">Franzén O, Gan LM, Björkegren JLM. PanglaoDB: a web server for exploration of mouse and human single-cell RNA sequencing data. Database (Oxford). 2019;2019:baz046. doi: https://doi.org/10.1093/database/baz046</mixed-citation><mixed-citation xml:lang="en">Franzén O, Gan LM, Björkegren JLM. PanglaoDB: a web server for exploration of mouse and human single-cell RNA sequencing data. Database (Oxford). 2019;2019:baz046. doi: https://doi.org/10.1093/database/baz046</mixed-citation></citation-alternatives></ref><ref id="cit10"><label>10</label><citation-alternatives><mixed-citation xml:lang="ru">Stelzer G, Rosen N, Plaschkes I, et al. The GeneCards Suite: From Gene Data Mining to Disease Genome Sequence Analyses. Curr Protoc Bioinforma. 2016;54(1). doi: https://doi.org/10.1002/cpbi.5</mixed-citation><mixed-citation xml:lang="en">Stelzer G, Rosen N, Plaschkes I, et al. The GeneCards Suite: From Gene Data Mining to Disease Genome Sequence Analyses. Curr Protoc Bioinforma. 2016;54(1). doi: https://doi.org/10.1002/cpbi.5</mixed-citation></citation-alternatives></ref><ref id="cit11"><label>11</label><citation-alternatives><mixed-citation xml:lang="ru">Chechekhina E, Tkachuk V, Chechekhin V. scParadise: Tunable highly accurate multi-task cell type annotation and surface protein abundance prediction. bioRxiv. 2024:1-18. doi: https://doi.org/10.1101/2024.09.23.614509</mixed-citation><mixed-citation xml:lang="en">Chechekhina E, Tkachuk V, Chechekhin V. scParadise: Tunable highly accurate multi-task cell type annotation and surface protein abundance prediction. bioRxiv. 2024:1-18. doi: https://doi.org/10.1101/2024.09.23.614509</mixed-citation></citation-alternatives></ref><ref id="cit12"><label>12</label><citation-alternatives><mixed-citation xml:lang="ru">Butler A, et al. Azimuth: A shiny app demonstrating a query-reference mapping algorithm for single-cell data. 2021. Github. [доступ от 20.01.2025]. Доступ по ссылке: https://github.com/satijalab/azimuth</mixed-citation><mixed-citation xml:lang="en">Butler A, et al. Azimuth: A shiny app demonstrating a query-reference mapping algorithm for single-cell data. 2021. Github. [доступ от 20.01.2025]. Доступ по ссылке: https://github.com/satijalab/azimuth</mixed-citation></citation-alternatives></ref><ref id="cit13"><label>13</label><citation-alternatives><mixed-citation xml:lang="ru">Tatti P, Pavandeep S. Gender Difference in Type 1 Diabetes: An Underevaluated Dimension of the Disease. Diabetology. 2022; 3(2):364-368. doi: https://doi.org/10.3390/diabetology3020027</mixed-citation><mixed-citation xml:lang="en">Tatti P, Pavandeep S. Gender Difference in Type 1 Diabetes: An Underevaluated Dimension of the Disease. Diabetology. 2022; 3(2):364-368. doi: https://doi.org/10.3390/diabetology3020027</mixed-citation></citation-alternatives></ref><ref id="cit14"><label>14</label><citation-alternatives><mixed-citation xml:lang="ru">Carosella ED, Favier B, Rouas-Freiss N, Moreau P, Lemaoult J. Beyond the increasing complexity of the immunomodulatory HLA-G molecule. Blood. 2008;111(10):4862-4870. doi: https://doi.org/10.1182/blood-2007-12-127662</mixed-citation><mixed-citation xml:lang="en">Carosella ED, Favier B, Rouas-Freiss N, Moreau P, Lemaoult J. Beyond the increasing complexity of the immunomodulatory HLA-G molecule. Blood. 2008;111(10):4862-4870. doi: https://doi.org/10.1182/blood-2007-12-127662</mixed-citation></citation-alternatives></ref><ref id="cit15"><label>15</label><citation-alternatives><mixed-citation xml:lang="ru">Alegre E, Díaz-Lagares A, Lemaoult J, et al. Maternal antigen presenting cells are a source of plasmatic HLA-G during pregnancy: longitudinal study during pregnancy. Hum Immunol. 2007;68(8):661-667. doi: https://doi.org/10.1016/j.humimm.2007.04.007</mixed-citation><mixed-citation xml:lang="en">Alegre E, Díaz-Lagares A, Lemaoult J, et al. Maternal antigen presenting cells are a source of plasmatic HLA-G during pregnancy: longitudinal study during pregnancy. Hum Immunol. 2007;68(8):661-667. doi: https://doi.org/10.1016/j.humimm.2007.04.007</mixed-citation></citation-alternatives></ref><ref id="cit16"><label>16</label><citation-alternatives><mixed-citation xml:lang="ru">Ham SM, Song MJ, Yoon HS, et al. SPARC Is Highly Expressed in Young Skin and Promotes Extracellular Matrix Integrity in Fibroblasts via the TGF-β Signaling Pathway. Int J Mol Sci. 2023;24(15):12179. doi: https://doi.org/10.3390/ijms241512179</mixed-citation><mixed-citation xml:lang="en">Ham SM, Song MJ, Yoon HS, et al. SPARC Is Highly Expressed in Young Skin and Promotes Extracellular Matrix Integrity in Fibroblasts via the TGF-β Signaling Pathway. Int J Mol Sci. 2023;24(15):12179. doi: https://doi.org/10.3390/ijms241512179</mixed-citation></citation-alternatives></ref><ref id="cit17"><label>17</label><citation-alternatives><mixed-citation xml:lang="ru">Jandeleit-Dahm K, Rumble J, Cox AJ, et al. SPARC gene expression is increased in diabetes-related mesenteric vascular hypertrophy. Microvasc Res. 2000;59(1):61-71. doi: https://doi.org/10.1006/mvre.1999.2189</mixed-citation><mixed-citation xml:lang="en">Jandeleit-Dahm K, Rumble J, Cox AJ, et al. SPARC gene expression is increased in diabetes-related mesenteric vascular hypertrophy. Microvasc Res. 2000;59(1):61-71. doi: https://doi.org/10.1006/mvre.1999.2189</mixed-citation></citation-alternatives></ref><ref id="cit18"><label>18</label><citation-alternatives><mixed-citation xml:lang="ru">Xu L, Ping F, Yin J, et al. Elevated plasma SPARC levels are associated with insulin resistance, dyslipidemia, and inflammation in gestational diabetes mellitus. PLoS One. 2013;8(12):e81615. doi: https://doi.org/10.1371/journal.pone.0081615</mixed-citation><mixed-citation xml:lang="en">Xu L, Ping F, Yin J, et al. Elevated plasma SPARC levels are associated with insulin resistance, dyslipidemia, and inflammation in gestational diabetes mellitus. PLoS One. 2013;8(12):e81615. doi: https://doi.org/10.1371/journal.pone.0081615</mixed-citation></citation-alternatives></ref><ref id="cit19"><label>19</label><citation-alternatives><mixed-citation xml:lang="ru">Burbano De Lara S, Tran DDH, Allister AB, et al. C20orf204, a hepatocellular carcinoma-specific protein interacts with nucleolin and promotes cell proliferation. Oncogenesis 2021;10(3):31. doi: https://doi.org/10.1038/s41389-021-00320-3</mixed-citation><mixed-citation xml:lang="en">Burbano De Lara S, Tran DDH, Allister AB, et al. C20orf204, a hepatocellular carcinoma-specific protein interacts with nucleolin and promotes cell proliferation. Oncogenesis 2021;10(3):31. doi: https://doi.org/10.1038/s41389-021-00320-3</mixed-citation></citation-alternatives></ref><ref id="cit20"><label>20</label><citation-alternatives><mixed-citation xml:lang="ru">Atianand MK, Caffrey DR, Fitzgerald KA. Immunobiology of Long Noncoding RNAs. Annu Rev Immunol. 2017;35:177-198. doi: https://doi.org/10.1146/annurev-immunol-041015-055459</mixed-citation><mixed-citation xml:lang="en">Atianand MK, Caffrey DR, Fitzgerald KA. Immunobiology of Long Noncoding RNAs. Annu Rev Immunol. 2017;35:177-198. doi: https://doi.org/10.1146/annurev-immunol-041015-055459</mixed-citation></citation-alternatives></ref><ref id="cit21"><label>21</label><citation-alternatives><mixed-citation xml:lang="ru">Bannister AJ, Kouzarides T. Regulation of chromatin by histone modifications. Cell Res. 2011;21(3):381-395. doi: https://doi.org/10.1038/cr.2011.22</mixed-citation><mixed-citation xml:lang="en">Bannister AJ, Kouzarides T. Regulation of chromatin by histone modifications. Cell Res. 2011;21(3):381-395. doi: https://doi.org/10.1038/cr.2011.22</mixed-citation></citation-alternatives></ref><ref id="cit22"><label>22</label><citation-alternatives><mixed-citation xml:lang="ru">NCBI AceView. Homo sapiens gene HIST1H2BN, encoding histone cluster 1, H2bn. [доступ от: 21.01.2025]; Доступно по ссылке: https://www.ncbi.nlm.nih.gov/IEB/Research/Acembly/av.cgi?db=human&amp;c=Gene&amp;l=HIST1H2BN.</mixed-citation><mixed-citation xml:lang="en">NCBI AceView. Homo sapiens gene HIST1H2BN, encoding histone cluster 1, H2bn. [доступ от: 21.01.2025]; Доступно по ссылке: https://www.ncbi.nlm.nih.gov/IEB/Research/Acembly/av.cgi?db=human&amp;c=Gene&amp;l=HIST1H2BN.</mixed-citation></citation-alternatives></ref><ref id="cit23"><label>23</label><citation-alternatives><mixed-citation xml:lang="ru">Tang YL, Dong XY, Zeng ZG, Feng Z. Gene expression-based analysis identified NTNG1 and HGF as biomarkers for diabetic kidney disease. Medicine (Baltimore). 2020;99(1):e18596. doi: https://doi.org/10.1097/MD.0000000000018596</mixed-citation><mixed-citation xml:lang="en">Tang YL, Dong XY, Zeng ZG, Feng Z. Gene expression-based analysis identified NTNG1 and HGF as biomarkers for diabetic kidney disease. Medicine (Baltimore). 2020;99(1):e18596. doi: https://doi.org/10.1097/MD.0000000000018596</mixed-citation></citation-alternatives></ref><ref id="cit24"><label>24</label><citation-alternatives><mixed-citation xml:lang="ru">Pidugu VK, Pidugu HB, Wu MM, et al. Emerging Functions of Human IFIT Proteins in Cancer. Front Mol Biosci. 2019;6:148. doi: https://doi.org/10.3389/fmolb.2019.00148</mixed-citation><mixed-citation xml:lang="en">Pidugu VK, Pidugu HB, Wu MM, et al. Emerging Functions of Human IFIT Proteins in Cancer. Front Mol Biosci. 2019;6:148. doi: https://doi.org/10.3389/fmolb.2019.00148</mixed-citation></citation-alternatives></ref><ref id="cit25"><label>25</label><citation-alternatives><mixed-citation xml:lang="ru">Ivashkiv LB, Donlin LT. Regulation of type I interferon responses. Nat Rev Immunol. 2014;14(1):36-49. doi: https://doi.org/10.1038/nri3581</mixed-citation><mixed-citation xml:lang="en">Ivashkiv LB, Donlin LT. Regulation of type I interferon responses. Nat Rev Immunol. 2014;14(1):36-49. doi: https://doi.org/10.1038/nri3581</mixed-citation></citation-alternatives></ref><ref id="cit26"><label>26</label><citation-alternatives><mixed-citation xml:lang="ru">Marro BS, Ware BC, Zak J, et al. Progression of type 1 diabetes from the prediabetic stage is controlled by interferon-α signaling. Proc Natl Acad Sci U S A. 2017;114(14):3708-3713. doi: https://doi.org/10.1073/pnas.1700878114</mixed-citation><mixed-citation xml:lang="en">Marro BS, Ware BC, Zak J, et al. Progression of type 1 diabetes from the prediabetic stage is controlled by interferon-α signaling. Proc Natl Acad Sci U S A. 2017;114(14):3708-3713. doi: https://doi.org/10.1073/pnas.1700878114</mixed-citation></citation-alternatives></ref><ref id="cit27"><label>27</label><citation-alternatives><mixed-citation xml:lang="ru">Wang Z, Ji X, Zhang Y, et al. Interactions between LAMP3+ dendritic cells and T-cell subpopulations promote immune evasion in papillary thyroid carcinoma. J Immunother Cancer. 2024;12(5):e008983. doi: https://doi.org/10.1136/jitc-2024-008983</mixed-citation><mixed-citation xml:lang="en">Wang Z, Ji X, Zhang Y, et al. Interactions between LAMP3+ dendritic cells and T-cell subpopulations promote immune evasion in papillary thyroid carcinoma. J Immunother Cancer. 2024;12(5):e008983. doi: https://doi.org/10.1136/jitc-2024-008983</mixed-citation></citation-alternatives></ref><ref id="cit28"><label>28</label><citation-alternatives><mixed-citation xml:lang="ru">Wang Z, Wang X, Jin R, et al. LAMP3 expression in the liver is involved in T cell activation and adaptive immune regulation in hepatitis B virus infection. Front Immunol. 2023;14:1127572. doi: https://doi.org/10.3389/fimmu.2023.1127572</mixed-citation><mixed-citation xml:lang="en">Wang Z, Wang X, Jin R, et al. LAMP3 expression in the liver is involved in T cell activation and adaptive immune regulation in hepatitis B virus infection. Front Immunol. 2023;14:1127572. doi: https://doi.org/10.3389/fimmu.2023.1127572</mixed-citation></citation-alternatives></ref><ref id="cit29"><label>29</label><citation-alternatives><mixed-citation xml:lang="ru">De Carvalho Bittencourt M, Herren S, Graber P, et al. Extracellular lysosome-associated membrane protein-1 (LAMP-1) mediates autoimmune disease progression in the NOD model of type 1 diabetes. Eur J Immunol. 2005;35(5):1501-1509. doi: https://doi.org/10.1002/eji.200425851</mixed-citation><mixed-citation xml:lang="en">De Carvalho Bittencourt M, Herren S, Graber P, et al. Extracellular lysosome-associated membrane protein-1 (LAMP-1) mediates autoimmune disease progression in the NOD model of type 1 diabetes. Eur J Immunol. 2005;35(5):1501-1509. doi: https://doi.org/10.1002/eji.200425851</mixed-citation></citation-alternatives></ref><ref id="cit30"><label>30</label><citation-alternatives><mixed-citation xml:lang="ru">Liadis N, Murakami K, Eweida M, et al. Caspase-3-dependent beta-cell apoptosis in the initiation of autoimmune diabetes mellitus. Mol Cell Biol. 2005;25(9):3620-3629. doi: https://doi.org/10.1128/MCB.25.9.3620-3629.2005</mixed-citation><mixed-citation xml:lang="en">Liadis N, Murakami K, Eweida M, et al. Caspase-3-dependent beta-cell apoptosis in the initiation of autoimmune diabetes mellitus. Mol Cell Biol. 2005;25(9):3620-3629. doi: https://doi.org/10.1128/MCB.25.9.3620-3629.2005</mixed-citation></citation-alternatives></ref><ref id="cit31"><label>31</label><citation-alternatives><mixed-citation xml:lang="ru">Sumida H, Cyster JG. G-Protein Coupled Receptor 18 Contributes to Establishment of the CD8 Effector T Cell Compartment. Front Immunol. 2018;9:660. doi: https://doi.org/10.3389/fimmu.2018.00660</mixed-citation><mixed-citation xml:lang="en">Sumida H, Cyster JG. G-Protein Coupled Receptor 18 Contributes to Establishment of the CD8 Effector T Cell Compartment. Front Immunol. 2018;9:660. doi: https://doi.org/10.3389/fimmu.2018.00660</mixed-citation></citation-alternatives></ref><ref id="cit32"><label>32</label><citation-alternatives><mixed-citation xml:lang="ru">Mao XF, Chen XP, Jin YB, et al. The variations of TRBV genes usages in the peripheral blood of a healthy population are associated with their evolution and single nucleotide polymorphisms. Hum Immunol. 2019;80(3):195-203. doi: https://doi.org/10.1016/j.humimm.2018.12.007</mixed-citation><mixed-citation xml:lang="en">Mao XF, Chen XP, Jin YB, et al. The variations of TRBV genes usages in the peripheral blood of a healthy population are associated with their evolution and single nucleotide polymorphisms. Hum Immunol. 2019;80(3):195-203. doi: https://doi.org/10.1016/j.humimm.2018.12.007</mixed-citation></citation-alternatives></ref><ref id="cit33"><label>33</label><citation-alternatives><mixed-citation xml:lang="ru">Willcox A, Richardson SJ, Bone AJ, et al. Analysis of islet inflammation in human type 1 diabetes. Clin Exp Immunol. 2009;155(2):173-181. doi: https://doi.org/10.1111/j.1365-2249.2008.03860.x</mixed-citation><mixed-citation xml:lang="en">Willcox A, Richardson SJ, Bone AJ, et al. Analysis of islet inflammation in human type 1 diabetes. Clin Exp Immunol. 2009;155(2):173-181. doi: https://doi.org/10.1111/j.1365-2249.2008.03860.x</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>
