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<article 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" xmlns:ali="http://www.niso.org/schemas/ali/1.0/" article-type="other" dtd-version="1.2" xml:lang="en"><front><journal-meta><journal-id journal-id-type="publisher-id">Russian Journal of Immunology</journal-id><journal-title-group><journal-title xml:lang="en">Russian Journal of Immunology</journal-title><trans-title-group xml:lang="ru"><trans-title>Российский иммунологический журнал</trans-title></trans-title-group></journal-title-group><issn publication-format="print">1028-7221</issn><issn publication-format="electronic">2782-7291</issn><publisher><publisher-name xml:lang="en">Russian Society of Immunology</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="publisher-id">17332</article-id><article-id pub-id-type="doi">10.46235/1028-7221-17332-IBP</article-id><article-categories><subj-group subj-group-type="toc-heading" xml:lang="en"><subject>ORIGINAL ARTICLES</subject></subj-group><subj-group subj-group-type="toc-heading" xml:lang="ru"><subject>ОРИГИНАЛЬНЫЕ СТАТЬИ</subject></subj-group><subj-group subj-group-type="article-type"><subject>Unknown</subject></subj-group></article-categories><title-group><article-title xml:lang="en">INTERACTION BETWEEN PRO-INFLAMMATORY CYTOKINES AND NOS3 GENE EXPRESSION IN POST-COVID-19 INDIVIDUALS</article-title><trans-title-group xml:lang="ru"><trans-title/></trans-title-group></title-group><contrib-group><contrib contrib-type="author"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-4683-5746</contrib-id><name-alternatives><name xml:lang="en"><surname>Reddy Kandukuri</surname><given-names>Eswar</given-names></name><name xml:lang="ru"><surname></surname><given-names></given-names></name></name-alternatives><address><country country="IN">India</country></address><bio xml:lang="en"><p>(MSc);</p>
<p>Research Scholar, Department of Biochemistry Meenakshi Academy of Higher Education and Research (Deemed to be University), Chennai, Tamil Nadu, India.</p></bio><email>Kandukurieswarreddy@gmail.com</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-5474-0034</contrib-id><name-alternatives><name xml:lang="en"><surname>Josephine</surname><given-names>Anthony</given-names></name><name xml:lang="ru"><surname></surname><given-names></given-names></name></name-alternatives><address><country country="IN">India</country></address><bio xml:lang="en"><p>(Ph.D);</p>
<p>Scientist, Central Research Laboratory, Department of Research, Meenakshi Academy of Higher Education and Research (Deemed to be University), Chennai, Tamil Nadu, India.</p></bio><email>ajosephineanthony@gmail.com</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Anitha</surname><given-names>Gandla</given-names></name><name xml:lang="ru"><surname></surname><given-names></given-names></name></name-alternatives><address><country country="IN">India</country></address><bio xml:lang="en"><p>(MBBS, MD);</p>
<p>Professor and HOD, Department of Biochemistry, Fathima Institute of Medical Sciences, Kadapa-516 003, Andhra Pradesh, India</p></bio><email>gandlaanitha129@gmail.com</email><xref ref-type="aff" rid="aff2"/></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Sureka</surname><given-names>Varalakshmi</given-names></name><name xml:lang="ru"><surname></surname><given-names></given-names></name></name-alternatives><address><country country="IN">India</country></address><bio xml:lang="en"><p>(Ph.D);</p>
<p>Registrar, Meenakshi Academy of Higher Education and Research (Deemed to be University), Chennai, Tamil Nadu, India.</p></bio><email>surekaramesh.v@gmail.com</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Ramachandran</surname><given-names>Ilangovan</given-names></name><name xml:lang="ru"><surname></surname><given-names></given-names></name></name-alternatives><address><country country="IN">India</country></address><bio xml:lang="en"><p>(Ph.D);</p>
<p>Assistant Professor, Department of Endocrinology, DR. ALMPGIBMS University of Madras, Taramani Campus, Chennai, Tamil Nadu, India.</p></bio><email>ilangovan2000@yahoo.com</email><xref ref-type="aff" rid="aff3"/></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Puthiya Purayil</surname><given-names>Rajitha</given-names></name><name xml:lang="ru"><surname></surname><given-names></given-names></name></name-alternatives><address><country country="IN">India</country></address><bio xml:lang="en"><p>(MSc);</p>
<p>Research Scholar, Department of Anatomy, Meenakshi Academy of Higher Education and Research (Deemed to be University), Chennai, Tamil Nadu, India.</p></bio><email>rajithapp81@gmail.com</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Ramachandran</surname><given-names>Renjitha</given-names></name><name xml:lang="ru"><surname></surname><given-names></given-names></name></name-alternatives><address><country country="IN">India</country></address><bio xml:lang="en"><p>(MSc);</p>
<p>Research Scholar, Department of Pathology and Molecular Biology, Meenakshi Academy of Higher Education and Research (Deemed to be University), Chennai, Tamil Nadu, India.</p></bio><email>renjitharanjit@gmail.com</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Vijayan</surname><given-names>Vineetha</given-names></name><name xml:lang="ru"><surname></surname><given-names></given-names></name></name-alternatives><address><country country="IN">India</country></address><bio xml:lang="en"><p>(MSc); </p>
<p>Research Scholar, Department of Pathology and Molecular Biology, Meenakshi Academy of Higher Education and Research (Deemed to be University), Chennai, Tamil Nadu, India.</p></bio><email>vineethavijayan09@gmail.com</email><xref ref-type="aff" rid="aff1"/></contrib><contrib contrib-type="author"><name-alternatives><name xml:lang="en"><surname>Roy Divakaran</surname><given-names>Dinesh</given-names></name><name xml:lang="ru"><surname></surname><given-names></given-names></name></name-alternatives><address><country country="IN">India</country></address><bio xml:lang="en"><p>(Ph.D);</p>
<p>CEO &amp; Senior Cytogeneticist, Department of Cytogenetics, Genetika, Centre for Advanced Genetic Studies, Thiruvananthapuram-695035, Kerala, India.</p></bio><email>drdineshroyd@gmail.com</email><xref ref-type="aff" rid="aff4"/></contrib></contrib-group><aff-alternatives id="aff1"><aff><institution xml:lang="en">Meenakshi Academy of Higher Education and Research (Deemed to be University), Chennai, Tamil Nadu, India</institution></aff><aff><institution xml:lang="ru"></institution></aff></aff-alternatives><aff-alternatives id="aff2"><aff><institution xml:lang="en">Fathima Institute of Medical Sciences, Andhra Pradesh, India</institution></aff><aff><institution xml:lang="ru"></institution></aff></aff-alternatives><aff-alternatives id="aff3"><aff><institution xml:lang="en">DR. ALMPGIBMS University of Madras, Taramani Campus, Chennai, Tamil Nadu, India</institution></aff><aff><institution xml:lang="ru"></institution></aff></aff-alternatives><aff-alternatives id="aff4"><aff><institution xml:lang="en">CEO &amp; Senior Cytogeneticist, Genetika, Centre for Advanced Genetic Studies, Kerala, India</institution></aff><aff><institution xml:lang="ru"></institution></aff></aff-alternatives><pub-date date-type="preprint" iso-8601-date="2025-11-12" publication-format="electronic"><day>12</day><month>11</month><year>2025</year></pub-date><history><date date-type="received" iso-8601-date="2025-10-10"><day>10</day><month>10</month><year>2025</year></date><date date-type="accepted" iso-8601-date="2025-11-11"><day>11</day><month>11</month><year>2025</year></date></history><permissions><copyright-statement xml:lang="en">Copyright ©; , Reddy Kandukuri E., Josephine A., Anitha G., Sureka V., Ramachandran I., Puthiya Purayil R., Ramachandran R., Vijayan V., Roy Divakaran D.</copyright-statement><copyright-statement xml:lang="ru">Copyright ©; , Reddy Kandukuri E., Josephine A., Anitha G., Sureka V., Ramachandran I., Puthiya Purayil R., Ramachandran R., Vijayan V., Roy Divakaran D.</copyright-statement><copyright-holder xml:lang="en">Reddy Kandukuri E., Josephine A., Anitha G., Sureka V., Ramachandran I., Puthiya Purayil R., Ramachandran R., Vijayan V., Roy Divakaran D.</copyright-holder><copyright-holder xml:lang="ru">Reddy Kandukuri E., Josephine A., Anitha G., Sureka V., Ramachandran I., Puthiya Purayil R., Ramachandran R., Vijayan V., Roy Divakaran D.</copyright-holder><ali:free_to_read xmlns:ali="http://www.niso.org/schemas/ali/1.0/"/><license><ali:license_ref xmlns:ali="http://www.niso.org/schemas/ali/1.0/">https://creativecommons.org/licenses/by/4.0</ali:license_ref></license></permissions><self-uri xlink:href="https://rusimmun.ru/jour/article/view/17332">https://rusimmun.ru/jour/article/view/17332</self-uri><abstract xml:lang="en"><p><bold>Objective</bold>To investigate the molecular mechanisms of endothelial dysfunction in post-COVID individuals by analyzing NOS3 gene expression and its association with pro-inflammatory cytokine profiles (IL-6, IL-18, TNF-α), thereby identifying potential biomarkers of early vascular impairment.<bold>Methodology</bold>This case-control study involved 240 participants: COVID-positive diabetics (Group 2), COVID-positive prediabetics (Group 1), COVID-negative diabetics (Group 4), COVID-negative prediabetics (Group 5), and healthy controls (Group 3). Blood samples were analyzed for biochemical parameters, cytokine levels (IL-6, IL-18, IL-1β, TNF-α) using the ELISA method, and NOS3 gene expression using RT-PCR, with expression levels normalized to GAPDH and calculated using the 2−ΔΔCt method. Statistical analysis was performed using Stata 17.0.<bold>Result</bold>The study showed that COVID-positive prediabetic and diabetic groups had the highest inflammatory and NOS3 levels, while COVID-negative non-diabetics had the lowest. ROC analysis identified TNF-α (AUC 0.85, p &lt; 0.001) and IL-6 (AUC 0.84, p &lt; 0.001) as the strongest classifiers. Scatter plots demonstrated significant positive correlations between NOS3 expression and IL-1β, IL-18, IL-6, and TNF-α (all p &lt; 0.01). Logistic regression confirmed IL-18 (adjusted OR 10.30, p &lt; 0.01), IL-6 (adjusted OR 4.05, p &lt; 0.05), and TNF-α (adjusted OR 9.89, p &lt; 0.01) as independent predictors, while IL-1β was not significant (p &gt; 0.05).<bold>Conclusion</bold>Our study demonstrates a novel inflammatory–endothelial interaction in prediabetes, with elevated IL-1β, IL-18, IL-6, TNF-α, and NOS3 expression, most pronounced in COVID-positive groups. Notably, this is the first evidence of NOS3 upregulation in prediabetes, suggesting early endothelial adaptation to inflammatory stress, with IL-18, IL-6, and TNF-α emerging as strong predictors of NOS3 dysregulation. These findings highlight IL-6 and TNF-α as potential early biomarkers and position NOS3 as a novel indicator of endothelial dysfunction, offering new insight into immuno-metabolic pathways that link inflammation, glycemic status, and vascular risk.</p></abstract><trans-abstract xml:lang="ru"><p/></trans-abstract><kwd-group xml:lang="en"><kwd>Endothelial dysfunction</kwd><kwd>NOS3 gene expression</kwd><kwd>post-COVID-19</kwd><kwd>Prediabetes</kwd><kwd>Pro-inflammatory cytokines</kwd><kwd>Vascular risk.</kwd></kwd-group><funding-group/></article-meta></front><body></body><back><ref-list><ref id="B1"><label>1.</label><mixed-citation>Abdullah MY, Alhaddad FA, Pambuk CI, Marghali S. Association of interleukin polymorphisms and inflammatory markers with hospitalization, survival, and COVID-19 severity in type 1 diabetes patients: A multivariate and Cox regression analysis. 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