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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">phkinetica</journal-id><journal-title-group><journal-title xml:lang="en">Pharmacokinetics and Pharmacodynamics</journal-title><trans-title-group xml:lang="ru"><trans-title>Фармакокинетика и Фармакодинамика</trans-title></trans-title-group></journal-title-group><issn pub-type="ppub">2587-7836</issn><issn pub-type="epub">2686-8830</issn><publisher><publisher-name>ООО «Издательство ОКИ»</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.37489/2587-7836-2026-1-68-72</article-id><article-id custom-type="edn" pub-id-type="custom">WXHJKM</article-id><article-id custom-type="elpub" pub-id-type="custom">phkinetica-505</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>MECHANISM OF ACTION</subject></subj-group><subj-group subj-group-type="section-heading" xml:lang="ru"><subject>МЕХАНИЗМ ДЕЙСТВИЯ</subject></subj-group></article-categories><title-group><article-title>Functional categories of magnesium-dependent proteins</article-title><trans-title-group xml:lang="ru"><trans-title>Функциональные категории магний-зависимых белков</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>Громова Ольга Алексеевна — профессор кафедры фармакологии ФГБОУ ВО Ивановский ГМУ Минздрава России; д. м. н, профессор, в. н. с. ФИЦ ИУ РАН.</p><p>Иваново, Москва</p></bio><bio xml:lang="en"><p>Olga A. Gromova — Professor of the Department of Pharmacology FSBEI HE «Ivanovo SMU» of MOH of Russia; PhD, Dr. Sci. (Med.), Professor, Leading researcher FRC CSC RAS.</p><p>Ivanovo, Moscow</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/0000-0001-6144-5781</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Калачева</surname><given-names>А. Г.</given-names></name><name name-style="western" xml:lang="en"><surname>Kalacheva</surname><given-names>A. G.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Калачева Алла Геннадьевна — к. м. н., доцент кафедры фармакологии.</p><p>Иваново</p></bio><bio xml:lang="en"><p>Alla G. Kalacheva — PhD, Cand. Sci. (Med.), Associate Professor of the Department of Pharmacology of the FSBEI HE «Ivanovo SMU» of MOH of Russia.</p><p>Ivanovo</p></bio><email xlink:type="simple">alla_kalacheva@mail.ru</email><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-2659-7998</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Торшин</surname><given-names>И. А.</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>Торшин Иван Юрьевич — к. ф–м. н., к. х. н., в. н. с. ФИЦ ИУ РАН.</p><p>Москва</p></bio><bio xml:lang="en"><p>Ivan Yu. Torshin — PhD, Cand. Sci. (Physics and Mathematics), Cand. Sci. (Chemistry), Leading researcher FRC CSC RAS.</p><p>Moscow</p></bio><xref ref-type="aff" rid="aff-3"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-5042-4886</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Богачева</surname><given-names>Т. Е.</given-names></name><name name-style="western" xml:lang="en"><surname>Bogacheva</surname><given-names>T. E.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Богачева Татьяна Евгеньевна — к. м. н., доцент кафедры фармакологии ФГБОУ ВО Ивановский ГМУ Минздрава России.</p><p>Иваново</p></bio><bio xml:lang="en"><p>Tatiana E. Bogacheva — PhD, Cand. Sci. (Med.), Associate Professor of the Department of Pharmacology of the FSBEI HE «Ivanovo SMU» of MOH of Russia.</p><p>Ivanovo</p></bio><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0009-0007-2744-4268</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Рогозин</surname><given-names>М. А.</given-names></name><name name-style="western" xml:lang="en"><surname>Rogozin</surname><given-names>M. A.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Рогозин Михаил Александрович — аспирант кафедры фармакологии ФГБОУ ВО Ивановский ГМУ Минздрава России.</p><p>Иваново</p></bio><bio xml:lang="en"><p>Mikhail A. Rogozin — Postgraduate student of the Department of Pharmacology of the FSBEI HE «Ivanovo SMU» of MOH of Russia.</p><p>Ivanovo</p></bio><email xlink:type="simple">tik92@bk.ru</email><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-1665-1188</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Гришина</surname><given-names>Т. Р.</given-names></name><name name-style="western" xml:lang="en"><surname>Grishina</surname><given-names>T. R.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Гришина Татьяна Романовна — д. м. н., профессор, заведующая кафедрой фармакологии ФГБОУ ВО Ивановский ГМУ Минздрава России.</p><p>Иваново</p></bio><bio xml:lang="en"><p>Tatiana R. Grishina — PhD, Dr. Sci. (Med.), Professor, Нead of the Department of pharmacology, FSBEI HE «Ivanovo SMU» of MOH of Russia.</p><p>Ivanovo</p></bio><xref ref-type="aff" rid="aff-2"/></contrib><contrib contrib-type="author" corresp="yes"><contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-0778-1562</contrib-id><name-alternatives><name name-style="eastern" xml:lang="ru"><surname>Федотова</surname><given-names>Л. Э.</given-names></name><name name-style="western" xml:lang="en"><surname>Fedotova</surname><given-names>L. E.</given-names></name></name-alternatives><bio xml:lang="ru"><p>Федотова Любовь Эдуардовна — к. м. н., доцент кафедры фармакологии ФГБОУ ВО Ивановский ГМУ Минздрава России.</p><p>Иваново</p></bio><bio xml:lang="en"><p>Lyubov E. Fedotova — PhD, Cand. Sci. (Med.), Associate Professor of the Department of Pharmacology, FSBEI HE «Ivanovo SMU» of MOH of Russia.</p><p>Ivanovo</p></bio><xref ref-type="aff" rid="aff-2"/></contrib></contrib-group><aff-alternatives id="aff-1"><aff xml:lang="ru">ФГУ «Федеральный исследовательский центр «Информатика и управление» РАН» (ФИЦ ИУ РАН); ФГБОУ ВО «Ивановский государственный медицинский университет» Минздрава России<country>Россия</country></aff><aff xml:lang="en">Federal Research Center “Computer Science and Control”, RAS; Ivanovo State Medical University of MOH of Russia<country>Russian Federation</country></aff></aff-alternatives><aff-alternatives id="aff-2"><aff xml:lang="ru">ФГБОУ ВО «Ивановский государственный медицинский университет» Минздрава России<country>Россия</country></aff><aff xml:lang="en">Ivanovo State Medical University of MOH of Russia<country>Russian Federation</country></aff></aff-alternatives><aff-alternatives id="aff-3"><aff xml:lang="ru">ФГУ «Федеральный исследовательский центр «Информатика и управление» РАН» (ФИЦ ИУ РАН)<country>Россия</country></aff><aff xml:lang="en">Federal Research Center “Computer Science and Control”, RAS<country>Russian Federation</country></aff></aff-alternatives><pub-date pub-type="collection"><year>2026</year></pub-date><pub-date pub-type="epub"><day>30</day><month>03</month><year>2026</year></pub-date><volume>0</volume><issue>1</issue><fpage>68</fpage><lpage>72</lpage><permissions><copyright-statement>Copyright &amp;#x00A9; Gromova O.A., Kalacheva A.G., Torshin I.Y., Bogacheva T.E., Rogozin M.A., Grishina T.R., Fedotova L.E., 2026</copyright-statement><copyright-year>2026</copyright-year><copyright-holder xml:lang="ru">Громова О.А., Калачева А.Г., Торшин И.А., Богачева Т.Е., Рогозин М.А., Гришина Т.Р., Федотова Л.Э.</copyright-holder><copyright-holder xml:lang="en">Gromova O.A., Kalacheva A.G., Torshin I.Y., Bogacheva T.E., Rogozin M.A., Grishina T.R., Fedotova L.E.</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.pharmacokinetica.ru/jour/article/view/505">https://www.pharmacokinetica.ru/jour/article/view/505</self-uri><abstract><sec><title>Background</title><p>Background. Magnesium is one of the body's major cations. The exact number of proteins in the proteome whose activity is associated with magnesium is unknown.</p></sec><sec><title>Objective</title><p>Objective. To establish functional categories of magnesium-dependent proteins.</p></sec><sec><title>Materials and methods</title><p>Materials and methods. A systems biology analysis was performed using original algorithms for recognizing and classifying magnesium-dependent proteins and a functional linkage method, taking into account protein annotations and Gene Ontology categories. Parametric and nonparametric tests, correlation analysis, and variance analysis were used to test statistical hypotheses.</p></sec><sec><title>Results</title><p>Results. Analysis of protein functional categories revealed that 1,503 GO categories were associated with the biological functions of magnesium. A total of 172 magnesium-dependent proteins in the human proteome are involved in functional responses of the nervous system. These proteins are involved in neurotransmitter homeostasis, neuroplasticity, and neuronal survival.</p></sec><sec><title>Conclusion</title><p>Conclusion. The widespread presence of magnesium in the human proteome confirms its ubiquitous role in supporting physiological function under conditions of adequate supply of this essential element.</p></sec></abstract><trans-abstract xml:lang="ru"><sec><title>Актуальность</title><p>Актуальность. Магний является одним из основных катионов организма. Точное количество белков протеома, активность которых связана с ионом магния, неизвестно.</p></sec><sec><title>Цель</title><p>Цель. Установление функциональных категорий магний-зависимых белков.</p></sec><sec><title>Материалы и методы</title><p>Материалы и методы. Выполнен системно-биологический анализ с применением оригинальных алгоритмов распознавания/классификации магний-зависимых белков и метода функционального связывания, с учётом аннотаций белков, категорий Gene Ontology (GO). Для проверки статистических гипотез использовались параметрические и непараметрические критерии, корреляционный и дисперсионный анализы.</p></sec><sec><title>Результаты</title><p>Результаты. Анализ функциональных категорий белков показал, что с биологическими функциями магния было ассоциировано 1503 категории GO. В функциональных реакциях нервной системы принимают участие 172 магний-зависимых белков протеома человека. Эти белки участвуют в гомеостазе нейротрансмиттеров, нейропластичности и в выживании нейронов.</p></sec><sec><title>Заключение</title><p>Заключение. Широкая представленность в протеоме человека элемента магния подтверждает его убиквитарное значение в поддержке физиологического состояния в условиях адекватной обеспеченности этим эссенциальным элементом.</p></sec></trans-abstract><kwd-group xml:lang="ru"><kwd>магний</kwd><kwd>протеом</kwd><kwd>магний-зависимые белки</kwd><kwd>Gene Ontology</kwd><kwd>системно-биологический анализ</kwd><kwd>функциональное связывание</kwd></kwd-group><kwd-group xml:lang="en"><kwd>magnesium</kwd><kwd>proteome</kwd><kwd>magnesium-dependent proteins</kwd><kwd>GeneOntology</kwd><kwd>systems biology analysis</kwd><kwd>functional binding</kwd></kwd-group><funding-group xml:lang="ru"><funding-statement>Проект осуществлён в рамках текущего финансирования ФИЦ ИУ РАН, без внешнего финансирования</funding-statement></funding-group><funding-group xml:lang="en"><funding-statement>The project was implemented within the framework of the current funding of the Federal Research Center of Control Sciences of the RAS, without external funding</funding-statement></funding-group></article-meta></front><body><sec><title>Introduction</title><p>Magnesium is one of the body’s major electrolytes, fundamentally important for the vital activity of all cell types [<xref ref-type="bibr" rid="cit1">1</xref>]. Magnesium ions are necessary for stabilizing the structure of the DNA double helix and the spatial structures of RNA.</p><p>The human proteome databases (NCBI PROTEIN, UNIPROT, Human Proteome Map, etc.) include more than 20,000 proteins [<xref ref-type="bibr" rid="cit2">2</xref>]. The total number of proteins in the proteome whose activity is associated with the magnesium ion is unknown. Identifying magnesium-dependent proteins (MDPs) is important for determining the impact of this essential micronutrient on various body functions, including the functioning of the nervous system, and, consequently, for describing the spectrum of clinical applications of magnesium preparations [<xref ref-type="bibr" rid="cit3">3</xref>].</p><p>The aim of this study is to establish the functional categories of magnesium-dependent proteins.</p></sec><sec><title>Materials and Methods</title><p>The stages of this study included original algorithms for the recognition, classification, and identification of magnesium-binding proteins in the human proteome [<xref ref-type="bibr" rid="cit4">4</xref>]. Based on the concepts of elementary amino acid motifs, positional independence of motifs, heuristic assessment of informativeness, and solvability on sets of elementary motifs [<xref ref-type="bibr" rid="cit5">5</xref>], algorithms were developed to compute sets of the most informative amino acid motifs, which are used for annotating protein functions [<xref ref-type="bibr" rid="cit6">6</xref>]. The obtained lists of magnesium-dependent proteins were analyzed using the functional linkage method, which includes the analysis of data on the cellular roles of proteins [<xref ref-type="bibr" rid="cit7">7</xref>]. To assess the functional categories of proteins, the information array of the international Gene Ontology (GO) nomenclature was used [<xref ref-type="bibr" rid="cit8">8</xref>].</p><p>For statistical processing of the research results, the following were used: calculation of numerical characteristics of random variables, testing of statistical hypotheses using parametric and nonparametric criteria, correlation and dispersion analysis. Comparison of predicted and observed frequencies of the studied traits was performed using the chi-square test, the Wilcoxon–Mann–Whitney test, and Student's t-test. For statistical processing of the material, the STATISTICA 6.0 software package and Microsoft Excel spreadsheets were used.</p></sec><sec><title>Results</title><p>Analysis of the functional categories of magnesium-dependent proteins according to the international Gene Ontology (GO) nomenclature (Fig. 1A) showed that, overall, 1,503 GO categories were associated with the biological functions of magnesium. The largest numbers of proteins were found in the GO categories "cytosol", "ATP binding", "metal ion binding", "cytoplasm", "plasma membrane", and "cell nucleus": each of these categories contains more than 300 "magnesium" proteins. From 100 to 250 magnesium-dependent proteins were represented in the GO functional categories "nucleoplasm", "cell membrane", "extracellular exosome", "mitochondrion", "protein serine/threonine kinase activity", "GTP binding", "intracellular signal transduction", and "Golgi apparatus".</p><p>In the case of proteins associated with nervous system functioning (Fig. 1B), the most represented categories were those describing structural components of neurons and their connections:</p><p>From 10 to 24 proteins were represented in categories related to CNS development and neuroprotection:</p><p>Fig. 1A. Gene Ontology (GO) categories of magnesium-dependent proteins. A) Main categories of magnesium-dependent proteins</p><p>Fig. 1B. Gene Ontology (GO) categories of magnesium-dependent proteins. B) Protein categories related to nervous system function</p><p>Fewer than 10 magnesium-dependent proteins were included in each of the GO functional categories related to neuronal morphogenesis and migration (axon growth cone, neuron differentiation, axon terminus, myelination, axoneme, neuromuscular junction development, neuronal action potential, axon guidance, retina development, regulation of axonogenesis, regulation of neuron projection development, positive regulation of axon extension) and to synaptic signal transmission (glutamatergic synaptic transmission, synaptic membrane, long-term synaptic plasticity, activation of excitatory postsynaptic signal, regulation of synaptic plasticity, dopamine metabolism, regulation of myocardial contraction by calcium).</p><p>Overall, the analysis of protein functional categories showed that at least 172 magnesium-dependent proteins of the human proteome are involved in the implementation of neuroprotective, neurotrophic, and other "neurotropic" effects of the magnesium ion.</p><p>Such a wide representation of the element magnesium in the human proteome confirms its ubiquitous role in supporting the normal physiological state under conditions of normal physiological supply of this essential element [<xref ref-type="bibr" rid="cit9">9</xref>]. The varying representation of magnesium-dependent proteins in the proteome indicates the priority of magnesium in supporting the functions of electrolyte metabolism [<xref ref-type="bibr" rid="cit10">10</xref>], nerve signal conduction [<xref ref-type="bibr" rid="cit11">11</xref>], regulation of myocardial contractility [<xref ref-type="bibr" rid="cit12">12</xref>], and energy metabolism [<xref ref-type="bibr" rid="cit13">13</xref>]. Due to the depletion of magnesium stores not only in bones and muscles [<xref ref-type="bibr" rid="cit14">14</xref>] but also in the brain [<xref ref-type="bibr" rid="cit15">15</xref>], a pathophysiological drift is formed, leading to mitochondrial dysfunction [<xref ref-type="bibr" rid="cit16">16</xref>], accelerated aging, and multi-organ pathology [<xref ref-type="bibr" rid="cit17">17</xref>].</p></sec><sec><title>Conclusion</title><p>In this study, a systems biology analysis of magnesium-dependent proteins was carried out in the context of their functional categories using modern mathematical methods of topological recognition theory. The study took into account the array of information available for magnesium-dependent proteins according to the international GO nomenclature.</p><p>Analysis of the functional categories of proteins showed that 1,503 GO categories were associated with the biological functions of magnesium. A total of 172 magnesium-dependent proteins of the human proteome are involved in the functional responses of the nervous system. These proteins are involved in neurotransmitter homeostasis, neuroplasticity, and neuronal survival. Some proteins may simultaneously participate in all of these neurophysiological processes.</p></sec></body><back><ref-list><title>References</title><ref id="cit1"><label>1</label><citation-alternatives><mixed-citation xml:lang="ru">Громова О.А. Физиологическая роль и значение магния в терапии (обзор). Терапевтический архив. 2004;76(10):58-62. EDN: OKJSCB</mixed-citation><mixed-citation xml:lang="en">Gromova OA. Physiological role and significance of magnesium in therapy (review). Therapeutic archive. 2004;76(10):58-62. (In Russ.). EDN: OKJSCB</mixed-citation></citation-alternatives></ref><ref id="cit2"><label>2</label><citation-alternatives><mixed-citation xml:lang="ru">Громова О. А. 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