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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Oral. Health</journal-id>
<journal-title>Frontiers in Oral Health</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Oral. Health</abbrev-journal-title>
<issn pub-type="epub">2673-4842</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/froh.2024.1488833</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Oral Health</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Periodontal pathogens and obesity in the context of cardiovascular risks across age groups</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes"><name><surname>Leonov</surname><given-names>Georgy</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x002A;</xref><uri xlink:href="https://loop.frontiersin.org/people/2509127/overview"/><role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/><role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/><role content-type="https://credit.niso.org/contributor-roles/investigation/"/><role content-type="https://credit.niso.org/contributor-roles/methodology/"/><role content-type="https://credit.niso.org/contributor-roles/visualization/"/><role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
<contrib contrib-type="author"><name><surname>Varaeva</surname><given-names>Yurgita</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/><role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
<contrib contrib-type="author"><name><surname>Livantsova</surname><given-names>Elena</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/2927797/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
<contrib contrib-type="author"><name><surname>Vasilyev</surname><given-names>Andrey</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
<contrib contrib-type="author"><name><surname>Vladimirskaya</surname><given-names>Olga</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
<contrib contrib-type="author"><name><surname>Korotkova</surname><given-names>Tatyana</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
<contrib contrib-type="author"><name><surname>Nikityuk</surname><given-names>Dmitry</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/><role content-type="https://credit.niso.org/contributor-roles/resources/"/><role content-type="https://credit.niso.org/contributor-roles/supervision/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
<contrib contrib-type="author"><name><surname>Starodubova</surname><given-names>Antonina</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/1876500/overview" /><role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/><role content-type="https://credit.niso.org/contributor-roles/data-curation/"/><role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/><role content-type="https://credit.niso.org/contributor-roles/project-administration/"/><role content-type="https://credit.niso.org/contributor-roles/supervision/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
</contrib-group>
<aff id="aff1"><label><sup>1</sup></label><institution>Department of Cardiovascular Pathology and Diet Therapy, Federal Research Centre for Nutrition, Biotechnology and Food Safety</institution>, <addr-line>Moscow</addr-line>, <country>Russia</country></aff>
<aff id="aff2"><label><sup>2</sup></label><institution>Department of Microbiology, Central Research Institute of Dental and Maxillofacial Surgery</institution>, <addr-line>Moscow</addr-line>, <country>Russia</country></aff>
<aff id="aff3"><label><sup>3</sup></label><institution>Institute of Dentistry, I.M. Sechenov First Moscow State Medical University</institution>, <addr-line>Moscow</addr-line>, <country>Russia</country></aff>
<aff id="aff4"><label><sup>4</sup></label><institution>Therapy Faculty, Pirogov Russian National Research Medical University</institution>, <addr-line>Moscow</addr-line>, <country>Russia</country></aff>
<author-notes>
<fn fn-type="edited-by"><p><bold>Edited by:</bold> Paolo De Angelis, Catholic University of the Sacred Heart, Italy</p></fn>
<fn fn-type="edited-by"><p><bold>Reviewed by:</bold> Xiaolei Li, University of Pennsylvania, United States</p>
<p>Edoardo Rella, Catholic University of the Sacred Heart, Italy</p>
<p>Yi Wang, Wenzhou Medical University, China</p></fn>
<corresp id="cor1"><label>&#x002A;</label><bold>Correspondence:</bold> Georgy Leonov <email>golerus@gmail.com</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>09</day><month>01</month><year>2025</year></pub-date>
<pub-date pub-type="collection"><year>2024</year></pub-date>
<volume>5</volume><elocation-id>1488833</elocation-id>
<history>
<date date-type="received"><day>30</day><month>08</month><year>2024</year></date>
<date date-type="accepted"><day>16</day><month>12</month><year>2024</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2025 Leonov, Varaeva, Livantsova, Vasilyev, Vladimirskaya, Korotkova, Nikityuk and Starodubova.</copyright-statement>
<copyright-year>2025</copyright-year><copyright-holder>Leonov, Varaeva, Livantsova, Vasilyev, Vladimirskaya, Korotkova, Nikityuk and Starodubova</copyright-holder><license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract><sec><title>Background</title>
<p>Cardiovascular diseases (CVDs) are the leading cause of mortality and morbidity among noncommunicable diseases. Over the past decade, there has been a notable increase in the prevalence of CVDs among young individuals. Obesity, a well-known risk factor for CVDs, is also associated with various comorbidities that may contribute to cardiovascular risk. The relationship between periodontal pathogens and CVD risk factors, including obesity, smoking, lipid metabolism disorders, and inflammatory markers, remains underexplored.</p>
</sec><sec><title>Methods</title>
<p>This study examined the relationship between six periodontal pathogens (<italic>Porphyromonas gingivalis, Aggregatibacter actinomycetemcomitans, Treponema denticola, Tannerella forsythia, Prevotella intermedia, and Fusobacterium nucleatum</italic>) and CVD risk factors among 189 subjects stratified by age and body mass index (BMI). Body composition was assessed via bioimpedance analysis, and blood samples were analyzed for lipid profiles, glucose, and proinflammatory cytokines. Oral samples were collected for polymerase chain reaction (PCR) analysis to identify periodontal pathogens. Cardiovascular and diabetes risk scores were calculated using the SCORE and FINDRISC scales.</p>
</sec><sec><title>Results</title>
<p>The prevalence of periodontal pathogens in the population was 33.0&#x0025; for <italic>P. gingivalis</italic>, 47.8&#x0025; for <italic>P. intermedia</italic>, 63.4&#x0025; for <italic>A. actinomycetemcomitans</italic>, 46.6&#x0025; for <italic>T. forsythia</italic>, 46.6&#x0025; for <italic>T. denticola</italic>, and 89.2&#x0025; for <italic>F. nucleatum</italic>. Significant age- and BMI-related differences were observed in pathogen prevalence, particularly with <italic>P. gingivalis</italic>, <italic>P. intermedia</italic>, and <italic>T. denticola</italic>. Young obese individuals exhibited a higher prevalence of <italic>P. intermedia</italic> and <italic>T. forsythia</italic>. <italic>P. gingivalis</italic> was found to be associated with hypertension and dyslipidemia, while <italic>P. intermedia</italic> was linked to hypertension and obesity. <italic>T. denticola</italic> was associated with obesity, dyslipidemia and smoking, whereas <italic>T. forsythia</italic> was linked to dyslipidemia alone.</p>
</sec><sec><title>Conclusions</title>
<p>This study highlights the potential connection between periodontal pathogens and risk factors associated with cardiovascular disease, including smoking, elevated BMI, increased adipose tissue, hypertension, and dyslipidemia. Further research is required to determine the causal relationships between oral microbiome dysbiosis, obesity and, systemic diseases and to develop an effective strategy for preventing oral health-related CVD risk factors in young adults.</p>
</sec>
</abstract>
<kwd-group>
<kwd>obesity</kwd>
<kwd>cardiovascular disease</kwd>
<kwd>periodontal pathogens</kwd>
<kwd><italic>P. gingivalis</italic></kwd>
<kwd>biomarkers</kwd>
</kwd-group><contract-num rid="cn001">22-15-00252</contract-num><contract-sponsor id="cn001">Russian Science Foundation</contract-sponsor><counts>
<fig-count count="6"/>
<table-count count="5"/><equation-count count="0"/><ref-count count="81"/><page-count count="15"/><word-count count="0"/></counts><custom-meta-wrap><custom-meta><meta-name>section-at-acceptance</meta-name><meta-value>Cardiometabolic Health</meta-value></custom-meta></custom-meta-wrap>
</article-meta>
</front>
<body><sec id="s1" sec-type="intro"><label>1</label><title>Introduction</title>
<p>Cardiovascular diseases (CVDs) are the leading cause of mortality and morbidity among noncommunicable diseases, representing a significant global health challenge (<xref ref-type="bibr" rid="B1">1</xref>). In recent decades, the prevalence of CVDs has notably increased among individuals under 55 years of age, with a marked rise in cases of myocardial infarction and stroke within this demographic (<xref ref-type="bibr" rid="B2">2</xref>). A substantial body of evidence indicates that cumulative exposure to CVDs risk factors from childhood through young adulthood significantly contributes to this trend (<xref ref-type="bibr" rid="B3">3</xref>).</p>
<p>Obesity is a trigger for many diseases, such as non-alcoholic fatty liver disease, non-alcoholic steatohepatitis, cardiovascular diseases, diabetes, and some types of cancer (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B5">5</xref>). The relationship between adipose tissue and CVDs is mediated through both direct and indirect pathways associated with obesity-related comorbidities. For instance, obesity is a well-established risk factor for several traditional CVDs, such as atherogenic dyslipidemia, hypertension, and diabetes (<xref ref-type="bibr" rid="B6">6</xref>). Additionally, obesity-related obstructive sleep apnea can elevate the risk of CVDs through mechanisms involving hypoxia, cardiac arrhythmias, insulin resistance, and hypertension (<xref ref-type="bibr" rid="B7">7</xref>). There is some evidence of a connection between oral microorganisms, obesity and metabolic disorders, both at the level of overall diversity and individual species (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B9">9</xref>).</p>
<p>The physiology and ecology of the microbiota are intimately linked to those of the host at both the macro and microscopic levels (<xref ref-type="bibr" rid="B10">10</xref>). The human oral microbiome, comprising bacteria, archaea, viruses, fungi, and protozoa, includes over 700 identified species of microorganisms (<xref ref-type="bibr" rid="B11">11</xref>). Oral bacteria primarily exist as structured communities of aggregated bacterial cells (biofilms) (<xref ref-type="bibr" rid="B12">12</xref>). Dysbiosis of the oral microbiota represents a complex, multifactorial displacement of native microorganisms within the oral cavity, where potentially pathogenic species supersede commensal flora (<xref ref-type="bibr" rid="B13">13</xref>&#x2013;<xref ref-type="bibr" rid="B15">15</xref>). Opportunistic anaerobic bacteria involved in periodontal diseases (PDs) exert significant negative effects on systemic health. PDs are microbial-induced inflammatory and multifactorial chronic immunological diseases leading to damage to the gums, periodontal ligaments, and alveolar bone (<xref ref-type="bibr" rid="B16">16</xref>). At present, a multitude of periodontopathic organisms have been identified, with ongoing research elucidating their characteristics and pathogenic potential (<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B18">18</xref>). The most substantial evidence for negative impacts on systemic disorders, particularly cardiometabolic health, was observed in studies involving <italic>Porphyromonas gingivalis</italic>, <italic>Aggregatibacter actinomycetemcomitans</italic>, <italic>Treponema denticola</italic>, <italic>Tannerella forsythia</italic>, <italic>Prevotella intermedia</italic>, and <italic>Fusobacterium nucleatum</italic> (<xref ref-type="bibr" rid="B19">19</xref>&#x2013;<xref ref-type="bibr" rid="B21">21</xref>).</p>
<p>There are several potential reasons for the association of CVDs and periodontal diseases: systemic inflammation, the direct damaging effect of microorganisms and their metabolites entering the bloodstream, as well as alterations in the intestinal microbiome due to the transfer of oral bacteria (<xref ref-type="bibr" rid="B22">22</xref>). Systemic inflammation is a potential underlying mechanism of the association between oral diseases and increased risk of cardiovascular disease (<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B24">24</xref>). Elevated inflammatory markers, such as erythrocyte sedimentation rate (ESR), C-reactive protein (CRP), and interleukin-6 (IL-6), have been correlated with higher cardiovascular morbidity and mortality (<xref ref-type="bibr" rid="B25">25</xref>). According to some data, periodontitis-associated systemic inflammation can cause vascular dysfunction (<xref ref-type="bibr" rid="B26">26</xref>). The hematogenous route facilitates the spread of oral bacteria to distant organs, as the ulcerated epithelium of the periodontal pocket allows microorganisms and their toxins to enter the systemic circulation, leading to bacteremia (<xref ref-type="bibr" rid="B27">27</xref>). Recent research has shown that <italic>P. gingivalis, P. intermedia, A. actinomycetemcomitans, T. forsythensis, and T. denticola</italic> and others are present in 20&#x0025;&#x2013;70&#x0025; of carotid atheromas (<xref ref-type="bibr" rid="B28">28</xref>). Cross-sectional studies have demonstrated a higher incidence of atherosclerotic complications in patients with periodontal disease. In the NHANES III cohort, severe periodontal disease was associated with an almost 4-fold higher incidence of myocardial infarction than in patients without periodontal disease (<xref ref-type="bibr" rid="B29">29</xref>). Moreover, a study involving 52,677 hypertensive participants indicated that dental caries is linked to an elevated CVD (<xref ref-type="bibr" rid="B30">30</xref>). Oral microorganisms may serve as a new biomarker for CVD and metabolic disorders. Interdisciplinary collaboration can improve the early diagnosis and treatment of dental and systemic diseases, including CVDs.</p>
<p>The objective of this study was to examine the prevalence of periodontal pathogens, specifically <italic>P. gingivalis</italic>, <italic>P. intermedia</italic>, <italic>A. actinomycetemcomitans</italic>, <italic>T. forsythia</italic>, <italic>T. denticola</italic>, and <italic>F. nucleatum</italic>, in age- and obesity-specific groups. Additionally, the study aimed to investigate the correlation between the presence of these bacteria and risk factors associated with cardiovascular disease. These risk factors include obesity, smoking, lipid disorders, and proinflammatory cytokines. We also calculated cardiovascular risk (relative risk of cardiovascular disease and SCORE), and the Finnish Diabetes Risk Index (FINDRISC).</p>
</sec>
<sec id="s2" sec-type="methods"><label>2</label><title>Materials and methods</title>
<sec id="s2a"><label>2.1</label><title>Ethical aspects</title>
<p>The study was conducted in accordance with the Declaration of Helsinki, and approved by the Local Ethics Committee of the Federal Research Center of Nutrition, Biotechnology and Food Safety (protocol code N3/2020 dated on 02/10/2020). The study period was from March 2020 to November 2023. Informed consent was obtained from all subjects involved in the study. The collected samples were analyzed in a de-identified manner in order to ensure the confidentiality of the participants.</p>
</sec>
<sec id="s2b"><label>2.2</label><title>Subjects and study design</title>
<p>The study included 189 Caucasian subjects [44 men (23&#x0025;), mean age 48&#x2009;&#x00B1;&#x2009;21 years, mean BMI 30.1&#x2009;&#x00B1;&#x2009;7.7&#x2005;kg/m<sup>2</sup>] stratified into groups based on age and body mass index (BMI) (<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B32">32</xref>). Due to the lack of published data, the preliminary sample size calculation was uninformative. As a result, as much as possible eligible participants were enrolled. 105 individuals were young (18&#x2013;45 years), of whom 57 were obese (BMI&#x2265;30&#x2005;kg/m<sup>2</sup>; Young Obese) and 48 were not obese (BMI 18.5&#x2013;29.9&#x2005;kg/m<sup>2</sup>; Young Control). 84 participants were older (60&#x2013;84 years), of whom 57 were obese (BMI&#x2265;30&#x2005;kg/m<sup>2</sup>; Older Obese) while the remaining 27 were non-obese (BMI 18.5&#x2013;29.9&#x2005;kg/m<sup>2</sup>; Older Control). Subjects aged 45&#x2013;60 years were not included in the study to make the differences between groups more prominent and to exclude overlap between groups. All participants underwent examination at the Nutrition Clinic of the Federal Research Centre for Nutrition, Biotechnology and Food Safety. The self-reported oral health data and dental care usage information were obtained through the completion of an electronic questionnaire, in which the participants were required to select the most appropriate answer option. The questionnaire included items on the presence of bruxism, bleeding on brushing, dentin hypersensitivity, use of dentures, and frequency of dental visits. Cardiovascular risk was calculated using the Systematic Coronary Risk Evaluation (SCORE) risk scales. The diabetes risk score of each individual was calculated by the Finnish Diabetes Risk Score (FINDRISC tool) (<xref ref-type="bibr" rid="B33">33</xref>). The flowchart illustrating the methodology for participant allocation, as well as the inclusion and exclusion criteria, is presented in <xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref>.</p>
<fig id="F1" position="float"><label>Figure 1</label>
<caption><p>Flowchart visualizing participant recruitment. A total of 189 participants were enrolled in the study. Individuals were stratified into age and weight-adjusted groups.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="froh-05-1488833-g001.tif"/>
</fig>
</sec>
<sec id="s2c"><label>2.3</label><title>Body composition measurements</title>
<p>Body weight and height were measured on a medical scale and stadiometer and performed as kg and m. BMI was calculated from weight and height using the BMI&#x2009;&#x003D;&#x2009;weight (kg)/Height<sup>2</sup> (m<sup>2</sup>) formula. Body fat mass (kg), muscle mass (kg), relative fat mass (&#x0025;) etc. were measured by bioimpedance analysis on InBody 770 analyzer (Inbody Co. Ltd, Republic of Korea). The patient is required to fasten for at least 4&#x2005;h in advance. In addition to the directly measured parameters, the fat-to-muscle ratio was calculated (<xref ref-type="bibr" rid="B34">34</xref>).</p>
</sec>
<sec id="s2d"><label>2.4</label><title>Glucose, lipid profile, and cytokines determinations</title>
<p>Venous blood was drawn by qualified medical personnel from each of the participants after overnight fasting from the antecubital vein using Vacutainer tubes (Unimed, Russia) for biochemical and enzyme-linked immunosorbent assay (ELISA) analysis of the serum. The results of the lipid profile (Triglycerides &#x2014; TG, HDL-c, LDL-c, VLDL-c, and total cholesterol &#x2014; TC), glucose, aspartate aminotransferase (AST), alanine aminotransferase (ALT), uric acid were provided by standard laboratory procedures on &#x00AB;KONELAB Prime 60i&#x00BB; Laboratory analyser (Thermo Fisher Scientific, USA). In addition to the directly measured parameters, we calculated the following additional indices: non-HDL, LDL/HDL ratio, TG/HDL ratio, TG/LDL ratio, and the atherogenic index (<xref ref-type="bibr" rid="B35">35</xref>&#x2013;<xref ref-type="bibr" rid="B37">37</xref>). Serum levels of Interleukin-1 beta (IL-1&#x03B2;), Interleukin 6 (IL-6), Tumor necrosis factor alpha (TNF-&#x03B1;) were detected using ELISA kits (Cloude-Clone Corp., China) following the manufacturer&#x0027;s instructions.</p>
</sec>
<sec id="s2e"><label>2.5</label><title>Oral samples collection</title>
<p>Oral samples were collected in the morning, at least 8&#x2005;h after the last tooth brushing and food/liquid intake. Participants were asked to rinse their mouths with clean and sterile water and waited for approximately 5&#x2005;min. Biofilm samples were collected from the outer surface of teeth and supragingival plaque for 30&#x2005;s using sterile cotton swabs. Cotton swabs were placed in one tube containing 1.5&#x2005;ml of phosphate-buffered saline (PBS) and mixed for 30&#x2005;s. Saliva samples were collected in sterile polypropylene tubes using the spitting method (3&#x2013;5&#x2005;ml over 3&#x2005;min) (<xref ref-type="bibr" rid="B38">38</xref>). Biofilm and saliva samples were pooled and stored at &#x2212;80&#x00B0;C until nucleic acid extraction was performed.</p>
</sec>
<sec id="s2f"><label>2.6</label><title>PCR analysis</title>
<p>DNA extraction was performed by the phenol-chloroform method using the Lira&#x2009;&#x002B;&#x2009;kit (Biolambix, Russia) according to the manufacturer&#x0027;s instructions. A Nanodrop 1,000 spectrophotometer (Thermo Fisher Scientific, Waltham, MA, USA) was used to assess both the purity of DNA (via absorption ratios of the extracts at A260/A280) and the quantity of DNA. Then, using the specific 16S rRNA primers described in <xref ref-type="table" rid="T1">Table&#x00A0;1</xref>, the analysis of microbiota (P<italic>. gingivalis, P. intermedia, A. actinomycetemcomitans, T. forsythia, T. denticola, and F. nucleatum</italic>) was examined by PCR (<xref ref-type="bibr" rid="B39">39</xref>).</p>
<table-wrap id="T1" position="float"><label>Table 1</label>
<caption><p>Oligonucleotides used for PCR analysis.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="left"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Bacterial species</th>
<th valign="top" align="center">Primers</th>
<th valign="top" align="center">Annealing temperature, &#x00B0;C</th>
<th valign="top" align="center">Product length, bp</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" rowspan="2"><italic>P. gingivalis</italic></td>
<td valign="top" align="left">for- <italic>AGGCAGCTTGCCATACTGCG</italic></td>
<td valign="top" align="center" rowspan="2">65</td>
<td valign="top" align="center" rowspan="2">404</td>
</tr>
<tr>
<td valign="top" align="left">rev- <italic>ACTGTTAGCAACTACCGATGT</italic></td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2"><italic>P. intermedia</italic></td>
<td valign="top" align="left">for- <italic>CGTGGACCAAAGATTCATCGGTGGA</italic></td>
<td valign="top" align="center" rowspan="2">64</td>
<td valign="top" align="center" rowspan="2">259</td>
</tr>
<tr>
<td valign="top" align="left">rev- <italic>CCGCTTTACTCCCCAACAAA</italic></td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2"><italic>A.actinomycetemcomitans</italic></td>
<td valign="top" align="left">for- <italic>GCTAATACCGCGTAGAGTCGG</italic></td>
<td valign="top" align="center" rowspan="2">68</td>
<td valign="top" align="center" rowspan="2">443</td>
</tr>
<tr>
<td valign="top" align="left">rev-<italic>ATTTCACACCTCACTTAAAGGT</italic></td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2"><italic>T. forsythia</italic></td>
<td valign="top" align="left">for- <italic>GCGTATGTAACCTGCCCGCA</italic></td>
<td valign="top" align="center" rowspan="2">60</td>
<td valign="top" align="center" rowspan="2">641</td>
</tr>
<tr>
<td valign="top" align="left">rev- <italic>TGCTTCAGTGTCAGTTATACCT</italic></td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2"><italic>T. denticola</italic></td>
<td valign="top" align="left">for- <italic>TAATACCGAATGTGCTCATTTACAT</italic></td>
<td valign="top" align="center" rowspan="2">60</td>
<td valign="top" align="center" rowspan="2">316</td>
</tr>
<tr>
<td valign="top" align="left">rev- <italic>TCAAAGAAGCATTCCCTCTTCTTCTTA</italic></td>
</tr>
<tr>
<td valign="top" align="left" rowspan="2"><italic>F. nucleatum</italic></td>
<td valign="top" align="left">for- <italic>AGAGTTTGATCCTGGCTCAG</italic></td>
<td valign="top" align="center" rowspan="2">60</td>
<td valign="top" align="center" rowspan="2">360</td>
</tr>
<tr>
<td valign="top" align="left">rev- <italic>GTCATCGTGCACACAGAATTGCTG</italic></td>
</tr>
</tbody>
</table>
</table-wrap>
<p>For PCR, the prepared reaction mixture was used with the 5&#x0425; qPCRmix-HS (Evrogen, Russia); amplification was performed using a BioRad iQ cycler (Bio-Rad, Hercules, CA, USA). The reaction pattern was as follows: primary denaturation at 95&#x00B0;C for 10&#x2005;min; denaturation at 95&#x00B0;C for 30&#x2005;s; primer annealing at 60&#x00B0;C&#x2013;68&#x00B0;C for 40&#x2005;s; elongation at 72&#x00B0;C for 45&#x2005;s (40 cycles). PCR products were separated by electrophoresis on 2&#x0025; agarose gel (<xref ref-type="fig" rid="F2">Figure&#x00A0;2</xref>) and analyzed with Gel Doc XP Workstation (Bio-Rad, USA). Due to the insufficient DNA concentration present in several of the analyzed samples, it was not possible to obtain PCR amplification results for all targeted bacteria (<italic>P. gingivalis n</italic> &#x003D; 182, <italic>P. intermedia n</italic> &#x003D; 182, <italic>A. actinomycetemcomitans n</italic> &#x003D; 175, <italic>T. forsythia n</italic> &#x003D; 176, <italic>T. denticola n</italic> &#x003D; 176, <italic>F. nucleatum n</italic> &#x003D; 176).</p>
<fig id="F2" position="float"><label>Figure 2</label>
<caption><p>Examples of amplification of species specific amplicons of periodontal pathogenic bacteria by PCR.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="froh-05-1488833-g002.tif"/>
</fig>
</sec>
<sec id="s2g"><label>2.7</label><title>Statistics analysis</title>
<p>The normal distribution of the data was assessed using the Kolmogorov-Smirnov test. A chi-square test was used to calculate the frequency distributions, and a non-parametric Mann&#x2013;Whitney <italic>U</italic>-test was used to calculate the differences in continuous variables between conception outcomes. Associations between the presence of periodontal bacteria in oral samples and the main characteristics of the participants, biochemical parameters, and calculated SCORE and FINDRISC indices were performed using Tau-b-Kendall&#x0027;s correlation analysis. A <italic>p</italic>-value of &#x003C;0.05 was considered to be statistically significant. IBM SPSS Statistics v22 (IBM Corp., Armonk, NY, USA) was used for all calculations. Set analysis and Venn diagram construction were performed using the InteractiVenn web tool (<xref ref-type="bibr" rid="B40">40</xref>).</p>
</sec>
</sec>
<sec id="s3" sec-type="results"><label>3</label><title>Results</title>
<sec id="s3a"><label>3.1</label><title>Clinical characteristics of the study groups</title>
<p>The analysis of demographics and chronic diseases prevalence was conducted. The findings of the comparative analysis by cohort are presented in <xref ref-type="table" rid="T2">Table&#x00A0;2</xref>. No significant gender differences were found. Furthermore, no notable age variance was observed between the two age groups. In contrast to the young control group, the young obese group had hypertension (63.1&#x0025;), dyslipidemia (38.5&#x0025;), and nonalcoholic fatty liver disease (NAFLD) (35.1&#x0025;) as significantly prevalent. Additionally, a modest increase in the prevalence of smoking was observed among individuals in the young obese group (35.0&#x0025; vs. 27.1&#x0025;). For older individuals, the differences in the prevalence of chronic diseases were considerably less pronounced. The Older Obese group included more participants with NAFLD and more smokers.</p>
<table-wrap id="T2" position="float"><label>Table 2</label>
<caption><p>The baseline characteristics of study groups (categorical parameters).</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Parameter</th>
<th valign="top" align="center" colspan="3">Young individuals</th>
<th valign="top" align="center" colspan="3">Older individuals</th>
<th valign="top" align="center" rowspan="2"><italic>p</italic> value<xref ref-type="table-fn" rid="table-fn1"><sup>a</sup></xref></th>
<th valign="top" align="center" rowspan="2"><italic>p</italic> value<xref ref-type="table-fn" rid="table-fn2"><sup>b</sup></xref></th>
</tr>
<tr>
<th valign="top" align="center">Young obese (<italic>n</italic>&#x2009;&#x003D;&#x2009;57)</th>
<th valign="top" align="center">Young control (<italic>n</italic>&#x2009;&#x003D;&#x2009;48)</th>
<th valign="top" align="center"><italic>p</italic> value</th>
<th valign="top" align="center">Older obese (<italic>n</italic>&#x2009;&#x003D;&#x2009;57)</th>
<th valign="top" align="center">Older control (<italic>n</italic>&#x2009;&#x003D;&#x2009;27)</th>
<th valign="top" align="center"><italic>p</italic> value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Gender, <italic>N</italic> (&#x0025;)</td>
<td valign="top" align="center">M&#x2014;18 (31.6)<break/>F&#x2014;39 (68.4)</td>
<td valign="top" align="center">M&#x2014;13 (27.1)<break/>F&#x2014;35 (72.9)</td>
<td valign="top" align="center">0.670</td>
<td valign="top" align="center">M&#x2014;10 (17.5)<break/>F&#x2014;47 (82.5)</td>
<td valign="top" align="center">M&#x2014;3 (11.1)<break/>F&#x2014;23 (88.9)</td>
<td valign="top" align="center">0.480</td>
<td valign="top" align="center">0.083</td>
<td valign="top" align="center">0.052</td>
</tr>
<tr>
<td valign="top" align="left">Age [years]</td>
<td valign="top" align="center">32 [28;39]</td>
<td valign="top" align="center">28 [26;34.7]</td>
<td valign="top" align="center">0.061</td>
<td valign="top" align="center">64 [62;67]</td>
<td valign="top" align="center">68 [62;74]</td>
<td valign="top" align="center">0.059</td>
<td valign="top" align="center"><bold>0</bold><bold>.</bold><bold>001</bold></td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
</tr>
<tr>
<td valign="top" align="left">Hypertension, <italic>N</italic> (&#x0025;)</td>
<td valign="top" align="center">36 (63.1)</td>
<td valign="top" align="center">0 (0)</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center">52 (91.2)</td>
<td valign="top" align="center">22 (81.4)</td>
<td valign="top" align="center">0.410</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
</tr>
<tr>
<td valign="top" align="left">Chronic heart failure, <italic>N</italic> (&#x0025;)</td>
<td valign="top" align="center">1 (1.7)</td>
<td valign="top" align="center">0 (0)</td>
<td valign="top" align="center">0.112</td>
<td valign="top" align="center">31 (54.4)</td>
<td valign="top" align="center">11 (40.7)</td>
<td valign="top" align="center">0.950</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
</tr>
<tr>
<td valign="top" align="left">Glucose Intolerance, <italic>N</italic> (&#x0025;)</td>
<td valign="top" align="center">8 (14)</td>
<td valign="top" align="center">1 (2.1)</td>
<td valign="top" align="center"><bold>0</bold>.<bold>018</bold></td>
<td valign="top" align="center">14 (24.5)</td>
<td valign="top" align="center">3 (11.1)</td>
<td valign="top" align="center">0.360</td>
<td valign="top" align="center">0.373</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
</tr>
<tr>
<td valign="top" align="left">Type 2 diabetes, <italic>N</italic> (&#x0025;)</td>
<td valign="top" align="center">4 (7.0)</td>
<td valign="top" align="center">0 (0)</td>
<td valign="top" align="center">0.74</td>
<td valign="top" align="center">13 (22.8)</td>
<td valign="top" align="center">4 (14.8)</td>
<td valign="top" align="center">0.600</td>
<td valign="top" align="center"><bold>0</bold>.<bold>006</bold></td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
</tr>
<tr>
<td valign="top" align="left">Dyslipidemia, <italic>N</italic> (&#x0025;)</td>
<td valign="top" align="center">22 (38.5)</td>
<td valign="top" align="center">0 (0&#x0025;)</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center">43 (75.4&#x0025;)</td>
<td valign="top" align="center">15 (55.5)</td>
<td valign="top" align="center">0.600</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
</tr>
<tr>
<td valign="top" align="left">NAFLD, <italic>N</italic> (&#x0025;)</td>
<td valign="top" align="center">20 (35.1)</td>
<td valign="top" align="center">0 (0)</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center">28 (49.2)</td>
<td valign="top" align="center">5 (18.5)</td>
<td valign="top" align="center"><bold>0</bold>.<bold>011</bold></td>
<td valign="top" align="center">0.239</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
</tr>
<tr>
<td valign="top" align="left">CAD, <italic>N</italic> (&#x0025;)</td>
<td valign="top" align="center">5 (8.7)</td>
<td valign="top" align="center">0 (0)</td>
<td valign="top" align="center"><bold>0</bold>.<bold>05</bold></td>
<td valign="top" align="center">19 (33.3)</td>
<td valign="top" align="center">8 (29.6)</td>
<td valign="top" align="center">0.450</td>
<td valign="top" align="center"><bold>0</bold>.<bold>004</bold></td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
</tr>
<tr>
<td valign="top" align="left">Current smoking, <italic>N</italic> (&#x0025;)</td>
<td valign="top" align="center">20 (35.0)</td>
<td valign="top" align="center">13 (27.1)</td>
<td valign="top" align="center"><bold>0</bold>.<bold>043</bold></td>
<td valign="top" align="center">10 (17.5&#x0025;)</td>
<td valign="top" align="center">2 (7.4&#x0025;)</td>
<td valign="top" align="center"><bold>0.045</bold></td>
<td valign="top" align="center">0.114</td>
<td valign="top" align="center">0.130</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn1a"><p><italic>p</italic> values &#x2264;0.05 are shown in bold.</p></fn>
<fn id="table-fn1"><label><sup>a</sup></label>
<p>Comparative analysis was conducted between the young obese and older obese groups.</p></fn>
<fn id="table-fn2"><label><sup>b</sup></label>
<p>Comparative analysis was conducted between the young control and older control groups.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>The findings indicated a correlation between elevated blood pressure levels and the presence of obesity among both younger and older participants. The data highlighted that blood pressure values (sBP, dBP, mBP) were dependent on obesity and age. Blood pressure was higher in both obese and older participants. However, the age of the participants appeared to exert a greater influence on blood pressure than BMI. The increase in age was generally characterized by an increase in fat, including visceral fat, and a decrease in muscle mass and basal metabolic rate. The data is presented in <xref ref-type="table" rid="T3">Table&#x00A0;3</xref>.</p>
<table-wrap id="T3" position="float"><label>Table 3</label>
<caption><p>The baseline characteristics of study groups (continuous parameters). Data are presented as median and interquartile range.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Parameter</th>
<th valign="top" align="center" colspan="3">Young individuals</th>
<th valign="top" align="center" colspan="3">Older individuals</th>
<th valign="top" align="center" rowspan="2"><italic>p</italic> value<xref ref-type="table-fn" rid="table-fn3"><sup>a</sup></xref></th>
<th valign="top" align="center" rowspan="2"><italic>p</italic> value<xref ref-type="table-fn" rid="table-fn4"><sup>b</sup></xref></th>
</tr>
<tr>
<th valign="top" align="center">Young obese (<italic>n</italic>&#x2009;&#x003D;&#x2009;57)</th>
<th valign="top" align="center">Young control (<italic>n</italic>&#x2009;&#x003D;&#x2009;48)</th>
<th valign="top" align="center"><italic>p</italic> value</th>
<th valign="top" align="center">Older obese (<italic>n</italic>&#x2009;&#x003D;&#x2009;57)</th>
<th valign="top" align="center">Older control (<italic>n</italic>&#x2009;&#x003D;&#x2009;27)</th>
<th valign="top" align="center"><italic>p</italic> value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">sBP, mmHg</td>
<td valign="top" align="center">125 [120;140]</td>
<td valign="top" align="center">120 [112;120]</td>
<td valign="top" align="center"><bold>0</bold><bold>.</bold><bold>001</bold></td>
<td valign="top" align="center">140 [130;150]</td>
<td valign="top" align="center">130 [130;140]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>023</bold></td>
<td valign="top" align="center"><bold>0</bold>.<bold>003</bold></td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
</tr>
<tr>
<td valign="top" align="left">dBP, mmHg</td>
<td valign="top" align="center">80 [80;90]</td>
<td valign="top" align="center">80 [70;80]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center">90 [80;90]</td>
<td valign="top" align="center">80 [80;90]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>008</bold></td>
<td valign="top" align="center"><bold>0</bold>.<bold>017</bold></td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
</tr>
<tr>
<td valign="top" align="left">mBP, mmHg</td>
<td valign="top" align="center">95.0 [93.3;106.7]</td>
<td valign="top" align="center">93.3 [87.5;93.3]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center">106.7 [96.7;111.6]</td>
<td valign="top" align="center">96.7 [93.3;106.7]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>015</bold></td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
</tr>
<tr>
<td valign="top" align="left">Height, cm</td>
<td valign="top" align="center">170 [165;178]</td>
<td valign="top" align="center">174 [167;180]</td>
<td valign="top" align="center">0.097</td>
<td valign="top" align="center">163 [157;168]</td>
<td valign="top" align="center">162 [159;167]</td>
<td valign="top" align="center">0.790</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
</tr>
<tr>
<td valign="top" align="left">Body weight, kg</td>
<td valign="top" align="center">102 [86.7;131.1]</td>
<td valign="top" align="center">65 [57.2;71.0]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center">100.0 [92;121.5]</td>
<td valign="top" align="center">70 [65;74]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center">0.258</td>
<td valign="top" align="center">0.080</td>
</tr>
<tr>
<td valign="top" align="left">BMI, kg/m<sup>2</sup></td>
<td valign="top" align="center">35.1 [31.2;42.1]</td>
<td valign="top" align="center">21.2 [20.0;22.9]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center">37.8 [34.5;43.6]</td>
<td valign="top" align="center">26.2 [24.6;28.4]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center">0.143</td>
<td valign="top" align="center">0.070</td>
</tr>
<tr>
<td valign="top" align="left">Fat mass, kg</td>
<td valign="top" align="center">42.2 [34.3;57.8</td>
<td valign="top" align="center">14.9 [11.9;19.0]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center">47.7 [41.1;57.4]</td>
<td valign="top" align="center">27.0 [23.6;30.2]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center">0.920</td>
<td valign="top" align="center"><bold>0</bold>.<bold>010</bold></td>
</tr>
<tr>
<td valign="top" align="left">Visceral adipose tissue area, cm<sup>2</sup></td>
<td valign="top" align="center">200.0 [166.3;238.7]</td>
<td valign="top" align="center">65.8 [51.1;84.2]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center">242.2 [211.5;266.5]</td>
<td valign="top" align="center">141.4 [125.6;155.9]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center"><bold>0</bold>.<bold>002</bold></td>
<td valign="top" align="center"><bold>0</bold>.<bold>010</bold></td>
</tr>
<tr>
<td valign="top" align="left">Muscle mass, kg</td>
<td valign="top" align="center">32.9 [27.9;40.7]</td>
<td valign="top" align="center">27.0 [23.0;31.6]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center">28.1 [25.6;32.1]</td>
<td valign="top" align="center">24.6 [22.2;25.7]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center">0.920</td>
<td valign="top" align="center"><bold>0</bold>.<bold>010</bold></td>
</tr>
<tr>
<td valign="top" align="left">Fat-to-muscle ratio</td>
<td valign="top" align="center">1.3 [1.0;1.6]</td>
<td valign="top" align="center">0.6 [0.4;0.7]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center">1.7 [1.4;1.9]</td>
<td valign="top" align="center">1.2 [1.0;1.3]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
</tr>
<tr>
<td valign="top" align="left">Total body water, L</td>
<td valign="top" align="center">45.2 [37.3;51.1]</td>
<td valign="top" align="center">36.6 [31.0;43.5]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center">37.2 [34.4;41.9]</td>
<td valign="top" align="center">32.8 [30.2&#x2009;&#x00B1;&#x2009;34.5]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center"><bold>0</bold>.<bold>005</bold></td>
</tr>
<tr>
<td valign="top" align="left">Basal metabolic Rate, kcal</td>
<td valign="top" align="center">1,629 [1,458;1,899]</td>
<td valign="top" align="center">1,485 [1,291;1,674]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center">1,464 [1,387;1,586]</td>
<td valign="top" align="center">1,332 [1,258;1,385]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center"><bold>0</bold>.<bold>010</bold></td>
<td valign="top" align="center"><bold>0</bold>.<bold>010</bold></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn3a"><p><italic>p</italic> values &#x2264;0.05 are shown in bold.</p></fn>
<fn id="table-fn3"><label><sup>a</sup></label>
<p>Comparative analysis was conducted between the young obese and older obese groups.</p></fn>
<fn id="table-fn4"><label><sup>b</sup></label>
<p>Comparative analysis was conducted between the young control and older control groups.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>Furthermore, significant differences were observed in biochemical parameters between the cohorts. The young obese group exhibited elevated alanine aminotransferase (ALT) values, although these remained within the normal range. Additionally, higher uric acid levels, along with altered lipid metabolism parameters [total cholesterol (TC), triglycerides (TG), and low-density lipoproteins (LDL)], and lower high-density lipoprotein (HDL) levels were observed. Among the elderly obese participants, a similar trend was noted, with elevated uric acid levels and reduced HDL concentrations in plasma. The appropriate cardiovascular risk assessment criteria were employed for the various age groups. It was found that obesity was a significant contributor to the observed increases in both cardiovascular risk (SCORE) and diabetes risk (FINDRISC) indexes. The Older Obese group was dominated by participants at moderate and high risk on the SCORE scale, while the Older Control group was dominated by participants at moderate risk. According to the FINDRISC scale, the young obese group had a higher proportion of moderate-risk individuals, while the young control group had a higher proportion of low-risk individuals; the obese older adults had a higher proportion of high-risk participants, while the non-obese group had a higher proportion of moderate-risk participants. The data is presented in <xref ref-type="table" rid="T4">Table&#x00A0;4</xref>.</p>
<table-wrap id="T4" position="float"><label>Table 4</label>
<caption><p>Comparison of biochemical parameters and CVD and diabetes risk indexes between the study groups. Data are presented as median and interquartile range.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Parameter</th>
<th valign="top" align="center" colspan="3">Young individuals</th>
<th valign="top" align="center" colspan="3">Older individuals</th>
<th valign="top" align="center" rowspan="2"><italic>p</italic> value<xref ref-type="table-fn" rid="table-fn5"><sup>a</sup></xref></th>
<th valign="top" align="center" rowspan="2"><italic>p</italic> value<xref ref-type="table-fn" rid="table-fn6"><sup>b</sup></xref></th>
</tr>
<tr>
<th valign="top" align="center">Young obese (<italic>n</italic>&#x2009;&#x003D;&#x2009;57)</th>
<th valign="top" align="center">Young control (<italic>n</italic>&#x2009;&#x003D;&#x2009;48)</th>
<th valign="top" align="center"><italic>p</italic> value</th>
<th valign="top" align="center">Older obese (<italic>n</italic>&#x2009;&#x003D;&#x2009;57)</th>
<th valign="top" align="center">Older control (<italic>n</italic>&#x2009;&#x003D;&#x2009;27)</th>
<th valign="top" align="center"><italic>p</italic> value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">AST, U/L</td>
<td valign="top" align="center">20.0 [17.7;30.4]</td>
<td valign="top" align="center">18.9 [16.5;20.8</td>
<td valign="top" align="center">0.100</td>
<td valign="top" align="center">21.5 [18.9;26.8]</td>
<td valign="top" align="center">26.5 [22.3;29.2]</td>
<td valign="top" align="center">0.100</td>
<td valign="top" align="center">0.312</td>
<td valign="top" align="center"><bold>0</bold><bold>.</bold><bold>050</bold></td>
</tr>
<tr>
<td valign="top" align="left">ALT, U/L</td>
<td valign="top" align="center">22.1 [18.0;39.5]</td>
<td valign="top" align="center">15.0 [12.0;20.0]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center">19.0 [15.5;25.0]</td>
<td valign="top" align="center">20.0 [14.5;27.2]</td>
<td valign="top" align="center">0.940</td>
<td valign="top" align="center"><bold>0</bold>.<bold>050</bold></td>
<td valign="top" align="center">0.104</td>
</tr>
<tr>
<td valign="top" align="left">Uric acid, &#x00B5;mol/L</td>
<td valign="top" align="center">353.1 [281.7;423.0]</td>
<td valign="top" align="center">263.8 [221.1;292.7]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center">376.5 [331.0;427.3]</td>
<td valign="top" align="center">271.9 [232.7;315.8]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center">0.218</td>
<td valign="top" align="center">0.536</td>
</tr>
<tr>
<td valign="top" align="left">Glucose, mmol/L</td>
<td valign="top" align="center">5.2 [4.6;5.4]</td>
<td valign="top" align="center">4.8 [4.6;5.0]</td>
<td valign="top" align="center">0.190</td>
<td valign="top" align="center">5.4 [4.8;6.0]</td>
<td valign="top" align="center">5.1 [4.8;5.5]</td>
<td valign="top" align="center">0.240</td>
<td valign="top" align="center"><bold>0</bold>.<bold>009</bold></td>
<td valign="top" align="center">0.070</td>
</tr>
<tr>
<td valign="top" align="left">TC, mmol/L</td>
<td valign="top" align="center">5.0 [4.2;5.6]</td>
<td valign="top" align="center">4.5 [4.1;5.0]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>044</bold></td>
<td valign="top" align="center">5.3 [4.4;6.2]</td>
<td valign="top" align="center">5.7 [4.5;6.5]</td>
<td valign="top" align="center">0.460</td>
<td valign="top" align="center">0.115</td>
<td valign="top" align="center"><bold>0</bold>.<bold>010</bold></td>
</tr>
<tr>
<td valign="top" align="left">TG, mmol/L</td>
<td valign="top" align="center">1.1 [0.8;1.5]</td>
<td valign="top" align="center">0.8 [0.6;1.0]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center">1.5 [1.1;2.1]</td>
<td valign="top" align="center">1.2 [1.0;1.7]</td>
<td valign="top" align="center">0.10</td>
<td valign="top" align="center"><bold>0</bold>.<bold>002</bold></td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
</tr>
<tr>
<td valign="top" align="left">LDL cholesterol, mmol/L</td>
<td valign="top" align="center">3.3 [2.7;3.9]</td>
<td valign="top" align="center">2.6 [2.4;3.1]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center">3.3 [2.5;4.2]</td>
<td valign="top" align="center">3.4 [2.5;4.3]</td>
<td valign="top" align="center">0.930</td>
<td valign="top" align="center">0.866</td>
<td valign="top" align="center"><bold>0</bold>.<bold>008</bold></td>
</tr>
<tr>
<td valign="top" align="left">HDL cholesterol, mmol/L</td>
<td valign="top" align="center">1.2 [0.9;1.3]</td>
<td valign="top" align="center">1.5 [1.2;1.7]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center">1.1 [1.0;1,4]</td>
<td valign="top" align="center">1.5 [1.3;1.7]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center">0.811</td>
<td valign="top" align="center">0.545</td>
</tr>
<tr>
<td valign="top" align="left">LDL/HDL ratio</td>
<td valign="top" align="center">0.4 [0.3;0.5]</td>
<td valign="top" align="center">0.6 [0.4;0.6]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center">0.4 [0.3;0.4]</td>
<td valign="top" align="center">0.4 [0.4;0.6]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>003</bold></td>
<td valign="top" align="center">0.782</td>
<td valign="top" align="center">0.056</td>
</tr>
<tr>
<td valign="top" align="left">Non-HDL mmol/L</td>
<td valign="top" align="center">3.8 [3.0;4.3]</td>
<td valign="top" align="center">3.1 [2.7;3.5]</td>
<td valign="top" align="center"><bold>0,001</bold></td>
<td valign="top" align="center">4.1 [3.2;5.0]</td>
<td valign="top" align="center">4.1 [3.0;4.7]</td>
<td valign="top" align="center">0.469</td>
<td valign="top" align="center">0.063</td>
<td valign="top" align="center"><bold>0.003</bold></td>
</tr>
<tr>
<td valign="top" align="left">TG/HDL ratio</td>
<td valign="top" align="center">1.0 [0.7;1.4]</td>
<td valign="top" align="center">0.6 [0.4;0.7]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center">1.3 [0.9;2.0]</td>
<td valign="top" align="center">0.9 [0.6;1.2]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>002</bold></td>
<td valign="top" align="center"><bold>0</bold>.<bold>007</bold></td>
<td valign="top" align="center"><bold>0</bold>.<bold>004</bold></td>
</tr>
<tr>
<td valign="top" align="left">TG/LDL ratio</td>
<td valign="top" align="center">0.4 [0.3;0.5]</td>
<td valign="top" align="center">0.3 [0.2;0.4]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>013</bold></td>
<td valign="top" align="center">0.5 [0.3;0.6]</td>
<td valign="top" align="center">0.4 [0.3;0.4]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>022</bold></td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center"><bold>0</bold>.<bold>015</bold></td>
</tr>
<tr>
<td valign="top" align="left">Atherogenic coefficient</td>
<td valign="top" align="center">3.2 [2.6;4.1]</td>
<td valign="top" align="center">2.1 [1.8;2.5]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center">3.5 [2.7;4.6]</td>
<td valign="top" align="center">2.7 [2.0;3.3]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>002</bold></td>
<td valign="top" align="center">0.143</td>
<td valign="top" align="center"><bold>0</bold>.<bold>017</bold></td>
</tr>
<tr>
<td valign="top" align="left">IL-1&#x03B2;, pg/ml</td>
<td valign="top" align="center">5.5 [4.5;8.5]</td>
<td valign="top" align="center">7.5 [4.7;10.2]</td>
<td valign="top" align="center">0.068</td>
<td valign="top" align="center">6.0 [5.0;8.0]</td>
<td valign="top" align="center">5.5 [5.0;7.5]</td>
<td valign="top" align="center">0.750</td>
<td valign="top" align="center">0.223</td>
<td valign="top" align="center">0.830</td>
</tr>
<tr>
<td valign="top" align="left">IL-6, pg/ml</td>
<td valign="top" align="center">1.6 [1.0;2.7]</td>
<td valign="top" align="center">2.0 [1.0; 3.2]</td>
<td valign="top" align="center">0.10</td>
<td valign="top" align="center">1.6 [1.0;2.0]</td>
<td valign="top" align="center">1.4 [1.0;2.2]</td>
<td valign="top" align="center">0.480</td>
<td valign="top" align="center">0.592</td>
<td valign="top" align="center">0.567</td>
</tr>
<tr>
<td valign="top" align="left">TNF-&#x03B1;, pg/ml</td>
<td valign="top" align="center">22.0 [14.0;29.0]</td>
<td valign="top" align="center">17.5 [12.0;27.2]</td>
<td valign="top" align="center">0.42</td>
<td valign="top" align="center">24.0 [15.5;27.5]</td>
<td valign="top" align="center">23.0 [13.0;25.5]</td>
<td valign="top" align="center">0.095</td>
<td valign="top" align="center">0.133</td>
<td valign="top" align="center">0.592</td>
</tr>
<tr>
<td valign="top" align="left">Relative CVD risk</td>
<td valign="top" align="center">2 [1;2]</td>
<td valign="top" align="center">1 [1;1]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">SCORE</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">4 [3;6]</td>
<td valign="top" align="center">3 [2;4]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">FINDRISC</td>
<td valign="top" align="center">11.0 [8;12.5]</td>
<td valign="top" align="center">3 [2;4]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center">16 [13;20]</td>
<td valign="top" align="center">11 [10;13.5]</td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
<td valign="top" align="center"><bold>0</bold>.<bold>001</bold></td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn5a"><p><italic>p</italic> values &#x2264;0.05 are shown in bold.</p></fn>
<fn id="table-fn5"><label><sup>a</sup></label>
<p>Comparative analysis was conducted between the young obese and older obese groups.</p></fn>
<fn id="table-fn6"><label><sup>b</sup></label>
<p>Comparative analysis was conducted between the young control and older control groups.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>A number of oral health parameters were evaluated using self-reported data, including the prevalence of bruxism, the incidence of bleeding on brushing, the prevalence of dentin hypersensitivity, the use of dentures, and the frequency of dental visits. No significant differences were identified between the groups of young individuals with and without obesity. However, a trend towards a decrease in the frequency of dental visits was observed in the young obese group. No differences were identified in the group of elderly participants. Conversely, an increase in the prevalence of bleeding on brushing, use of dentures, and frequency of dental visits was observed when comparing young and elderly individuals (<xref ref-type="table" rid="T5">Table 5</xref>).</p>
<table-wrap id="T5" position="float"><label>Table 5</label>
<caption><p>Comparison of several dental self-reported parameters between the study groups.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Parameter</th>
<th valign="top" align="center" colspan="3">Young individuals</th>
<th valign="top" align="center" colspan="3">Older individuals</th>
<th valign="top" align="center" rowspan="2"><italic>p</italic> value<xref ref-type="table-fn" rid="table-fn7"><sup>a</sup></xref></th>
<th valign="top" align="center" rowspan="2"><italic>p</italic> value<xref ref-type="table-fn" rid="table-fn8"><sup>b</sup></xref></th>
</tr>
<tr>
<th valign="top" align="center">Young obese (<italic>n</italic>&#x2009;&#x003D;&#x2009;57)</th>
<th valign="top" align="center">Young control (<italic>n</italic>&#x2009;&#x003D;&#x2009;48)</th>
<th valign="top" align="center"><italic>p</italic> value</th>
<th valign="top" align="center">Older obese (<italic>n</italic>&#x2009;&#x003D;&#x2009;57)</th>
<th valign="top" align="center">Older control (<italic>n</italic>&#x2009;&#x003D;&#x2009;27)</th>
<th valign="top" align="center"><italic>p</italic> value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Bruxism, <italic>N</italic> (&#x0025;)</td>
<td valign="top" align="center">8 (14.0)</td>
<td valign="top" align="center">5 (10.4)</td>
<td valign="top" align="center">0.710</td>
<td valign="top" align="center">9 (15.7)</td>
<td valign="top" align="center">4 (14.8)</td>
<td valign="top" align="center">0.760</td>
<td valign="top" align="center">0.960</td>
<td valign="top" align="center">0.940</td>
</tr>
<tr>
<td valign="top" align="left">Bleeding on brushing, <italic>N</italic> (&#x0025;)</td>
<td valign="top" align="center">18 (31.5)</td>
<td valign="top" align="center">13 (27.1)</td>
<td valign="top" align="center">0.580</td>
<td valign="top" align="center">31 (54.3)</td>
<td valign="top" align="center">12 (44.4)</td>
<td valign="top" align="center">0.560</td>
<td valign="top" align="center"><bold>0</bold><bold>.</bold><bold>030</bold></td>
<td valign="top" align="center">0.070</td>
</tr>
<tr>
<td valign="top" align="left">Dentin hypersensitivity <italic>N</italic> (&#x0025;)</td>
<td valign="top" align="center">18 (31.5)</td>
<td valign="top" align="center">18 (37.5)</td>
<td valign="top" align="center">0,540</td>
<td valign="top" align="center">20 (35.1)</td>
<td valign="top" align="center">9 (33.3)</td>
<td valign="top" align="center">0.920</td>
<td valign="top" align="center">0.750</td>
<td valign="top" align="center">0.790</td>
</tr>
<tr>
<td valign="top" align="left">Use of dentures <italic>N</italic> (&#x0025;)</td>
<td valign="top" align="center">4 (7.1)</td>
<td valign="top" align="center">3 (6.2)</td>
<td valign="top" align="center">0,320</td>
<td valign="top" align="center">31 (54.3)</td>
<td valign="top" align="center">18 (66.7)</td>
<td valign="top" align="center">0.720</td>
<td valign="top" align="center"><bold>0</bold>.<bold>010</bold></td>
<td valign="top" align="center"><bold>0</bold>.<bold>010</bold></td>
</tr>
<tr>
<td valign="top" align="left" colspan="9">Dental visits, <italic>N</italic> (&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left">Every 6 month</td>
<td valign="top" align="center">10 (17.5)</td>
<td valign="top" align="center">11 (22.9)</td>
<td valign="top" align="center" rowspan="4">0.080</td>
<td valign="top" align="center">3 (5.3)</td>
<td valign="top" align="center">3 (11.1)</td>
<td valign="top" align="center" rowspan="4">0.240</td>
<td valign="top" align="center" rowspan="4"><bold>0</bold>.<bold>030</bold></td>
<td valign="top" align="center" rowspan="4"><bold>0</bold>.<bold>020</bold></td>
</tr>
<tr>
<td valign="top" align="left">Every 1 year</td>
<td valign="top" align="center">14 (24.6)</td>
<td valign="top" align="center">19 (39.6)</td>
<td valign="top" align="center">11 (19.3)</td>
<td valign="top" align="center">11 (40.7)</td>
</tr>
<tr>
<td valign="top" align="left">Every 2&#x2013;3 years</td>
<td valign="top" align="center">25 (43.9)</td>
<td valign="top" align="center">13 (27.1)</td>
<td valign="top" align="center">21 (36.8)</td>
<td valign="top" align="center">6 (22.2)</td>
</tr>
<tr>
<td valign="top" align="left">Every 3&#x2009;&#x002B;&#x2009;years</td>
<td valign="top" align="center">8 (14.0)</td>
<td valign="top" align="center">5 (10.4)</td>
<td valign="top" align="center">22 (38.5)</td>
<td valign="top" align="center">7 (26.0)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn7a"><p><italic>p</italic> values &#x2264;0.05 are shown in bold.</p></fn>
<fn id="table-fn7"><label><sup>a</sup></label>
<p>Comparative analysis was conducted between the young obese and older obese groups.</p></fn>
<fn id="table-fn8"><label><sup>b</sup></label>
<p>Comparative analysis was conducted between the young control and older control groups.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3b"><label>3.2</label><title>The prevalence of the periodontal pathogens in the study groups</title>
<p>The prevalence of periodontal pathogens among participants was investigated using polymerase chain reaction (PCR) analysis. The overall prevalence of periodontal pathogens in the study population was 33.0&#x0025; for <italic>P. gingivalis</italic>, 47.8&#x0025; for <italic>P. intermedia</italic>, 63.4&#x0025; for <italic>A. actinomycetemcomitans</italic>, 46.6&#x0025; for <italic>T. forsythia</italic>, 46.6&#x0025; for <italic>T. denticola</italic>, and 89.2&#x0025; for <italic>F. nucleatum</italic> (<xref ref-type="fig" rid="F3">Figure&#x00A0;3A</xref>). The gender differences were only confirmed for T. denticola (<xref ref-type="fig" rid="F3">Figure&#x00A0;3B</xref>). This species was more prevalent in males (60.0&#x0025; vs. 42.3&#x0025;, <italic>p</italic>&#x2009;&#x003D;&#x2009;0.047). The prevalence of <italic>P. gingivalis</italic> did not differ significantly between the young obese and young control groups (16.4&#x0025; vs. 15.2&#x0025; <italic>p</italic>&#x2009;&#x003D;&#x2009;0.635). However, in older adults with obesity, the prevalence tended to be higher compared to non-obese individuals (60.0&#x0025; vs. 40.0&#x0025;, <italic>p</italic>&#x2009;&#x003D;&#x2009;0.084). The data revealed a significant effect of age on the prevalence of this species. Significant differences were observed in the prevalence of <italic>P. intermedia</italic> among younger participants, with a greater proportion in obese individuals (49.1&#x0025; vs. 26.1&#x0025;, <italic>p</italic>&#x2009;&#x003D;&#x2009;0.019). However, no differences were observed between the older age groups (58.9&#x0025; vs. 60.0&#x0025;, <italic>p</italic>&#x2009;&#x003D;&#x2009;0.928). <italic>A. actinomycetemcomitans</italic> was detected to be more prevalent among the older cohort of obese participants than in non-obese participants (78.6&#x0025; vs. 46.2&#x0025;. <italic>p</italic>&#x2009;&#x003D;&#x2009;0.004). <italic>T. forsythia</italic> was found to tend to be more common in young obese subjects, while no significant difference was identified. The occurrence of <italic>T. denticola</italic> exhibited a stronger correlation with age than BMI. The prevalence was 50.0&#x0025; and 22.7&#x0025; (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.007) for the Young Obese and Young Control groups and 67.9&#x0025; and 34.6&#x0025; (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.005) for the Older Obese and Older control groups, respectively. <italic>F. nucleatum</italic> was identified in nearly all the samples and was found to be independent of weight or age (<xref ref-type="fig" rid="F3">Figure&#x00A0;3C</xref>).</p>
<fig id="F3" position="float"><label>Figure 3</label>
<caption><p>The relative prevalence of major periodontal pathogens among all participants <bold>(A)</bold> compared by gender <bold>(B)</bold> and in the study groups <bold>(C)</bold> correlations between periodontal pathogens and age, gender, and BMI <bold>(D)</bold> correlation analysis for interbacterial associations <bold>(E)</bold> the Venn diagram is based on the analysis of the concordance of the prevalence of five microorganisms in the overall population <bold>(F)</bold> &#x002A; <italic>p</italic>&#x2009;&#x2264;&#x2009;0.05; &#x002A;&#x002A; <italic>p</italic>&#x2009;&#x2264;&#x2009;0.01.</p></caption>
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</fig>
<p>Furthermore, a set analysis was conducted to evaluate the prevalence of five specific microorganisms (<italic>P. gingivalis</italic>, <italic>P. intermedia</italic>, <italic>A. actinomycetemcomitans</italic>, <italic>T. forsythia</italic>, and <italic>T. denticola</italic>) within the entire population. The presence of five bacteria was identified in 13 (6.8&#x0025;) participants. At the same time, a single bacterium was identified in the samples of 1, 8, 16, 12, and 5 participants, respectively (<xref ref-type="fig" rid="F3">Figure&#x00A0;3F</xref>). All 6 bacteria were found in 12 (6.3&#x0025;) participants, while none of the bacteria were identified in 16 (8.5&#x0025;). The results of the correlation analysis indicated the presence of notable interactions between the species <italic>P. gingivalis</italic> and <italic>P. intermedia</italic>, as well as between <italic>T. forsythia</italic> and <italic>T. denticola</italic>. <italic>P. intermedia</italic> is associated with <italic>T. denticola</italic>, and <italic>A. actinomycetemcomitans</italic> is associated with <italic>T. denticola</italic> as well. Additionally, there is a notable correlation between <italic>T. forsythia</italic> and <italic>F. nucleatum</italic> (<xref ref-type="fig" rid="F3">Figure&#x00A0;3E</xref>).</p>
</sec>
<sec id="s3c"><label>3.3</label><title>The relationship between periodontal pathogens and CVD risk factors</title>
<p>This study examined the link between periodontal pathogens and major risk factors for cardiovascular disease. A comparison of participants with and without periodontal pathogens revealed significant differences (<xref ref-type="fig" rid="F4">Figure&#x00A0;4</xref>). The group of young obese individuals exhibited the highest number of parameters indicative of exposure to bacteria. Specifically, individuals with detected <italic>P. gingivalis</italic> demonstrated higher sBP (140 [137;146]&#x2005;mmHg vs. 120 [117;140], <italic>p</italic>&#x2009;&#x003D;&#x2009;0.001&#x2005;mmHg, dBP 90 [85;93]&#x2005;mmHg vs. 82 [80;85]&#x2005;mmHg, <italic>p</italic>&#x2009;&#x003D;&#x2009;0.005 and MBP 107 [101;111]&#x2005;mmHg vs. 93 [90;102]&#x2005;mmHg, <italic>p</italic>&#x2009;&#x003D;&#x2009;0.002). The results demonstrated that <italic>P. intermedia</italic> was associated with lower HDL levels [0.98 [0.89;1.25] mmol/L vs. 1.34 [1.1;1.5] mmol/L, <italic>p</italic>&#x2009;&#x003D;&#x2009;0.001] and higher LDL/HDL ratios [3.2 [2.5;4.1] vs. 2.5 [1.9;3.3], <italic>p</italic>&#x2009;&#x003D;&#x2009;0.029] and atherogenic index [3.4 [2.9;4.5] vs. 2.9 [2.1;3.6], <italic>p</italic>&#x2009;&#x003D;&#x2009;0.047]. The presence of <italic>T. forsythia</italic> was associated with elevated triglyceride levels [1.2 [1.0;1.7] mmol/L vs. 1.0 [0.8;1.3] mmol/L, <italic>p</italic>&#x2009;&#x003D;&#x2009;0.028] and an increased atherogenic index [3.7 [2.7;4.3] vs. 2.9 [3.4;2.7], <italic>p</italic>&#x2009;&#x003D;&#x2009;0.036]. A positive link was observed between the presence of <italic>T. denticola</italic> and the Relative CVD risk (2.1&#x2009;&#x00B1;&#x2009;0.7 vs. 1.7&#x2009;&#x00B1;&#x2009;0.7, <italic>p</italic>&#x2009;&#x003D;&#x2009;0.031). Furthermore, in the young control group, <italic>P. intermedia</italic> was associated with higher LDL [2.9 [2.5;3.6] mmol/L vs. 2.5 [2.3;2.8] mmol/L, <italic>p</italic>&#x2009;&#x003D;&#x2009;0.039] and FINDRISC score [4 [3;6] vs. 3 [2;4], <italic>p</italic>&#x2009;&#x003D;&#x2009;0.043], although overall these values remained within the normal range. The prevalence of <italic>T. forsythia</italic> among older control participants was associated with higher body weight [72 [70;77] kg vs. 66 [59;72] kg, <italic>p</italic>&#x2009;&#x003D;&#x2009;0.048], but not with BMI (<xref ref-type="fig" rid="F4">Figure&#x00A0;4</xref>).</p>
<fig id="F4" position="float"><label>Figure 4</label>
<caption><p>Effects of the presence of periodontal bacteria on blood pressure, lipid metabolism, body weight, and CVD risk (relative CVD risk, SCORE) and FINDRISC scores in the study groups. Data are presented as median and interquartile range. &#x002A; <italic>p</italic>&#x2009;&#x2264;&#x2009;0.05; &#x002A;&#x002A; <italic>p</italic>&#x2009;&#x2264;&#x2009;0.01.</p></caption>
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</fig>
<p>The Tau-b-Kendall&#x0027;s correlation analysis was also conducted in order to identify some potential associations between periodontal pathogens and risk factors among all study participants (<xref ref-type="fig" rid="F5">Figures&#x00A0;5A,B</xref>). Among all established diagnoses, only <italic>P. gingivalis</italic> was found to be significantly associated with hypertension and <italic>T. forsythia</italic> with NAFLD. A positive correlation was observed between <italic>T. denticola</italic> and smoking status. As observed in the young obese cohort, <italic>P. gingivalis</italic> was found to be correlated with all blood pressure parameters. Additionally, <italic>P. intermedia</italic> was associated with elevated sBP and mBP among all participants. The presence of <italic>P. intermedia</italic> and <italic>T. denticola</italic> was connected with higher SCORE in the younger cohort, whereas only <italic>T. denticola</italic> was linked to raised SCORE in the older group. Furthermore, a positive correlation was also indicated between FINDRISC and the presence of <italic>P. gingivalis, P. intermedia, A. actinomycetemcomitans</italic> and <italic>T. denticola</italic>. A positive correlation between periodontal bacteria and body composition parameters, particularly body weight, fat mass, and visceral fat area was also revealed. The strongest correlation with these parameters was observed for <italic>T. denticola.</italic> However, it is noteworthy that muscle mass and basal metabolic rate were also high. The presence of periodontal pathogens was also related to higher serum levels of TC, LDL, TG, glucose and lower levels of HDL and the LDL/HDL ratio in general. <italic>P. gingivalis</italic> was positively associated with TC, TG, and LDL. <italic>T. forsythia</italic> was associated only with LDL, while <italic>T. denticola</italic> was linked to TG. At the same time, <italic>T. forsythia</italic> and <italic>T. denticola</italic> were linked to elevated glucose levels. Additionally, higher uric acid levels were correlated with the presence of <italic>A. actinomycetemcomitans</italic> and <italic>T. denticola</italic>. Proinflammatory cytokine levels were not significantly associated with any periodontal pathogen in our study.</p>
<fig id="F5" position="float"><label>Figure 5</label>
<caption><p>The Tay-b-kendall&#x0027;s correlation analysis was conducted to investigate the associations between periodontal pathogens and baseline participant characteristics <bold>(A)</bold> and biochemical parameters <bold>(B)</bold> among all study participants. &#x002A; <italic>p</italic>&#x2009;&#x2264;&#x2009;0.05; &#x002A;&#x002A; <italic>p</italic>&#x2009;&#x2264;&#x2009;0.01.</p></caption>
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</sec>
</sec>
<sec id="s4" sec-type="discussion"><label>4</label><title>Discussion</title>
<p>The oral microbiome is the second largest in terms of species and total number of microorganisms after the intestinal microbiome (<xref ref-type="bibr" rid="B41">41</xref>). A number of opportunistic bacteria are responsible for the development of such widespread diseases as periodontitis and caries, and can have a systemic effect on the body (<xref ref-type="bibr" rid="B21">21</xref>). The objective of this study was to assess the prevalence of six major periodontal pathogens according to age (young/old), gender, and obesity. In addition to the impact of microorganisms on CVD risk factors, including smoking, obesity, lipid and carbohydrate metabolism indicators, and SCORE and FINDRISC scales.</p>
<p>Overall, our findings indicate that both age and obesity are associated with a higher prevalence of periodontal pathogens. Specifically, <italic>P. gingivalis</italic> was more prevalent in obese and elderly individuals, while no significant difference was observed among young individuals. The prevalence of <italic>P. intermedia</italic> was higher in the young obese subjects compared to the control young group, while <italic>A. actinomycetemcomitans</italic> was more prevalent in the elderly obese subjects compared to the elderly non-obese. The prevalence of <italic>T. denticola</italic> was dependent on the BMI, as observed in both young and old individuals. A gender difference was found only for <italic>T. denticola</italic>, which was more frequent in males. The study demonstrated a comparable prevalence of <italic>P. gingivalis</italic> and <italic>P. intermedia</italic>.</p>
<p>&#x00A0;According to the literature, the incidence of <italic>A. actinomycetemcomitans</italic>, <italic>F. nucleatum</italic>, and <italic>T. forsythia</italic> was markedly diminished in patients without type 2 diabetes. Furthermore, <italic>P. gingivalis</italic> was identified with greater frequency in overweight patients with type 2 diabetes mellitus (<xref ref-type="bibr" rid="B42">42</xref>). Another study revealed that adults over the age of 35 exhibited a higher prevalence of <italic>A. actinomycetemcomitans</italic>, whereas <italic>T. forsythia</italic> was more prevalent in younger adults. In addition, the prevalence of <italic>T. denticola</italic> differed by gender among the various bacterial species, with a higher prevalence observed in men (<xref ref-type="bibr" rid="B43">43</xref>). A study conducted in the Middle East and North African population without advanced periodontitis revealed a higher prevalence of <italic>P. gingivalis</italic> and <italic>P. intermedia</italic>, and a lower prevalence of <italic>A. actinomycetemcomitans</italic>. There was a statistically significant association between <italic>P. gingivalis</italic> and <italic>A. actinomycetemcomitans</italic>. There was no reliable correlation between <italic>P. intermedia</italic> and <italic>A. actinomycetemcomitans</italic> (<xref ref-type="bibr" rid="B44">44</xref>)<italic>.</italic> In individuals from the Slovak population with periodontitis, a higher prevalence of <italic>T. denticola</italic>, <italic>P. gingivalis</italic>, <italic>T. forsythia</italic>, and <italic>A. actinomycetemcomitans</italic> was observed, with <italic>P. gingivalis</italic> being present in 100&#x0025; of cases (<xref ref-type="bibr" rid="B45">45</xref>). It is noteworthy that another study identified a marginally lower overall prevalence of <italic>P. gingivalis</italic> and an inverse correlation with age, in addition to demonstrating the influence of ethnicity (<xref ref-type="bibr" rid="B46">46</xref>). The principal mechanism that may be accountable for the observed increase in the prevalence of oral diseases and the invasion of pathogenic microorganisms with age may be a reduction in the activity of innate immunity (<xref ref-type="bibr" rid="B47">47</xref>). Gender differences in the prevalence of oral microorganisms may be attributed to a number of factors, including a tendency for men to exhibit poorer oral hygiene and less frequent dental visits, as well as the potential influence of hormonal levels (<xref ref-type="bibr" rid="B48">48</xref>, <xref ref-type="bibr" rid="B49">49</xref>). Furthermore, a notable correlation was identified between smoking status and the presence of <italic>T. denticola</italic> in the general population. The extant literature is inconclusive, with one study of 60 individuals indicating that smoking was associated with a higher prevalence of <italic>T. denticola</italic> and also with a suppressed inflammatory response (<xref ref-type="bibr" rid="B50">50</xref>). The findings of another study examining the effects of electronic cigarettes did not indicate a similar correlation (<xref ref-type="bibr" rid="B51">51</xref>).</p>
<p>The interaction of microorganisms with each other in the composition of coaggregates or biofilms plays a crucial role in providing their pathogenic effect (<xref ref-type="bibr" rid="B52">52</xref>). Moreover, opportunistic pathogens may be present in healthy individuals with intact periodontium (<xref ref-type="bibr" rid="B53">53</xref>). This study showed a correlation between the presence of periodontal pathogens. <italic>P. gingivalis</italic> was more frequently observed in the presence of <italic>P. intermedia</italic> and <italic>T. denticola</italic>. Similarly, <italic>P. intermedia</italic> and <italic>A. actinomycetemcomitans</italic> were more often detected in the oral cavity alongside <italic>T. denticola</italic>, while <italic>T. forsythia</italic> and <italic>F. nucleatum</italic> were commonly found together. A recent study showed that co-occurrence patterns may vary depending on the presence and severity of oral disease. For example, in individuals with healthy periodontium, <italic>P. gingivalis</italic> was more likely to co-occur with <italic>P. intermedia</italic>, whereas in periodontitis, <italic>P. gingivalis</italic> was associated with <italic>T. denticola</italic> and <italic>T. forsythia</italic>. <italic>T. forsythia</italic> was also found together with <italic>F. nucleatum</italic> (<xref ref-type="bibr" rid="B54">54</xref>). Furthermore, <italic>Fusobacteria</italic>, including <italic>F. nucleatum</italic>, are thought to bind early and late colonizers in dental plaque. The expression of galactose-specific lectin allows it to bind to <italic>P. gingivalis</italic> (<xref ref-type="bibr" rid="B55">55</xref>). Other studies have found that <italic>P. gingivalis</italic> stimulates the growth of <italic>T. denticola</italic> through the production of isobutyric acid, folate, and glycine. In turn, <italic>T. denticola</italic> produces succinic acid, which serves to enhance the growth of <italic>P. gingivalis</italic> (<xref ref-type="bibr" rid="B56">56</xref>, <xref ref-type="bibr" rid="B57">57</xref>).</p>
<p>This study examined the relationship between the presence of periodontal pathogens and hypertension. The most significant association was found between hypertension and <italic>P. gingivalis</italic>, both at the level of diagnosis and at the level of sBP, dBP and mBP. Notably, when the study groups were considered, the difference was significant only in young adults with obesity. A positive correlation between high blood pressure and the presence of <italic>P. intermedia</italic> and <italic>T. denticola</italic> also found in the general population. It is established that the oral microbiome exerts an influence on blood pressure via its capacity to serve as an autonomous source of nitric oxide (NO), operating independently of the nitric oxide synthase (NOS) pathway (<xref ref-type="bibr" rid="B58">58</xref>). A variety of bacterial species are capable of producing nitric oxide in the oral cavity (<xref ref-type="bibr" rid="B59">59</xref>). The most extensively researched factor contributing to the maintenance of normal blood pressure is a relatively high level of <italic>Neisseria subflava</italic> and <italic>Corynebacterium durum</italic> in saliva. A notable decline in concentration was observed in individuals with hypertension (<xref ref-type="bibr" rid="B60">60</xref>, <xref ref-type="bibr" rid="B61">61</xref>). A study of 653 participants demonstrated an association between elevated levels of the periodontal pathogens <italic>P. gingivalis</italic>, <italic>T. forsythia</italic>, <italic>A. actinomycetemcomitans</italic>, <italic>T. denticola</italic> and hypertension (<xref ref-type="bibr" rid="B62">62</xref>). Nevertheless, the precise mechanisms by which these bacteria may affect vascular tone remain unclear. A study conducted on C57BL/6J mice demonstrated that <italic>P. gingivalis</italic> may facilitate a reduction in angiotensin II levels (<xref ref-type="bibr" rid="B63">63</xref>).</p>
<p>The study did not reveal any notable correlation between the prevalence of periodontal pathogens and the incidence of obesity in the examined groups. Nevertheless, in the overall population, the most notable discrepancy was observed with the presence of <italic>T. denticola</italic>. Individuals who had this species exhibited differences in greater body weight, BMI, visceral fat area and a higher fat/muscle ratio. Furthermore, the findings indicated a correlation between <italic>P. intermedia</italic> and elevated BMI and fat mass across the entire study population. Data on the relationship between periodontal bacterial overgrowth and obesity are controversial. A recent study demonstrated a correlation between the presence of <italic>A. actinomycetemcomitans</italic> and obesity, with <italic>T. forsythia</italic> and <italic>T. denticola</italic> also identified in overweight individuals. In contrast, <italic>P. gingivalis</italic> and <italic>F. nucleatum</italic> were observed exclusively in those with a normal weight (<xref ref-type="bibr" rid="B64">64</xref>). Moreover, evidence suggests an association between an increased prevalence of <italic>F. nucleatum</italic> and <italic>P. intermedia</italic> in obese patients with periodontitis compared to those with a healthy metabolic profile (<xref ref-type="bibr" rid="B65">65</xref>). A study of 695 subjects demonstrated a correlation between the overgrowth of <italic>T. forsythia</italic> and the prevalence of overweight and obesity in individuals with a healthy periodontium (<xref ref-type="bibr" rid="B66">66</xref>). In another study, <italic>T. forsythia</italic> was demonstrated to be a contributing factor in the formation of a yellow coating on the tongue and to enhance the perception of taste for fatty foods (<xref ref-type="bibr" rid="B67">67</xref>).</p>
<p>A correlation was identified between lipid metabolism parameters and the presence of specific oral microorganisms, including <italic>P. gingivalis</italic>, <italic>P. intermedia</italic>, <italic>T. forsythia</italic> and <italic>T. denticola</italic>. It is noteworthy that the most significant differences were observed among the young obese group. Thus, HDL levels were found to be lower in individuals positive for <italic>P. intermedia</italic>, and the presence of <italic>T. forsythia</italic> was associated with higher LDL levels. In the overall population, serum concentrations of TC, LDL, and TG were found to positively correlate with the presence of <italic>P. gingivalis</italic>. Furthermore, a significant positive association was identified between <italic>T. denticola</italic> and TG levels (<xref ref-type="fig" rid="F6">Figure&#x00A0;6</xref>). A meta-analysis comprising 29 studies demonstrated a connection between periodontitis and dyslipidemia. In particular, TC, LDL, and TG levels were significantly elevated in individuals with periodontitis, while HDL levels were reduced (<xref ref-type="bibr" rid="B68">68</xref>). Simultaneously, it was demonstrated that patients affected with periodontitis and dyslipidemia exhibited elevated incidences of bleeding on probing (BOP) and clinical attachment loss (CAL) (<xref ref-type="bibr" rid="B69">69</xref>). In an <italic>in vivo</italic> model of periodontitis induced by <italic>A. actinomycetemcomitans</italic> and <italic>P. gingivalis</italic>, it was demonstrated that a high-fat diet-induced dyslipidemia was associated with a notable elevation in systemic inflammation and bone loss (<xref ref-type="bibr" rid="B70">70</xref>). Another study in apolipoprotein E-deficient (ApoE<sup>&#x2212;/&#x2212;</sup>) mice showed that dyslipidemia impairs the innate immune response to <italic>P. gingivalis</italic> challenge, which may contribute to the increased activity of this species (<xref ref-type="bibr" rid="B71">71</xref>). Moreover, the combination of hyperlipidemia and periodontitis, but not only periodontitis, can lead to the development of atherosclerosis (<xref ref-type="bibr" rid="B72">72</xref>). A recent study has shown that periodontal metabolic parameters can serve as biomarkers for lipid and carbohydrate metabolism disorders in overweight and obese individuals (<xref ref-type="bibr" rid="B73">73</xref>). Furthermore, evidence indicates that <italic>P. gingivalis</italic> is associated with increased oxidative stress and lipid peroxidation, particularly in LDL (<xref ref-type="bibr" rid="B74">74</xref>). It is noteworthy that the administration of statins and fibrates for the treatment of dyslipidemia has been observed to diminish the likelihood of developing chronic periodontitis (<xref ref-type="bibr" rid="B75">75</xref>, <xref ref-type="bibr" rid="B76">76</xref>). In a separate study, treatment with atorvastatin or simvastatin was observed to result in a reduction in the concentration of proinflammatory markers in the blood (IL-6, CRP, TNF-&#x03B1;), as well as a decrease in periodontal indices (<xref ref-type="bibr" rid="B77">77</xref>, <xref ref-type="bibr" rid="B78">78</xref>). A recent study demonstrated that enhanced oral hygiene and concomitant reductions in the levels of <italic>P. gingivalis</italic>, <italic>T. denticola</italic>, and <italic>T. forsythia</italic> led to improvements in the hyperglycemic status of patients with T2DM, especially younger patients (<xref ref-type="bibr" rid="B79">79</xref>). Observed data are not able to clarify the cause-effect connections: either the dislipidemia causes the oral biota changes or periodontitis leads to dyslipidemia or even both blood lipids changes and oral pathogens growth are co-founders and caused by poor diet. Nevertheless, the link between them is well established. Furthermore, a potential covariation exists between the prevalence of periodontal pathogens and obesity, given that obesity is a well-established risk factor for CVDs (<xref ref-type="bibr" rid="B80">80</xref>, <xref ref-type="bibr" rid="B81">81</xref>). Further research in this field may encompass additional investigations into the prevalence of periodontal pathogens across diverse age groups and ethnicities, as well as larger-scale studies. It is also crucial to examine interspecies bacterial interactions within the oral cavity, employing both relative and absolute quantification techniques. Furthermore, the potential mechanisms by which pathogenic microorganisms may exert adverse effects on overall health and well-being warrant investigation, including the utilization of biomarkers such as lipopolysaccharides (LPS), antibodies to periodontal pathogens, and an expanded panel of cytokines and adipokines. Further investigation is necessary to determine the causal relationships between oral microbiome dysbiosis and systemic diseases.</p>
<fig id="F6" position="float"><label>Figure 6</label>
<caption><p>The relationships between periodontal pathogenic bacteria and factors such as age, obesity, hypertension, dyslipidemia and CVD risk are examined. Furthermore, the primary correlations between bacteria are presented.</p></caption>
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<sec id="s5"><label>5</label><title>Study limitations</title>
<p>This study did not examine in detail the presence of oral diseases such as caries or periodontitis, nor did it take into consideration of common periodontal indices such as periodontal pocket depth (PPD) and bleeding on probing (BOP), etc. This limitation is due to the therapeutic profile of the Nutrition Clinic of the Federal Research Center for Nutrition, Biotechnology and Food Safety. The objective of this study was to examine the presence of selected periodontal pathogens. However, the aim was not to quantify them. In addition, the insufficient number of men did not allow for gender-adjusted intergroup analysis.</p>
</sec>
<sec id="s6" sec-type="conclusions"><label>6</label><title>Conclusion</title>
<p>The findings of this study underscore the significance of investigating the oral microbiome in the context of both oral health and systemic diseases, particularly concerning the correlation between periodontal pathogens and disorders such as obesity, dyslipidaemia, and hypertension. Another point of further research is the potential exists for obesity to serve as a connecting factor between oral dysbiosis and risk factors for CVDs. The high prevalence of these pathogens, including in young adults, underscores the potential benefits of preventive measures and early intervention. The plethora of studies revealing the systemic impact of periodontal disease highlights the necessity for prevention strategies to prioritise young adults, who are at a pivotal stage in establishing lifelong oral health habits. The collaboration between physicians and dentists is crucial in addressing these interconnected health issues. Medical professionals need to work together to ensure comprehensive care, recognizing that oral health is intrinsically linked to overall health. By integrating dental evaluations into routine medical check-ups, particularly for at-risk populations such as those with obesity or cardiovascular risk factors, healthcare providers can better manage and prevent the systemic effects of periodontal pathogens. This interdisciplinary approach is essential for mitigating the broader health implications of oral diseases and improving patient outcomes across the lifespan.</p>
</sec>
</body>
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<sec id="s7" sec-type="data-availability"><title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/Supplementary Material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s8" sec-type="ethics-statement"><title>Ethics statement</title>
<p>The studies involving humans were approved by Local Ethics Committee of the Federal Research Center of Nutrition, Biotechnology and Food Safety. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="s9" sec-type="author-contributions"><title>Author contributions</title>
<p>GL: Conceptualization, Formal Analysis, Investigation, Methodology, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. YV: Conceptualization, Formal Analysis, Writing &#x2013; review &#x0026; editing. EL: Validation, Writing &#x2013; review &#x0026; editing. AV: Conceptualization, Writing &#x2013; review &#x0026; editing. OV: Methodology, Writing &#x2013; review &#x0026; editing. TK: Methodology, Writing &#x2013; review &#x0026; editing. DN: Project administration, Resources, Supervision, Writing &#x2013; review &#x0026; editing. AS: Conceptualization, Data curation, Funding acquisition, Project administration, Supervision, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec id="s10" sec-type="funding-information"><title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This research was funded by the Russian Science Foundation, grant number 22-15-00252, <ext-link ext-link-type="uri" xlink:href="https://www.rscf.ru/en/project/22-15-00252/">https://www.rscf.ru/en/project/22-15-00252/</ext-link> (accessed on 16 August 2024).</p>
</sec>
<ack><title>Acknowledgments</title>
<p>The authors acknowledge the BioRender team for providing the artwork creation online service (BioRender.com).</p>
</ack>
<sec id="s11" sec-type="COI-statement"><title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s12" sec-type="disclaimer"><title>Publisher&#x0027;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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