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<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="review-article">
<front>
<journal-meta>
<journal-id journal-id-type="nlm-ta">Explor Immunol</journal-id>
<journal-id journal-id-type="publisher-id">EI</journal-id>
<journal-title-group>
<journal-title>Exploration of Immunology</journal-title>
</journal-title-group>
<issn pub-type="epub">2768-6655</issn>
<publisher>
<publisher-name>Open Exploration Publishing</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.37349/ei.2025.1003223</article-id>
<article-id pub-id-type="manuscript">1003223</article-id>
<article-categories>
<subj-group>
<subject>Review</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Translating the vaginal microbial landscape: a connecting link between bacterial vaginosis and preeclampsia</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-6987-4724</contrib-id>
<name>
<surname>Gajjar</surname>
<given-names>Devanshi</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/investigation/">Investigation</role>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing—original draft</role>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing—review &amp; editing</role>
<role content-type="https://credit.niso.org/contributor-roles/validation/">Validation</role>
<xref ref-type="aff" rid="I1" />
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-1547-2193</contrib-id>
<name>
<surname>Seshadri</surname>
<given-names>Sriram</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
<role content-type="https://credit.niso.org/contributor-roles/validation/">Validation</role>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing—review &amp; editing</role>
<role content-type="https://credit.niso.org/contributor-roles/supervision/">Supervision</role>
<xref ref-type="aff" rid="I1" />
<xref ref-type="corresp" rid="cor1">
<sup>*</sup>
</xref>
</contrib>
<contrib contrib-type="editor">
<name>
<surname>Zhong</surname>
<given-names>Jixin</given-names>
</name>
<role>Academic Editor</role>
<aff>Tongji Hospital, China</aff>
</contrib>
</contrib-group>
<aff id="I1">Institute of Science, Nirma University, Ahmedabad 382481, Gujarat, India</aff>
<author-notes>
<corresp id="cor1">
<bold>
<sup>*</sup>Correspondence:</bold> Sriram Seshadri, Institute of Science, Nirma University, Ahmedabad 382481, Gujarat, India. <email>sriram.seshadri@nirmauni.ac.in</email></corresp>
</author-notes>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<pub-date pub-type="epub">
<day>24</day>
<month>10</month>
<year>2025</year>
</pub-date>
<volume>5</volume>
<elocation-id>1003223</elocation-id>
<history>
<date date-type="received">
<day>26</day>
<month>05</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>11</day>
<month>10</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>© The Author(s) 2025.</copyright-statement>
<license xlink:href="https://creativecommons.org/licenses/by/4.0/">
<license-p>This is an Open Access article licensed under a Creative Commons Attribution 4.0 International License (<ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link>), which permits unrestricted use, sharing, adaptation, distribution and reproduction in any medium or format, for any purpose, even commercially, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.</license-p>
</license>
</permissions>
<abstract>
<p id="absp-1">The human vaginal microbiome plays a pivotal role in maintaining female reproductive health through its <italic>Lactobacillus</italic>-dominated microbial ecology. These bacteria contribute to the acidic pH of the vagina by producing lactic acid, ultimately preventing the colonization of pathogens. Additionally, they produce bacteriocins and hydrogen peroxide, which are detrimental to other microorganisms. Human vaginal microbiota is subjected to alterations with advancement in age, hormonal status, puberty, menstruation cycle, pregnancy and gestation, vaginal tract diseases, exposure to antibiotics, etc. Diet, lifestyle factors, obesity, and gestational diabetes are also reported to cause a shift in vaginal microbiota. This review thoroughly illustrates the perpetually changing dynamics of vaginal microbiota throughout women’s lives, as well as focuses on the impact of dysbiosis in bacterial vaginosis. More emphasis is given on immunological changes observed during bacterial vaginosis, mainly IL-1β, and its involvement in the development of preeclampsia. Thereby, this review highlights a mechanistic link between lower genital tract disease, bacterial vaginosis, and a hypertensive disorder of pregnancy, preeclampsia, via IL-1β–ROR-γt–Th17 axis, which is regulated by vitamin D, with a suggestion on how shifts in vaginal microbial community may pose a risk for preeclampsia.</p>
</abstract>
<kwd-group>
<kwd>vaginal microbiome</kwd>
<kwd>bacterial vaginosis</kwd>
<kwd>preeclampsia</kwd>
<kwd>immune response</kwd>
<kwd>pregnancy</kwd>
<kwd>vitamin D</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<sec id="t1-1">
<title>The feminine frontier: understanding the vaginal microbial landscape</title>
<sec id="t1-1-1">
<title>Vaginal microbiome dominated by <italic>Lactobacillus</italic>: healthy status of the vaginal tract</title>
<p id="p-1">Ravel et al. [<xref ref-type="bibr" rid="B1">1</xref>] demonstrated an exhaustive analysis of the diversity of the vaginal microbiome of women belonging to different ethnicities, such as White, Black, Asian, and Hispanic. Vaginal microbiome can be classified as five community state types (CSTs), i.e., CST-I to CST-V. Among these five, CST-I, -II, -III, and -V are dominated by <italic>L. crispatus</italic>, <italic>L. gasseri</italic>, <italic>L. iners</italic>, and <italic>L. jensenii</italic>, respectively. While CST-IV is the most diverse range of microbiome containing community, which is not usually rich in <italic>Lactobacillus</italic> species<italic>.</italic> CST-IV is a shelter for certain anaerobic bacterial populations, including <italic>Prevotella</italic>, <italic>Gardnerella</italic>, <italic>Atopobium</italic>, <italic>Megasphaera</italic>, <italic>Dialiste</italic>r, <italic>Eggerthella</italic>, <italic>Mobiluncus</italic>, <italic>Peptoniphilus</italic>, <italic>Finegoldia</italic>, and <italic>Sneathia</italic> [<xref ref-type="bibr" rid="B1">1</xref>]. Vaginal microflora dominated by <italic>Lactobacillus</italic> acquires natural protection against opportunistic pathogens. The details of how <italic>Lactobacillus</italic> are involved in protecting the vaginal environment are illustrated in <xref ref-type="table" rid="t1">Table 1</xref>.</p>
<table-wrap id="t1">
<label>Table 1</label>
<caption>
<p id="t1-p-1">
<bold>Mode of action of <italic>Lactobacillus</italic> in protecting the vaginal environment.</bold>
</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th>
<bold>Mechanism</bold> </th>
<th>
<bold>Description</bold>
</th>
<th>
<bold>Example</bold>
</th>
<th>
<bold>Reference</bold>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<bold>Hydrogen peroxide production</bold>
</td>
<td>H<sub>2</sub>O<sub>2</sub> is a potent antimicrobial oxidizing agent, toxic to catalase-negative microorganisms. It also promotes immune tolerance and prevents overgrowth of harmful bacteria, especially during pregnancy.</td>
<td>94% of <italic>L. jensenii</italic> and 95% of <italic>L. crispatus</italic> produce H<sub>2</sub>O<sub>2.</sub> <italic>L. fermentum</italic> and <italic>L. acidophilus</italic> also produce H<sub>2</sub>O<sub>2</sub> and protect against BV in pregnancy.</td>
<td>[<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B3">3</xref>]</td>
</tr>
<tr>
<td>
<bold>Acidic pH</bold>
</td>
<td>
<italic>Lactobacillus</italic> spp., ferment glycogen, which is present in the vaginal epithelial cell, and produce <italic>D-</italic> and <italic>L-</italic>lactic acid, keeping the pH of the vaginal environment &lt; 4.5, which is detrimental to certain pathogens.</td>
<td>
<italic>L. crispatus</italic>, <italic>L. jensenii</italic>, <italic>L. gasseri</italic> </td>
<td>[<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B4">4</xref>–<xref ref-type="bibr" rid="B7">7</xref>]</td>
</tr>
<tr>
<td>
<bold>Bacteriocin production</bold>
</td>
<td>Bacteriocins are anti-microbial peptides produced by <italic>Lactobacillus</italic> that can hinder cell wall synthesis, nuclease activity, and inhibit spore formation, leading to the death of the pathogen.</td>
<td>
<italic>L. salivarius</italic> CRL 1328 inhibits <italic>N. gonorrhoeae</italic>, <italic>Enterococcus faecalis.</italic><break /><italic>L. fermentum</italic> 123 against several Gram-positive, Gram-negative bacteria, and <italic>Candida</italic> spp.</td>
<td>[<xref ref-type="bibr" rid="B8">8</xref>–<xref ref-type="bibr" rid="B10">10</xref>]</td>
</tr>
<tr>
<td>
<bold>Adherence &amp; co-aggregation</bold>
</td>
<td>
<italic>Lactobacilli</italic> bind to epithelial cell surfaces and block receptor sites needed by pathogen colonization. They also co-aggregate with pathogens, depriving them of nutrition and forming an inhibitory barrier.</td>
<td>Co-aggregation is reported with <italic>G. vaginalis</italic>, <italic>Candida albicans</italic>, and <italic>E. coli</italic>.</td>
<td>[<xref ref-type="bibr" rid="B10">10</xref>–<xref ref-type="bibr" rid="B14">14</xref>]</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p id="t1-fn-1">BV: bacterial vaginosis.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="t1-1-2">
<title>An ever-changing microbial ecosystem: factors affecting vaginal microflora diversity</title>
<sec id="t1-1-2-1">
<title>Age</title>
<p id="p-2">The composition of the vaginal microbiome changes throughout a woman’s lifespan, majorly affected by hormonal changes. In childhood, the vaginal environment is more alkaline and populated by anaerobic and skin-associated bacteria such as <italic>E. coli</italic>, <italic>Mycoplasma</italic>, and coagulase-negative <italic>Staphylococci</italic>. Puberty results in shoot in estrogenic levels, which is responsible for thickening of vaginal epithelium and an increase in glycogen availability, ultimately promoting the growth of <italic>Lactobacillus</italic> species, although some anaerobes like <italic>Prevotella</italic> and <italic>Atopobium</italic> may also be present [<xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B16">16</xref>]. During reproductive years, women have a microbiome dominated by <italic>Lactobacillus</italic>, while others may have lower <italic>Lactobacillus</italic> levels. As women enter menopause, estrogenic levels drop, leading to reduced <italic>Lactobacillus</italic> abundance, increased vaginal pH, and a shift toward more diverse, <italic>Lactobacillus</italic>-depleted microbial communities [<xref ref-type="bibr" rid="B17">17</xref>, <xref ref-type="bibr" rid="B18">18</xref>]. This shift is often associated with conditions such as vulvovaginal atrophy (VVA), where studies have shown a strong link between VVA and dominance of CST-IV-A microbiomes. Hormone replacement therapy (HRT) has been shown to partially reverse these changes, increasing glycogen levels and supporting <italic>Lactobacillus</italic> growth. Research indicates that women using HRT tend to have improved vaginal microbial profiles and reduced symptoms associated with estrogenic decline [<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B20">20</xref>].</p>
</sec>
<sec id="t1-1-2-2">
<title>Menstrual cycle</title>
<p id="p-3">Menstrual cycle causes alterations in the vaginal microbiota, particularly during menstruation, where an increase in microbial diversity and a decrease in <italic>Lactobacillus</italic> abundance has been observed [<xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B22">22</xref>]. Studies have shown that during menses, <italic>G. vaginalis</italic> and <italic>L. iners</italic> tend to increase, while <italic>L. crispatus</italic> and <italic>L. jensenii</italic> decrease in relative abundance. These changes return to normal following menstruation [<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B24">24</xref>]. The luteal phase, with elevated estrogenic and progesterone levels, is associated with greater microbial stability and a return to <italic>Lactobacillus</italic>-dominant communities [<xref ref-type="bibr" rid="B17">17</xref>]. This pattern supports the notion that hormonal fluctuations, particularly the drop in estrogen during menses, contribute to microbiome fluctuation. However, findings are not entirely consistent. A study by Chaban et al. [<xref ref-type="bibr" rid="B21">21</xref>], which tracked women over a single menstrual cycle, reported minimal changes in microbial composition, though limited sample collection during menstruation may have influenced the results. Larger, longitudinal studies are needed to clarify the extent and patterns of menstrual cycle-related microbial shifts.</p>
</sec>
<sec id="t1-1-2-3">
<title>Pregnancy</title>
<p id="p-4">The pregnancy period has been reported to present a more stable and less diverse vaginal microbiome consortium, which is dominated by one or two species of <italic>Lactobacillus</italic> [<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B26">26</xref>]. Alhabardi et al. [<xref ref-type="bibr" rid="B27">27</xref>] explored vaginal CST in pregnant women. Pregnant women showed significantly lower abundance of CST-IV compared to non-pregnant women. The majority of pregnant women exhibited CST-I and -III [<xref ref-type="bibr" rid="B27">27</xref>]. Another study supporting these findings has been reported by MacIntyre et al. [<xref ref-type="bibr" rid="B28">28</xref>] in a British women’s cohort. It demonstrated that postpartum caused a diverse shift in vaginal microbiota with less abundance of <italic>Lactobacillus.</italic> A large population of African American women showed that postpartum-induced microbial alterations happen regardless of ethnicity [<xref ref-type="bibr" rid="B27">27</xref>]. Future insights with exhaustive research are required to understand the ethnically diverse population and their vaginal microbiome’s alterations during pregnancy.</p>
</sec>
<sec id="t1-1-2-4">
<title>Ethnicity</title>
<p id="p-5">Numerous studies have reported that the vaginal microbiome of North American, Chinese, Japanese, and European women is rich in <italic>Lactobacillus</italic> spp. [<xref ref-type="bibr" rid="B29">29</xref>–<xref ref-type="bibr" rid="B32">32</xref>]. While African American ethnicity presents vaginal microbiome with depleted abundance of <italic>Lactobacillus</italic> [<xref ref-type="bibr" rid="B29">29</xref>]<italic>.</italic> It has been reported that Black women harbour a vaginal microbiome of CST-IV four times than that seen in Caucasian women. <italic>Lactobacillus</italic> abundance is seen to be less common in Black women than their Caucasian counterparts [<xref ref-type="bibr" rid="B31">31</xref>]. As mentioned earlier, <italic>Lactobacillus</italic> dominant CST-I, -II, -III, and -V are seen in Asian and American women, while Hispanic and Black women reported to have CST-IV with higher levels of pathogenic bacteria [<xref ref-type="bibr" rid="B1">1</xref>].</p>
</sec>
<sec id="t1-1-2-5">
<title>Diet</title>
<p id="p-6">One of the crucial factors affecting the population of the vaginal microbiome is diet. A diet rich in carbohydrates results in high levels of glycogen, which is a sole nutritional requirement of lactic acid bacteria. Thus, these carbohydrate-rich diets promote the growth of <italic>Lactobacillus</italic> [<xref ref-type="bibr" rid="B33">33</xref>]<italic>.</italic> Insufficient intake of vitamin A, C, D, E, and β-carotene, as well as calcium, has been reported to be associated with increased risk of bacterial vaginosis (BV) [<xref ref-type="bibr" rid="B34">34</xref>–<xref ref-type="bibr" rid="B36">36</xref>]. Fat rich diets are also linked with a higher risk of BV. On the other hand, vitamin E, folate, and calcium supplementation reduce the chances of BV infection [<xref ref-type="bibr" rid="B37">37</xref>, <xref ref-type="bibr" rid="B38">38</xref>].</p>
</sec>
<sec id="t1-1-2-6">
<title>Body mass index and exercise</title>
<p id="p-7">High-intensity workouts have been shown to affect the vaginal microbiota. It increases the alpha diversity and resembles the profiles of CST-IV [<xref ref-type="bibr" rid="B22">22</xref>]. Obese women with a high body mass index (BMI) ratio presented a lower abundance of <italic>Lactobacillus</italic> with elevated pro-inflammatory cytokines when compared to their healthy counterparts [<xref ref-type="bibr" rid="B39">39</xref>]. Lower BMI upon bariatric surgery resulted in a significant increase in <italic>Lactobacillus</italic> within six months of the surgery [<xref ref-type="bibr" rid="B40">40</xref>].</p>
</sec>
<sec id="t1-1-2-7">
<title>Stress</title>
<p id="p-8">Chronic stress can activate the hypothalamic-pituitary-adrenal (HPA) axis, leading to elevated levels of cortisol that can suppress immune function and disrupt vaginal microbial homeostasis by reducing <italic>Lactobacillus</italic> abundance [<xref ref-type="bibr" rid="B41">41</xref>]. This stress-induced dysbiosis has been linked with increased risk of BV and preterm birth. Multiple studies have demonstrated that stress is an independent risk factor for BV. Culhane et al. [<xref ref-type="bibr" rid="B42">42</xref>] found that pregnant women experiencing moderate to high stress measured using the Cohen Perceived Stress Scale were over twice as likely to have BV compared to those with low stress levels. Furthermore, racial differences in BV prevalence have been associated with differential exposure to chronic stress, with Black women reporting higher stress levels and significantly increased rates of BV compared to White women [<xref ref-type="bibr" rid="B43">43</xref>].</p>
<p id="p-9">The factors influencing the vaginal microbiota diversity, such as age, menstrual cycle, pregnancy, ethnicity, diet, BMI and exercise, and stress, are illustrated in <xref ref-type="fig" rid="fig1">Figure 1</xref>.</p>
<fig id="fig1" position="float">
<label>Figure 1</label>
<caption>
<p id="fig1-p-1">
<bold>Factors influencing vaginal microflora.</bold> BMI: body mass index.</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="ei-05-1003223-g001.tif" />
</fig>
</sec>
</sec>
<sec id="t1-1-3">
<title>Vaginal microbiota dysbiosis</title>
<p id="p-10">Alteration in the diversity of normal vaginal ecology is termed “vaginal dysbiosis”, which can result in adverse outcomes. Dysbiotic state exhibits a reduction in the CST-I, -II, -III, and -V, which are dominated by <italic>Lactobacillus</italic> and show an increase in bacterial population belonging to CST-IV, which contains <italic>Prevotella, Gardnerella</italic>, <italic>Atopobium</italic>, <italic>Mobiluncus</italic>, etc<italic>.</italic> These bacteria can further initiate a cascade of inflammatory reactions, inducing local and systemic inflammation [<xref ref-type="bibr" rid="B1">1</xref>].</p>
</sec>
</sec>
<sec id="t1-2">
<title>Bacterial vaginosis: a gynaecological disease from an immunological perspective</title>
<p id="p-11">BV is a polymicrobial disease seen in women of childbearing age. It can either be symptomatic or asymptomatic, and women with BV experience discomfort, itching, vaginal discharge, malodour from the vagina, burning sensation, and an increased pH of the vaginal environment. BV is characterised by the shift of vaginal microbiome from <italic>Lactobacillus</italic>-dominated CST to the CST-IV with reduced count of <italic>Lactobacillus</italic> along with the presence of opportunistic anaerobic pathogens [<xref ref-type="bibr" rid="B44">44</xref>]. The most prevalent bacterial species associated with BV are <italic>G. vaginalis</italic>, <italic>Prevotella</italic>, <italic>Mobiluncus</italic>, <italic>Sneathia</italic>, <italic>Atopobium</italic>, <italic>Peptostreptococcus</italic>, and <italic>Bacteroidetes</italic>. Previously, BV was referred to as <italic>Haemophilus vaginalis,</italic> but it was later found that this bacterium did not belong to the genus <italic>Haemophilus</italic> and was then renamed as <italic>G. vaginalis</italic>.</p>
<p id="p-12">Clinically, BV is diagnosed based on Amsel’s criteria. According to this method, there should at least be three of the following symptoms in the sample: vaginal discharge with basic pH, i.e., pH &gt; 4.5, discharge, release of fishy smell upon addition of potassium hydroxide (KOH) solution to vaginal discharge, and presence of squamous epithelial cells coated with bacterial cells [<xref ref-type="bibr" rid="B45">45</xref>]. Another method for BV diagnosis is based on the Nugent score system. This method implies microscopical examination of vaginal discharge for the presence of Gram-negative bacteria. Nugent scores 0–3 are considered normal samples, scores 4–6 are intermediate, while scores 7–10 are considered as BV [<xref ref-type="bibr" rid="B46">46</xref>]. One of the most widely reported bacteria causing BV is <italic>G. vaginalis,</italic> which plays a crucial pathogenic role in the pathogenesis of BV via contributing to pro-inflammatory characteristics, biofilm formation, competition with other host microbiota, and virulence factors. It belongs to the genus <italic>Gardnerella</italic> of the family <italic>Bifidobacteriaceae</italic>. They are rod-shaped, non-motile, and are Gram-variable [<xref ref-type="bibr" rid="B47">47</xref>]. <italic>G. vaginalis</italic> has virulence factors like vaginolysin and adhesins. Vaginolysin shows cytolytic activities on red blood cells and then thrives on them for nutrition [<xref ref-type="bibr" rid="B48">48</xref>]. <italic>G. vaginalis</italic> also forms biofilms that provide a favourable environment for other pathogens and lead to antibiotic resistance with persistent infections [<xref ref-type="bibr" rid="B48">48</xref>].</p>
<p id="p-13">Vaginal swabs of BV patients have shown an increased level of pro-inflammatory cytokines, including interleukin-6 (IL-6), IL-8, IL-1β, and IL-1α [<xref ref-type="bibr" rid="B49">49</xref>]. The mechanistic link between <italic>G. vaginalis</italic> and immune activation has been studied. In THP-1 monocytes and human macrophages, exposure to <italic>G. vaginalis</italic> showed a significant upregulation of nucleotide-binding domain, leucin-rich containing family, pyrin domain containing 3 (<italic>NLRP3</italic>). This <italic>NLRP3</italic> inflammasome further cleaves pro-IL-1β into IL-1β, which is an indicator of pro-inflammatory cascade initiation. Another study has also reported the significantly elevated levels of IL-1β correlated with higher neutrophil count in BV patients when compared to their healthy counterparts [<xref ref-type="bibr" rid="B50">50</xref>]. The molBV, a diagnostic tool that uses 16s rRNA gene sequencing for BV diagnosis, showed increased levels of IL-1β, and an increased ratio of IL-1β/IP-10 cytokine is associated with clearance of high-risk human papillomavirus (HR-HPV). This study proved that <italic>L. iners</italic> is associated with pro-inflammatory characteristics related to BV [<xref ref-type="bibr" rid="B51">51</xref>]. Women with BV are also reported to have significantly higher amounts of not just IL-1β but also of tumor necrosis factor-α (TNF-α) and IL-6 [<xref ref-type="bibr" rid="B52">52</xref>, <xref ref-type="bibr" rid="B53">53</xref>]. Conclusively, it can be said that the BV condition leads to an inflammatory milieu with an elevation in the levels of IL-1β, TNF-α, and IL-6 via the formation of the <italic>NLRP3</italic> inflammasome.</p>
</sec>
<sec id="t1-3">
<title>Vaginal microbiota dysbiosis in pregnancy complications</title>
<p id="p-14">Impact and association of fluctuations in vaginal ecology have been studied in various complications related to pregnancy, such as miscarriage, recurrent miscarriage, premature birth, gestational diabetes, preterm premature rupture of membrane, and preeclampsia (PE). <xref ref-type="table" rid="t2">Table 2</xref> describes vaginal microflora diversity associated with these diseases.</p>
<table-wrap id="t2">
<label>Table 2</label>
<caption>
<p id="t2-p-1">
<bold>Vaginal microflora dysbiosis in various pregnancy complications.</bold>
</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th>Pregnancy complications</th>
<th>Vaginal microflora dysbiosis</th>
<th>References</th>
</tr>
</thead>
<tbody>
<tr>
<td>Miscarriage</td>
<td>Low abundance of <italic>Lactobacillus</italic> but elevation in <italic>L. iners</italic>, high levels of <italic>B. plebeius</italic>, <italic>G. vaginalis</italic>, <italic>M. girerdii</italic>, and increased diversity of CST-IV</td>
<td>[<xref ref-type="bibr" rid="B54">54</xref>–<xref ref-type="bibr" rid="B57">57</xref>]</td>
</tr>
<tr>
<td>Recurrent miscarriage</td>
<td>Decreased abundance of <italic>Lactobacillus</italic>, high abundance of <italic>Prevotella</italic>, <italic>Gardnerella, Pseudomonas</italic>, family <italic>Ruminococcaceae</italic>, <italic>Anaerococcus</italic></td>
<td>[<xref ref-type="bibr" rid="B58">58</xref>–<xref ref-type="bibr" rid="B60">60</xref>]</td>
</tr>
<tr>
<td>Preterm birth</td>
<td>Low abundance of <italic>Lactobacillus,</italic> high abundance of <italic>G. vaginalis</italic>, increased diversity of CST-IV with <italic>L. iners</italic> dominance, high levels of <italic>S. amnii</italic>, <italic>Prevotella</italic>, <italic>Atopobium vaginane</italic>, <italic>Megasphaera</italic></td>
<td>[<xref ref-type="bibr" rid="B61">61</xref>–<xref ref-type="bibr" rid="B64">64</xref>]</td>
</tr>
<tr>
<td>Gestational diabetes</td>
<td>Higher abundance of <italic>Bacteroidetes</italic>, <italic>Veillonella</italic>, <italic>Klebsiella</italic>, <italic>Escherichia-Shigella</italic>, <italic>Enterobacter</italic>, <italic>Enterococcus</italic>, high levels of fungal flora like <italic>Candida</italic> and <italic>Saccharomyces</italic></td>
<td>[<xref ref-type="bibr" rid="B65">65</xref>, <xref ref-type="bibr" rid="B66">66</xref>]</td>
</tr>
<tr>
<td>Preterm premature rupture of membrane</td>
<td>
<italic>L. iners</italic>, <italic>U. parvum</italic>, <italic>P. bivia</italic>, <italic>P. timonensis</italic>, <italic>G. vaginalis</italic> positively associated</td>
<td>[<xref ref-type="bibr" rid="B67">67</xref>]</td>
</tr>
<tr>
<td>Preeclampsia</td>
<td>High abundance of <italic>Prevotella bivia</italic></td>
<td>[<xref ref-type="bibr" rid="B68">68</xref>]</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p id="t2-fn-1">CST: community state type.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p id="p-15">This review discusses one of the pregnancy complications, PE, and its correlation with BV. The review describes how BV and its immune consequences affect an individual during pregnancy, eventually setting an alarm for early development and/or aggravation of PE (<xref ref-type="table" rid="t2">Table 2</xref>).</p>
<sec id="t1-3-1">
<title>Preeclampsia: at the crossroads of maternal health</title>
<p id="p-16">PE is considered a hypertensive disorder of pregnancy that is one of the most common gynaecological disorders. Globally, PE negatively impacts approximately 2–8% of pregnancies, leading to fetal and maternal morbidity as well as mortality. This disorder is usually seen after 20 weeks of gestation and is characterised by hypertension (&gt; 140/90 mmHg) and the presence of proteins in urine referred to as proteinuria (&gt; 300 mg/24 h) [<xref ref-type="bibr" rid="B45">45</xref>, <xref ref-type="bibr" rid="B69">69</xref>]. There are numerous risk factors for the development of PE, including pregnancy at an advanced age, renal diseases, obesity, gestational diabetes, and chronic hypertension. Most importantly, a previous pregnancy with PE possesses a significant risk for the development of PE in the following subsequent pregnancies [<xref ref-type="bibr" rid="B69">69</xref>]. These days, genetic predisposition and its association with PE have also come to the surface. Chromosome 13 with a single nucleotide polymorphism proximate to the <italic>FLT-1</italic> locus is associated with an increased risk of developing PE [<xref ref-type="bibr" rid="B70">70</xref>].</p>
<p id="p-17">Pathologically, PE is characterised by impaired and defective placentation, spiral arteries leading to hypoxia, oxidative stress, and placental ischemia. Hypertension and proteinuria are seen due to enhanced endothelial dysfunction. One of the placental antiangiogenic factors, i.e., soluble fms-like tyrosine kinase 1, antagonises the placental and vascular endothelial growth factors, and this results in impaired functionality of endothelial growth factors. This ultimately leads to venous congestion, contributing to reduced blood flow to various organs, including the heart [<xref ref-type="bibr" rid="B71">71</xref>].</p>
</sec>
</sec>
<sec id="t1-4">
<title>Preeclampsia: an immunovascular complication of pregnancy</title>
<p id="p-18">During PE, the immune tolerance shifts from normal to pro-inflammatory phenotype with an imbalance in the population of regulatory T cells (Treg cells) and a subset of helper T cells (Th cells), which is Th17. PE is associated with pro-inflammatory immune markers in peripheral blood, which are known to induce oxidative stress, endothelial dysfunction, and local as well as systemic inflammation, leading to fetal mortality. PE is not only a multi-factorial disorder, but it is also an “immunovascular” complication, pertaining to severe damage at the maternal-fetal axis, and may lead to systemic immune dysfunction. This section of the review explains the role of Th17/Treg cell profiling in PE.</p>
<p id="p-19">Treg cell population is a crucial factor involved in the maintenance of tolerance against the fetus during pregnancy, and a high abundance of these immune cells is seen under normal pregnancy cases. They are the subpopulations of CD4<sup>+</sup>CD25<sup>+</sup> lymphocytes. Treg cells differentiation and functionality require expression of a transcription factor, forkhead box protein 3 (Foxp3) [<xref ref-type="bibr" rid="B72">72</xref>, <xref ref-type="bibr" rid="B73">73</xref>]. On the other hand, another independent subset of CD4<sup>+</sup> T cells, Th17 cells, possesses pro-inflammatory characteristics. Th17 requires retinoic acid-related orphan receptors-γt (ROR-γt) for its differentiation and functions.</p>
<p id="p-20">Numerous studies have reported the role of imbalance in Th17/Treg cells in PE. Eghbal-Fard et al. [<xref ref-type="bibr" rid="B74">74</xref>] showed that PE patients’ peripheral blood samples exhibited significantly elevated levels of Th17 cells and upregulation of ROR-γt with significant downregulation of Foxp3 and IL-10 mRNA. These were indications of an altered ratio of Th17/Treg cells with a predominance of Th17 cells. PE samples also showed upregulation of microRNAs like miR-106b and miR-326, which suggests the differentiation of Th17 cells. Higher expression of CD81 in trophoblasts, which is ultimately responsible for Th17 cell differentiation over Treg cells, was also seen in PE [<xref ref-type="bibr" rid="B74">74</xref>]. Comparative analysis of peripheral blood mononuclear cells (PBMCs) from PE and normal pregnant women showed a significant decrease in Foxp3 expression with a significant decrease in the Treg cell population. This was accompanied by a significant elevation in the expression of ROR-γt in PE patients, suggesting a higher population of Th17 cells in PE [<xref ref-type="bibr" rid="B75">75</xref>]. Zhang et al. [<xref ref-type="bibr" rid="B76">76</xref>] studied the immunological differences associated with severe PE (sPE). They analysed peripheral blood samples of sPE and healthy pregnant women, and it showed that sPE patients had significantly higher percentages of Th17 and Th22 cells in PBMC when compared to their normal counterparts. sPE patients also had decreased concentration of anti-inflammatory cytokine IL-10 in plasma, with a notable reduction in the Treg cells. They also established a positive correlation between Th17 and Th22, leading to pro-inflammatory characteristics. Thus, it can be said that sPE may have a Th17 and Th22-dominated immunological profile with reduced abundance of Treg cells [<xref ref-type="bibr" rid="B76">76</xref>].</p>
<p id="p-21">Furthermore, the frequencies of CD4<sup>+</sup> T cells expressing Foxp3 as an indication of Treg cells and IL-17 as an indicator of Th17 cells have also been reported. Researchers compared the peripheral blood samples of healthy pregnant women and PE patients during the third trimester to check Treg cell markers such as CD4<sup>+</sup>CD25<sup>high</sup>, CD4<sup>+</sup>CD127<sup>low</sup>CD25<sup>+</sup>, and CD4<sup>+</sup>Foxp3<sup>+,</sup> as well as Th17 cell marker CD4<sup>+</sup>IL-17<sup>+</sup> T cells. Healthy pregnant women had significantly higher frequencies of CD4<sup>+</sup>CD25<sup>high</sup>, CD4<sup>+</sup>CD127<sup>low</sup>CD25<sup>+</sup>, and CD4<sup>+</sup>Foxp3<sup>+</sup> compared to PE patients and nonpregnant controls. PE samples showed a significant elevation in the percentage of CD4<sup>+</sup>IL-17<sup>+</sup> T cells. PE patients exhibited a decreased ratio of CD4<sup>+</sup>Foxp3<sup>+</sup> and CD4<sup>+</sup>IL-17<sup>+</sup> T cells, suggesting a higher abundance of Th17 cells, resulting in a pro-inflammatory phenotype [<xref ref-type="bibr" rid="B77">77</xref>]. This finding was in alignment with another paper that reported similar results. PE patients showed significantly higher percentage of CD3⁺CD4⁺ T lymphocytes that produce IL-17A, compared to healthy pregnant individuals. CD4⁺CD25⁺Foxp3⁺ Treg cell markers were notably downregulated in PE than in controls. Whether the Treg cells show proliferative responses as well as suppressive capability was also studied as an index of stimulation (SI). In PE samples, the addition of autologous Treg cells to CD3⁺CD4⁺CD25⁻ T lymphocytes did not make a difference in SI, which highlights the fact that it has lost its suppressive characteristic. While it showed a significant reduction in SI in healthy pregnant women, suggesting its immunosuppressive function [<xref ref-type="bibr" rid="B78">78</xref>].</p>
</sec>
<sec id="t1-5">
<title>Vitamin D: a master regulator of the vaginal microbial-obstetric axis</title>
<p id="p-22">Vitamin D is a diverse, multifaceted master regulator of the extracellular system, possessing several antibacterial, antiviral, and anti-inflammatory properties. Vitamin D induces the transcription of genes encoding antimicrobial peptides like cathelicidin (LL-37) and β-defensin 2, which can disrupt the bacterial cell membrane [<xref ref-type="bibr" rid="B79">79</xref>]. It promotes cell death via inducing autophagy or lysosomal disruption and inhibits the viral replication and invasion, exerting antiviral properties [<xref ref-type="bibr" rid="B80">80</xref>]. Vitamin D inhibits NF-κB, leading to downregulation of IL-1β, IL-6, IFN-γ, IL-12, and TNF-α [<xref ref-type="bibr" rid="B81">81</xref>]. More importantly, vitamin D also maintains the ratio of Th17/Treg cells. It can suppress ROR-γt, thereby inhibiting the differentiation of Th17 cells [<xref ref-type="bibr" rid="B82">82</xref>] and promoting the transcription of Foxp3, in turn promoting the differentiation of Treg cells [<xref ref-type="bibr" rid="B83">83</xref>]. It also promotes the growth of <italic>Lactobacillus</italic> in the vagina via promoting insulin secretion. This insulin secretion can result in glycogen synthesis and its deposition. Increased glycogen in the vaginal microenvironment lowers the vaginal pH, providing suitable conditions for the colonisation of <italic>Lactobacillus,</italic> simultaneously inhibiting the growth of pathogenic microorganisms [<xref ref-type="bibr" rid="B84">84</xref>]. Vitamin D maintains vaginal epithelial barrier integrity via promoting vaginal epithelial cell growth, increasing the thickness of the barrier, and restricting the invasion of pathogens [<xref ref-type="bibr" rid="B85">85</xref>].</p>
<p id="p-23">Numerous studies have shown that a deficiency of vitamin D can have an adverse effect on vaginal health and pregnancy outcomes. This section of the review illustrates how vitamin D deficiency (VDD) can increase the risk of developing BV and PE.</p>
<p id="p-24">In non-pregnant women, lower levels of 25-hydroxyvitamin D (25(OH)D) have been reported to be significantly associated with increased risk of symptomatic and asymptomatic BV [<xref ref-type="bibr" rid="B86">86</xref>, <xref ref-type="bibr" rid="B87">87</xref>]. A meta-analysis revealed that VDD during pregnancy can increase the risk of BV by 54% and it is associated with ethnicity and gestational age. Up to 56% and 122% increased prevalence of BV due to VDD is seen in the case of African women and the first trimester, respectively [<xref ref-type="bibr" rid="B88">88</xref>]. A dose-dependent relationship between BV and maternal vitamin D levels has also been studied. Pregnant women with severe VDD, i.e., &lt; 20 nmol/L, had a 57% prevalence of BV. VDD increased the risk of developing BV by 1.26 to 1.56-fold [<xref ref-type="bibr" rid="B35">35</xref>]. A National Health and Nutrition Examination Survey-based meta-analysis showed a significantly increased odds of developing BV in pregnant women with VDD, wherein non-Hispanic Black women had increased prevalence of BV as well as VDD [<xref ref-type="bibr" rid="B36">36</xref>]. Additionally, Liu et al. [<xref ref-type="bibr" rid="B89">89</xref>] reported that VDD acts as an independent risk factor for BV, and the risk increases as the vitamin D levels drop. However, this association can only be seen up to vitamin D levels of ≥ 63.1 nmol/L. This was considered a plateau, above which the vitamin D supplementation did not reduce the risk of BV [<xref ref-type="bibr" rid="B89">89</xref>].</p>
<p id="p-25">Significant association between VDD and PE has also been reported. Women in their 22 weeks or fewer gestational weeks with VDD had developed PE in the later stages of their pregnancies. It was observed that a 50 nmol/L decrease in the levels of vitamin D resulted in almost twice times higher risk of developing PE [<xref ref-type="bibr" rid="B90">90</xref>]. A meta-analysis revealed that VDD with levels &lt; 20 ng/mL was associated with a significant risk of PE [<xref ref-type="bibr" rid="B91">91</xref>]. In an Indian cohort-based study, PE showed a significant 11-fold increased odds due to VDD [<xref ref-type="bibr" rid="B92">92</xref>]. Another Indian cross-sectional study reported that 82.8% of preeclamptic women had VDD. It was seen that sPE was associated with severely low levels of vitamin D, indicating a dose-dependent association [<xref ref-type="bibr" rid="B93">93</xref>]. In Arab-American cohorts, pregnant women with VDD showed a 3-fold increased risk of developing PE [<xref ref-type="bibr" rid="B94">94</xref>]. These clinical findings indicate that vitamin D acts as a unifying factor that bridges the gap between BV and PE through the IL-1β–ROR-γt–Th17 axis.</p>
</sec>
</sec>
<sec id="s2">
<title>Discussion</title>
<sec id="t2-1">
<title>Vitamin D-regulated IL-1β–ROR-γt–Th17 axis: establishing a link between bacterial vaginosis and preeclampsia</title>
<p id="p-26">BV and PE are two clinically distinct disorders. However, they share a common factor in their underlying pro-inflammatory milieu. In case of BV, the disruption of the <italic>Lactobacillus</italic>-dominated vaginal microbiota leads to an overgrowth of opportunistic pathogens such as <italic>G. vaginalis</italic>, which provokes local inflammation via activation of the <italic>NLRP3</italic> inflammasome and elevated levels of cytokines like IL-1β, IL-6, and TNF-α. IL-1β is a known inducer of Th17 cells. As mentioned earlier, Foxp3 is a key transcriptional factor required for differentiation and the functions of Treg cells. IL-1β can induce the alternative splicing of Foxp3 at exon 7, leading to Foxp3 isoform Foxp3Δ7. This isoform induces differentiation of naïve CD4<sup>+</sup> T cells into the inflammatory Th17 subtype [<xref ref-type="bibr" rid="B95">95</xref>]. IL-1β, along with IL-6 and IL-23, has been reported to activate ROR-γt, which is a Th17 lineage-specific transcription factor, leading to differentiation of Th17 cells from naïve CD4<sup>+</sup> T cells [<xref ref-type="bibr" rid="B96">96</xref>]. Parallelly, VDD also fails to inhibit IL-1β, thereby aggravating Th17 predominance. PE, on the other hand, is characterised by systemic immune dysregulation, specifically the imbalance between pro-inflammatory Th17 cells and immunosuppressive Treg cells, which leads to elevated IL-17, decreased IL-10, and increased oxidative stress and endothelial dysfunction. These immune responses reflect a shift from immune tolerance to a pro-inflammatory state in both conditions. BV and PE both present an increased ratio of Th17/Treg cells.</p>
<p id="p-27">Therefore, it can be hypothesised that microbial dysbiosis in the vaginal ecosystem, i.e., vaginal dysbiosis in case of BV, can contribute to pro-inflammatory characteristics with an elevation in IL-1β, a potent inducer of Th17 cells. IL-1β, via upregulating the ROR-γt, VDD, or alternative splicing of Foxp3, can induce the differentiation of Th17 cells, which are the immunological players responsible for local inflammation. The lower genital tract disorder BV, which has already provoked local inflammation in vaginal mucosa, can lead to systemic inflammation via favouring the differentiation of Th17 cells, which may go up to the upper genital tract, where it can induce systemic inflammation with endothelial dysfunction, oxidative stress and high systolic as well as diastolic blood pressure, all of which are symptoms of PE. Thus, when an individual with vaginal microbiota dysbiosis due to BV conceives, she will be at higher risk for developing PE in later stages of her pregnancy. <xref ref-type="fig" rid="fig2">Figure 2</xref> displays the vitamin D-regulated IL-1β–ROR-γt–Th17 axis responsible for a dynamic interaction between BV and PE.</p>
<fig id="fig2" position="float">
<label>Figure 2</label>
<caption>
<p id="fig2-p-1">
<bold>Crosstalk between bacterial vaginosis and preeclampsia via vitamin D-regulated IL-1β–ROR-γt–Th17 axis.</bold> FOXP3: forkhead box protein 3; ROR-γt: retinoic acid-related orphan receptors-γt; Th17: helper T cells 17; Treg: regulatory T cells.</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="ei-05-1003223-g002.tif" />
</fig>
</sec>
</sec>
<sec id="s3">
<title>Conclusions</title>
<p id="p-28">Vaginal microbiome is a vital player in women’s reproductive health, and a healthy <italic>Lactobacillus</italic>-dominant vaginal microbial environment provides protective benefits to the host. However, any factors causing changes in this microbial community can provoke a local or system-wide inflammation with adverse consequences. This review illustrates a probable interplay between dysbiosis in vaginal microbiota and its immunological consequences, which might be an alarming factor for pregnancy-related complications. BV with a highly diverse vaginal microbial community CST-IV, high abundance of <italic>G. vaginalis,</italic> and the following shift in immunophenotype from normal to pro-inflammatory, ultimately possesses a major risk for the development of PE, via IL-1β–ROR-γt–Th17 axis. Vitamin D is also emerging as a master regulator of this axis, as its deficiency can aggravate IL-1β-mediated inflammation along with impairment of the vaginal epithelial barrier. The reversal of this diseased inflammatory state can be achieved by addressing the vaginal dysbiosis first, followed by already available marketed drugs and vitamin D supplementation. This way, it not only ensures symptom management but also restores a balance in the vaginal microbial community, which reduces the chances of recurrent infection as well as decreases the chances of complications in future pregnancies of an individual. The newly emerging association between vaginal health and hypertensive disorder of pregnancy calls for speculative and exhaustive future research. Screening for any changes in vaginal ecology and vitamin D check-ups during early gestation periods can aid in understanding this complicated vaginal microbial-immuno-obstetric axis, which can open the doors for new diagnostic methods and microbiota-targeted therapies. Understanding and employing this axis can improve maternal and fetal health during complicated pregnancies.</p>
</sec>
</body>
<back>
<glossary>
<title>Abbreviations</title>
<def-list>
<def-item>
<term>BMI</term>
<def>
<p>body mass index</p>
</def>
</def-item>
<def-item>
<term>BV</term>
<def>
<p>bacterial vaginosis</p>
</def>
</def-item>
<def-item>
<term>CSTs</term>
<def>
<p>community state types</p>
</def>
</def-item>
<def-item>
<term>Foxp3</term>
<def>
<p>forkhead box protein 3</p>
</def>
</def-item>
<def-item>
<term>HRT</term>
<def>
<p>hormone replacement therapy</p>
</def>
</def-item>
<def-item>
<term>IL</term>
<def>
<p>interleukin</p>
</def>
</def-item>
<def-item>
<term>
<italic>NLRP3</italic>
</term>
<def>
<p>nucleotide-binding domain, leucin-rich containing family, pyrin domain containing 3</p>
</def>
</def-item>
<def-item>
<term>PBMCs</term>
<def>
<p>peripheral blood mononuclear cells</p>
</def>
</def-item>
<def-item>
<term>PE</term>
<def>
<p>preeclampsia</p>
</def>
</def-item>
<def-item>
<term>ROR-γt</term>
<def>
<p>retinoic acid-related orphan receptors-γt</p>
</def>
</def-item>
<def-item>
<term>SI</term>
<def>
<p>index of stimulation</p>
</def>
</def-item>
<def-item>
<term>sPE</term>
<def>
<p>severe preeclampsia</p>
</def>
</def-item>
<def-item>
<term>Th cells</term>
<def>
<p>helper T cells</p>
</def>
</def-item>
<def-item>
<term>TNF-α</term>
<def>
<p>tumor necrosis factor-α</p>
</def>
</def-item>
<def-item>
<term>Treg cells</term>
<def>
<p>regulatory T cells</p>
</def>
</def-item>
<def-item>
<term>VDD</term>
<def>
<p>vitamin D deficiency</p>
</def>
</def-item>
<def-item>
<term>VVA</term>
<def>
<p>vulvovaginal atrophy</p>
</def>
</def-item>
</def-list>
</glossary>
<sec id="s4">
<title>Declarations</title>
<sec id="t-4-1">
<title>Acknowledgments</title>
<p>The authors would like to thank Nirma University, Ahmedabad-Gujarat, for providing the NU-fellowship to Ms. Devanshi Gajjar.</p>
</sec>
<sec id="t-4-2">
<title>Author contributions</title>
<p>DG: Investigation, Writing—original draft, Writing—review &amp; editing, Validation. SS: Conceptualization, Validation, Writing—review &amp; editing, Supervision. Both authors read and approved the submitted version.</p>
</sec>
<sec id="t-4-3" sec-type="COI-statement">
<title>Conflicts of interest</title>
<p>The authors declare that there are no conflicts of interest.</p>
</sec>
<sec id="t-4-4">
<title>Ethical approval</title>
<p>Not applicable.</p>
</sec>
<sec id="t-4-5">
<title>Consent to participate</title>
<p>Not applicable.</p>
</sec>
<sec id="t-4-6">
<title>Consent to publication</title>
<p>Not applicable.</p>
</sec>
<sec id="t-4-7" sec-type="data-availability">
<title>Availability of data and materials</title>
<p>Not applicable.</p>
</sec>
<sec id="t-4-8">
<title>Funding</title>
<p>Not applicable.</p>
</sec>
<sec id="t-4-9">
<title>Copyright</title>
<p>© The Author(s) 2025.</p>
</sec>
</sec>
<sec id="s5">
<title>Publisher’s note</title>
<p>Open Exploration maintains a neutral stance on jurisdictional claims in published institutional affiliations and maps. All opinions expressed in this article are the personal views of the author(s) and do not represent the stance of the editorial team or the publisher.</p>
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