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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cell. Infect. Microbiol.</journal-id>
<journal-title>Frontiers in Cellular and Infection Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell. Infect. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">2235-2988</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fcimb.2025.1508893</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cellular and Infection Microbiology</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Gut microbiota: an emerging target connecting polycystic ovarian syndrome and insulin resistance</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Mei</surname>
<given-names>Yufeng</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/1751874"/>
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<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Wanzhen</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Bingqi</given-names>
</name>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Zhenni</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Wu</surname>
<given-names>Xinyi</given-names>
</name>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Lin</surname>
<given-names>Yingrui</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
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</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wang</surname>
<given-names>Min</given-names>
</name>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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</contrib-group>
<aff id="aff1">
<institution>Department of Laboratory Medicine, The Second Xiangya Hospital, Central South University</institution>, <addr-line>Changsha, Hunan</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Giselle Adriana Abruzzese, CIC bioGUNE, Spain</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Haoxu Dong, Huazhong University of Science and Technology, China</p>
<p>Sharmin Abbasi, Reproductive medicine in Bangladesh, Bangladesh</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Min Wang, <email xlink:href="mailto:myflibalank@126.com">myflibalank@126.com</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>11</day>
<month>03</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>15</volume>
<elocation-id>1508893</elocation-id>
<history>
<date date-type="received">
<day>10</day>
<month>10</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>18</day>
<month>02</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Mei, Li, Wang, Chen, Wu, Lin and Wang</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Mei, Li, Wang, Chen, Wu, Lin and Wang</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). 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>
<p>Polycystic ovary syndrome (PCOS) is a highly heterogeneous metabolic disorder, with oligomenorrhea and hirsutism as patients&#x2019; primary complaints. Hyperinsulinemia is a crucial pathophysiological mechanism in the development of PCOS, with 50-70% of patients exhibiting insulin resistance (IR). This condition not only exacerbates ovulatory dysfunction but also leads to various adverse metabolic outcomes, such as dyslipidemia and diabetes, and increases the risk of cardiovascular events both before and after menopause. Gut microbiota is a microbial community within the host that possesses significant metabolic potential and is shaped by external environmental factors, the neuro-immune network, and metabolism. Recent studies have shown that gut microbiota dysbiosis is closely related to the development and progression of PCOS. Despite the growing recognition of the potential role of gut microbiota in the pathogenesis and treatment of PCOS, its clinical application remains in its infancy. Currently, most clinical guidelines and expert consensus still emphasize traditional therapeutic approaches, such as hormonal treatments, lifestyle modifications, and insulin sensitizers. However, accumulating evidence suggests that gut microbiota may influence the metabolic and reproductive health of PCOS patients through various mechanisms. Therefore, understanding the role of gut microbiota between PCOS and IR is essential. This review describes the changes in the gut microbiota of IR-PCOS patients, examines the potential mechanisms by which the gut microbiota contributes to IR in PCOS patients, and updates the evidence supporting the gut microbiota as a potential metabolic regulatory target in IR-PCOS. In summary, gut microbiota dysbiosis may be involved in the development and progression of IR in PCOS patients, and improving gut microbiota may offer metabolic stability benefits.</p>
</abstract>
<kwd-group>
<kwd>gut microbiota</kwd>
<kwd>PCOS</kwd>
<kwd>metabolic disorders</kwd>
<kwd>insulin resistance</kwd>
<kwd>potential therapy target</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="108"/>
<page-count count="14"/>
<word-count count="7021"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Intestinal Microbiome</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Polycystic ovary syndrome (PCOS) is a reproductive endocrine disorder characterized by irregular menstruation and elevated androgen levels, with polycystic ovaries visible on ultrasound. It affects over 15% of women of reproductive age worldwide. Hyperandrogenemia (HA) and hyperinsulinemia (HINS) are key pathological features of PCOS, influencing each other reciprocally (<xref ref-type="bibr" rid="B3">Bozdag et&#xa0;al., 2016</xref>). Up to 70% of PCOS patients exhibit insulin resistance (IR), which is linked to increased risks of gestational diabetes, miscarriage, large-for-gestational-age infants, dyslipidemia, and diabetes (<xref ref-type="bibr" rid="B13">El Leithy et&#xa0;al., 2024</xref>). This complicates clinical treatment and significantly impacts patients&#x2019; quality of life and fertility. Thus, addressing and treating IR is crucial for improving reproductive health in PCOS patients. Understanding the pathophysiology of IR in PCOS is essential for effective clinical management.</p>
<p>The clinical research on PCOS has expanded to the role of the gut microbiota, reflecting a growing interest in the potential of microbial imbalances, or dysbiosis, in the pathogenesis of the syndrome (<xref ref-type="bibr" rid="B23">Giampaolino et&#xa0;al., 2021</xref>). Globally, while consensus on PCOS treatment remains lacking, major organizations such as the Androgen Excess and PCOS Society (AE-PCOS) and the European Society of Human Reproduction and Embryology (ESHRE) advocate for a multidisciplinary approach, incorporating lifestyle changes, hormonal therapies, and insulin-sensitizing agents (<xref ref-type="bibr" rid="B2">Azziz et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B79">Thessaloniki ESHRE/ASRM-Sponsored PCOS Consensus Workshop Group, 2008</xref>). Recent clinical studies have explored the effects of probiotics and prebiotics on metabolic and hormonal parameters in PCOS patients, with promising findings in reducing IR and improving reproductive health (<xref ref-type="bibr" rid="B99">Zhang et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B11">Cozzolino et&#xa0;al., 2020</xref>). However, the integration of emerging approaches with modern clinical guidelines is still in the early stages, and further research is needed to establish the efficacy and mechanisms of these treatments in the context of gut microbiota.</p>
<p>Intestinal dysbacteriosis is a significant mechanism in the development of IR and PCOS (<xref ref-type="bibr" rid="B23">Giampaolino et&#xa0;al., 2021</xref>). The gut microbiota, involved in substance synthesis and metabolism, interacts with both the body and the external environment. Its complex composition is crucial for maintaining glucose and lipid metabolism and insulin sensitivity. Evidence indicates that gut microbiota is vital for insulin vesicle maturation and secretion, influencing insulin distribution through the domain-containing protein 1 (NOD1) pathway in pancreatic &#x3b2;-cells (<xref ref-type="bibr" rid="B97">Zhang et&#xa0;al., 2019</xref>). Moreover, the gut microbiome can enhance glucose metabolism and improve insulin sensitivity via its metabolites, affecting the neuro-immune-endocrine network (<xref ref-type="bibr" rid="B81">Torres-Fuentes et&#xa0;al., 2017</xref>). The gut microbiota also impacts female reproductive endocrinology, including menstrual cycle hormone levels, follicle development, fertilization, embryo implantation, and menopause (<xref ref-type="bibr" rid="B67">Qi et&#xa0;al., 2021</xref>). This review examines the relationship between gut microbiota and PCOS, focusing on how gut microbiota affects IR development in PCOS patients and exploring its potential as a therapeutic target. In summary, the review highlights the role of gut microbiota in the interplay between IR and PCOS, providing new insights for future interventions aimed at regulating gut microbiota to address glucose metabolism abnormalities and improve clinical outcomes in PCOS patients.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>The association between IR and PCOS</title>
<sec id="s2_1">
<label>2.1</label>
<title>HINS and HA</title>
<p>In patients with PCOS, the efficiency of glucose uptake and utilization decreases. The body compensates by secreting excessive insulin, leading to hyperinsulinemia (HINS) to maintain blood glucose stability. Hyperandrogenism (HA) mainly originates from the theca cells of the ovaries. Elevated levels of luteinizing hormone (LH) in PCOS patients can stimulate the ovaries to produce more testosterone, inhibit ovulation, and cause ovarian cyst enlargement. In fact, HINS and HA are the most important pathophysiological mechanisms in the development of PCOS (<xref ref-type="bibr" rid="B72">Rosenfield and Ehrmann, 2016</xref>; <xref ref-type="bibr" rid="B40">Joham et&#xa0;al., 2022</xref>), and they influence and depend on each other. On one hand, IR can exacerbate HA: 1) Elevated insulin levels and insulin-like growth factor (IGF) within the ovaries synergize to stimulate theca cells to produce a large amount of androgens. 2) HINS directly stimulates the pituitary to secrete LH, leading to overexpression of luteinizing hormone-releasing hormone (LHRH) and LH. LH is the primary driver of excess androgens in PCOS patients. 3) IR induces dysfunction of the hypothalamic-pituitary-adrenal (HPA) axis, increasing the response to ACTH stimulation and leading to increased adrenal androgen production. 4) The biologically active testosterone in PCOS patients is free testosterone rather than sex hormone-binding globulin (SHBG)-bound testosterone. Excessive insulin can inhibit liver synthesis of SHBG, upregulating free testosterone levels and amplifying its biological effects, making HA manifestations such as hirsutism, acne, and alopecia more pronounced. On the other hand, HA can also promote the progression of IR: 1) HA increases the conversion rate of free fatty acids in peripheral muscle tissues, inducing IR. 2) HA reduces insulin-mediated glucose utilization in muscle tissues. Dysfunctional adipocytes secrete more adipokines (such as leptin and resistin), decreasing insulin sensitivity and worsening IR. Additionally, evidence shows that anti-IR treatment in IR-PCOS patients can improve HA once insulin levels return to normal. Since insulin promotes the secretion of androgens from theca cells, controlling IR can effectively improve PCOS (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>The interplay of IR between hyperinsulinemia and hyperandrogenmia (created with <ext-link ext-link-type="uri" xlink:href="https://www.biorender.com/">Biorender.com</ext-link>). CRH, Corticotropin-Releasing Hormone; ACTH, Adrenocorticotropic Hormone; LH, Luteinizing Hormone; IGF, Insulin-Like Growth Factor.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1508893-g001.tif"/>
</fig>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>The influence of IR on PCOS</title>
<sec id="s2_2_1">
<label>2.2.1</label>
<title>IR exacerbates metabolic disorders in PCOS individuals</title>
<p>IR is a risk factor for increased adverse metabolic events such as non-alcoholic fatty liver disease (NAFLD), type 2 diabetes, obesity, atherosclerosis, and hypertension, involving imbalances in glucose, lipid, and amino acid metabolism networks (<xref ref-type="bibr" rid="B13">El Leithy et&#xa0;al., 2024</xref>). Approximately 70% of PCOS patients have hyperlipidemia, a common type of metabolic disorder in PCOS. Research shows that compared to non-IR-PCOS patients, those with IR-PCOS exhibit more pronounced lipid disorders, with higher levels of cholesterol, triglycerides, and LDL-C, and lower levels of HDL-C. Additionally, the level of apolipoprotein ApoC3, an indicator of lipid metabolism, is positively correlated with the degree of IR, indicating that IR can exacerbate lipid metabolism disorders in PCOS patients (<xref ref-type="bibr" rid="B46">Li et&#xa0;al., 2020</xref>). Moreover, a prolonged state of IR affects hepatic lipid metabolism, leading to decreased hormone-sensitive lipase activity and increased levels of free fatty acids in the blood. This inhibits the function of insulin-mediated glucose transporter 4 (GLUT4) and disrupts the downstream phosphoinositide 3-kinase (PI3K)-protein kinase B (Akt) signaling pathway, resulting in glucose metabolism imbalance, which further promotes the development of obesity and diabetes (<xref ref-type="bibr" rid="B96">Zhang et&#xa0;al., 2020</xref>). Peripheral muscle tissue IR can also accelerate lipolysis, with free fatty acids directly entering the liver through the portal vein, causing ectopic fat deposition in hepatocytes, impairing liver function, and inducing NAFLD (<xref ref-type="bibr" rid="B78">Song and Choi, 2022</xref>). IR can also affect endothelial cell integrity, accelerating the uptake of LDL-C by macrophages to form foam cells, which is a contributing factor to atherosclerosis and hypertension in PCOS patients (<xref ref-type="bibr" rid="B82">Toth, 2014</xref>; <xref ref-type="bibr" rid="B36">Hurliman et&#xa0;al., 2015</xref>).</p>
</sec>
<sec id="s2_2_2">
<label>2.2.2</label>
<title>IR in reproductive dysfunction and adverse pregnancy outcomes</title>
<p>The primary manifestation of follicular development disorders in PCOS patients is the recruitment of an excessive number of follicles, obstruction in follicle selection and dominance, follicular development arrest, and anovulation (<xref ref-type="bibr" rid="B3">Bozdag et&#xa0;al., 2016</xref>). In contrast, the normal development of follicles involves a series of energy-consuming processes such as recruitment, selection, dominance, and ovulation. IR can disrupt energy metabolism, leading to enhanced glycolysis and inhibition of the tricarboxylic acid (TCA) cycle (<xref ref-type="bibr" rid="B103">Zhao et&#xa0;al., 2012</xref>). In the ovaries, the proliferation of granulosa cells, maturation of oocytes, and ovulation depend on the production of adenosine triphosphate (ATP) by the cells. During IR, the oocytes&#x2019; glucose metabolism and uptake are diminished (<xref ref-type="bibr" rid="B1">Arya et&#xa0;al., 2012</xref>), the glucose consumption rate in granulosa cells decreases, and the translocation of GLUT4 to granulosa cells is hindered. Consequently, lipid metabolism is enhanced to compensatorily meet the energy demands (<xref ref-type="bibr" rid="B57">Maruthini et&#xa0;al., 2014</xref>). This leads to impaired oocyte development and poor follicle quality, affecting the patient&#x2019;s response to ovulation induction drugs and the outcomes of <italic>in vitro</italic> fertilization (IVF) (<xref ref-type="bibr" rid="B67">Qi et&#xa0;al., 2021</xref>). Moreover, these metabolic disturbances are significant factors contributing to adverse pregnancy outcomes in PCOS patients, such as gestational diabetes, preeclampsia, placental insufficiency, early miscarriage, and macrosomia. Additionally, they increase the risk of obesity and diabetes in the offspring later in life.</p>
</sec>
</sec>
</sec>
<sec id="s3">
<label>3</label>
<title>Gut microbiota dysbiosis and PCOS</title>
<p>The gut microbiota is a vast and complex ecosystem within the human gastrointestinal tract, evolved through coevolution with the host. It is estimated that the human gut harbors 100 trillion bacteria, comprising over 400 species, accounting for 78% of the total human microbiota. Due to the interactions between gut microorganisms and the human body, the gut microbiota is also referred to as the &#x201c;second brain&#x201d; (<xref ref-type="bibr" rid="B51">Lozupone et&#xa0;al., 2012</xref>). Under physiological conditions, the colon harbors the most diverse gut microbiota (10^<sup>10</sup>~10^<sup>11</sup> CFU/ml), predominantly consisting of <italic>Bacteroides</italic>, <italic>Firmicutes</italic>, <italic>Clostridia</italic>, and <italic>Ruminococcaceae</italic> (<xref ref-type="bibr" rid="B10">Clarke et&#xa0;al., 2019</xref>). After birth, the human gut microbiota mainly consists of <italic>Firmicutes</italic>, <italic>Actinobacteria</italic>, <italic>Bacteroidetes</italic>, and <italic>Proteobacteria</italic>, with little fluctuation in composition (<xref ref-type="bibr" rid="B51">Lozupone et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B83">Vaiserman et&#xa0;al., 2017</xref>). The human gut microbiome can influence the host through microbial synthesis or metabolic degradation activities or through direct interactions between the host and microorganisms. Therefore, maintaining the balance of the gut microbiota is crucial for the proper functioning of the gut, preserving the integrity of the intestinal mucosal barrier, maintaining immune-endocrine system stability, and managing and guiding disease.</p>
<p>Gut microbiota dysbiosis typically refers to changes in the dynamics and function of the microbial community structure. Recent studies have shown that patients with PCOS exhibit gut microbiota imbalances. Given the individual specificity of the gut microbiota and its critical role in the immune-endocrine system and metabolic activities, changes in the gut microbiota can, to some extent, be considered as indicators of the occurrence and progression of PCOS. <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref> summarizes the characteristics of gut microbiota changes in PCOS patients or PCOS-like animal models based on sequencing methods. <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref> shows that both in humans and animals, compared to healthy controls, PCOS is associated with changes in the gut bacteria, including an increase in <italic>Prevotella</italic> (<italic>Bacteroidetes</italic>), <italic>Shigella</italic> and <italic>Escherichia</italic> (<italic>Proteobacteria</italic>), and <italic>Clostridium</italic> and <italic>Veillonella</italic> (<italic>Firmicutes</italic>), along with a decrease in some potential probiotics (<italic>Akkermansia muciniphila</italic>, <italic>Bifidobacterium</italic>, and <italic>Roseburia</italic>). Microbial diversity is a key indicator of gut health, where &#x3b1;-diversity reflects the richness and evenness of the gut microbiome, and &#x3b2;-diversity reflects inter-individual differences in microbial composition. Torres (<xref ref-type="bibr" rid="B80">Torres et&#xa0;al., 2018</xref>) found in humans that reduced &#x3b1;-diversity negatively correlates with androgen levels and that hyperandrogenism is closely linked to changes in overall bacterial composition, indicated by &#x3b2;-diversity. Insenser (<xref ref-type="bibr" rid="B38">Insenser et&#xa0;al., 2018</xref>) revealed gender differences in gut microbiome diversity and found that in women with PCOS, decreased &#x3b1;- and &#x3b2;-diversity correlate positively with metabolic abnormalities and hormonal imbalances, characterized by increased abundance of <italic>Catenibacterium</italic> and <italic>Kandleria</italic>. Similar findings were observed in animal models. Compared to control mice, letrozole-induced PCOS mice and androgen-exposed rats showed reduced &#x3b1;- and &#x3b2;-diversity, with decreased <italic>Bacteroidetes</italic> and increased <italic>Firmicutes</italic>, the latter being associated with IR (<xref ref-type="bibr" rid="B41">Kelley et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B75">Sherman et&#xa0;al., 2018</xref>). Actually, previous studies have already highlighted the role of gut microbiota in IR and PCOS. Chinese researchers analyzed the gut microbiota composition of healthy individuals, non-IR-PCOS, and IR-PCOS groups (<xref ref-type="bibr" rid="B94">Zeng et&#xa0;al., 2019</xref>). They found that PCOS patients had increased <italic>Bacteroidaceae</italic> and decreased <italic>Prevotellaceae</italic>, with IR exacerbating these differences. Additionally, compared to the non-IR-PCOS group, the IR-PCOS group showed significant differences in the abundance of <italic>Ruminococcaceae</italic> and <italic>Lachnospiraceae</italic>. Metabolic pathways in the gut microbiota, including steroid hormone biosynthesis and lipopolysaccharide biosynthesis, were notably abnormal. In conclusion, PCOS is linked to gut microbiota dysbiosis, but it remains unclear whether this dysbiosis is related to IR in the pathogenesis of PCOS.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Gut microbiota investigation refers to PCOS.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Investigation</th>
<th valign="top" align="left">Patients/PCOS-like animal models</th>
<th valign="top" align="left">Controls</th>
<th valign="top" align="left">Methods</th>
<th valign="top" align="left">Intestinal flora changes</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Qi et&#xa0;al. (<xref ref-type="bibr" rid="B68">2019</xref>)</td>
<td valign="top" align="left">50 PCOS patients</td>
<td valign="top" align="left">50 healthy individuals</td>
<td valign="top" align="left">Metagenomic sequencing</td>
<td valign="top" align="left">
<italic>Bacteroides vulgatus</italic>&#x2191;, <italic>Bacteroides dorei</italic>&#x2191;, <italic>Bacteroides massiliensis</italic>&#x2191;</td>
</tr>
<tr>
<td valign="top" align="left">Rodriguez Paris et&#xa0;al. (<xref ref-type="bibr" rid="B70">2022</xref>)</td>
<td valign="top" align="left">8 PCOS-like C57BL/6J mice</td>
<td valign="top" align="left">8 control mice</td>
<td valign="top" align="left">postnatal exposure to DHT; bacterial 16S rRNA sequencing V4 region</td>
<td valign="top" align="left">
<italic>Bacteroides acidifaciens</italic>&#x2193;</td>
</tr>
<tr>
<td valign="top" align="left">Wu et&#xa0;al. (<xref ref-type="bibr" rid="B87">2022</xref>)</td>
<td valign="top" align="left">6 PCOS-like SD rats</td>
<td valign="top" align="left">6 control SD rats</td>
<td valign="top" align="left">Letrozole;bacterial 16S rRNA gene sequencing V3-V4 region</td>
<td valign="top" align="left">
<italic>Prevotell</italic>&#x2191;, <italic>Veillonella</italic>&#x2191;, <italic>Gemella</italic>&#x2191;, and <italic>Fusobacterium</italic>&#x2191;</td>
</tr>
<tr>
<td valign="top" align="left">Zhou et&#xa0;al. (<xref ref-type="bibr" rid="B106">2020b</xref>)</td>
<td valign="top" align="left">15 obese female with PCOS</td>
<td valign="top" align="left">15 obese women without PCOS</td>
<td valign="top" align="left">fecal 16S rRNA gene sequencing V4 region</td>
<td valign="top" align="left">At the Phylum level: the ratio of <italic>Firmicutes</italic> to <italic>Bacteroides</italic>&#x2193;, <italic>Fusobacteria</italic>&#x2191;, Tenericutes&#x2193;;<break/>At the genera level: <italic>Lachnoclostridium</italic>&#x2191;, <italic>Fusobacterium</italic>&#x2191;, <italic>Coprococcus_2</italic>&#x2191; and <italic>Tyzzerella_4</italic>&#x2191;</td>
</tr>
<tr>
<td valign="top" align="left">Guo et&#xa0;al. (<xref ref-type="bibr" rid="B29">2016</xref>)</td>
<td valign="top" align="left">8 PCOS-like SD rats</td>
<td valign="top" align="left">8 control SD rats</td>
<td valign="top" align="left">Letrozole;16S rRNA gene sequencing V3 region</td>
<td valign="top" align="left">
<italic>Lactobacillus</italic>&#x2193;, <italic>Ruminococcus</italic>&#x2193; and <italic>Clostridium</italic> &#x2193;; <italic>Prevotella</italic> &#x2191;</td>
</tr>
<tr>
<td valign="top" align="left">Han et&#xa0;al. (<xref ref-type="bibr" rid="B30">2021</xref>)</td>
<td valign="top" align="left">6 PCOS-like SD rats</td>
<td valign="top" align="left">6 contro SD rats</td>
<td valign="top" align="left">DHEA;16S rRNA gene sequencing</td>
<td valign="top" align="left">
<italic>Turicibacter</italic>&#x2193;, <italic>Anaerofustis</italic>&#x2193; and <italic>Clostridium sensu stricto</italic>&#x2193;</td>
</tr>
<tr>
<td valign="top" align="left">Li et&#xa0;al. (<xref ref-type="bibr" rid="B47">2023</xref>)</td>
<td valign="top" align="left">10 PCOS-like C57BL/6J mice</td>
<td valign="top" align="left">10 control C57BL/6J mice</td>
<td valign="top" align="left">DHEA;16S rRNA gene sequencing V3-V4 regions</td>
<td valign="top" align="left">
<italic>Clostridia_vadinBB60_group</italic>&#x2191;, <italic>Enterorhabdus</italic>&#x2191;, and <italic>Muribaculaceae</italic>&#x2191;</td>
</tr>
<tr>
<td valign="top" align="left">Zhou et&#xa0;al. (<xref ref-type="bibr" rid="B105">2020a</xref>)</td>
<td valign="top" align="left">30 PCOS women with obesity (OG); 30 PCOS women without obesity (NG)</td>
<td valign="top" align="left">11 healthy women with obesity (OC); 30 healthy women without obesity (NC)</td>
<td valign="top" align="left">16S rRNA gene sequencing V3-V4 regions</td>
<td valign="top" align="left">OG vs OC: <italic>Coprococcus_2</italic>&#x2191;;<italic>Coprococcus_3</italic>&#x2193;, <italic>Lactobacillus</italic>&#x2193; and <italic>Prevotella_7</italic>&#x2193;<break/>NG vs NC: <italic>Tenericutes</italic> and <italic>Synergistets</italic>&#x2193;, <italic>Fusobacteria</italic>&#x2191;.</td>
</tr>
<tr>
<td valign="top" align="left">Zhang et&#xa0;al. (<xref ref-type="bibr" rid="B102">2023</xref>)</td>
<td valign="top" align="left">6 PCOS-like C57BL/6J mice</td>
<td valign="top" align="left">6 control C57BL/6J mice</td>
<td valign="top" align="left">DHEA;16S rRNA gene sequencing V3-V4 regions</td>
<td valign="top" align="left">
<italic>Alloprevotella</italic>&#x2191;; <italic>Akkermansia</italic> and <italic>Alistipes</italic>&#x2193;</td>
</tr>
<tr>
<td valign="top" align="left">Huang et&#xa0;al. (<xref ref-type="bibr" rid="B35">2022</xref>)</td>
<td valign="top" align="left">6 PCOS-like C57BL/6J mice</td>
<td valign="top" align="left">6 normal mice</td>
<td valign="top" align="left">DHEA;16S rDNA sequencing V3-V4 regions</td>
<td valign="top" align="left">
<italic>Akkermansia</italic>&#x2193;; gram-negative bacteria (<italic>Desulfovibrio</italic> and <italic>Burkholderia</italic>)&#x2191;</td>
</tr>
<tr>
<td valign="top" align="left">Sherman et&#xa0;al. (<xref ref-type="bibr" rid="B75">2018</xref>)</td>
<td valign="top" align="left">10 Wistar rats with prenatal androgen exposure</td>
<td valign="top" align="left">10 healthy controls</td>
<td valign="top" align="left">Testosterone injection; 16S rRNA gene sequencing V3-V4 regions</td>
<td valign="top" align="left">bacteria associated with steroid hormone synthesis, <italic>Nocardiaceae</italic> and <italic>Clostridiaceae</italic>&#x2191;; <italic>Akkermansia, Bacteroides</italic>, <italic>Lactobacillus</italic>, and <italic>Clostridium</italic>&#x2193;</td>
</tr>
<tr>
<td valign="top" align="left">Eyupoglu et&#xa0;al. (<xref ref-type="bibr" rid="B15">2020</xref>)</td>
<td valign="top" align="left">17 PCOS patients</td>
<td valign="top" align="left">15 age- and BMI-match women</td>
<td valign="top" align="left">16S rRNA gene sequencing V3-V4 regions</td>
<td valign="top" align="left">
<italic>Ruminococcaceae</italic>&#x2191;</td>
</tr>
<tr>
<td valign="top" align="left">Jobira et&#xa0;al. (<xref ref-type="bibr" rid="B39">2020</xref>)</td>
<td valign="top" align="left">37 PCOS adolescents</td>
<td valign="top" align="left">21 healthy control</td>
<td valign="top" align="left">16S rRNA gene sequencing V3-V4 regions</td>
<td valign="top" align="left">
<italic>Bacteroidaceae</italic> and <italic>Porphyromonadaceae</italic>&#x2193;; <italic>Streptococcaceae</italic>&#x2191;</td>
</tr>
<tr>
<td valign="top" align="left">Mammadova et&#xa0;al. (<xref ref-type="bibr" rid="B54">2021</xref>)</td>
<td valign="top" align="left">24 lean patients with PCOS</td>
<td valign="top" align="left">22 BMI-matched women</td>
<td valign="top" align="left">16S rRNA gene sequencing V3-V4 regions</td>
<td valign="top" align="left">
<italic>Clostridium cluster XVII</italic> &#x2191;; <italic>Clostridium sensustricto</italic> and <italic>Roseburia</italic> &#x2193;</td>
</tr>
<tr>
<td valign="top" align="left">Liu et&#xa0;al. (<xref ref-type="bibr" rid="B50">2017</xref>)</td>
<td valign="top" align="left">33 PCOS women</td>
<td valign="top" align="left">15 healthy control</td>
<td valign="top" align="left">16S rRNA gene sequencing V3-V4 regions</td>
<td valign="top" align="left">
<italic>Bacteroides</italic>, <italic>Escherichia/Shigella</italic> and <italic>Streptococcus</italic>&#x2191;; <italic>Akkermansia</italic> and <italic>Ruminococcaceae</italic>&#x2193;</td>
</tr>
<tr>
<td valign="top" align="left">Chu et&#xa0;al. (<xref ref-type="bibr" rid="B9">2020</xref>)</td>
<td valign="top" align="left">14 PCOS subjects</td>
<td valign="top" align="left">14 healthy controls</td>
<td valign="top" align="left">Shotgun metagenomic sequencing</td>
<td valign="top" align="left">
<italic>Parabacteroides merdae</italic>, <italic>Bacteroides fragilis</italic>, and strains of <italic>Escherichia</italic> and <italic>Shigella</italic>&#x2191;; <italic>Faecalibacterium prausnitzii</italic>&#x2193;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>&#x2191;, increase; &#x2193;, decrease.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s4">
<label>4</label>
<title>Gut microbiota dysbiosis promote IR</title>
<sec id="s4_1">
<label>4.1</label>
<title>Microorganism</title>
<p>The development of IR is accompanied by impaired energy utilization, and the direct metabolism of carbohydrates by microbes is one of the key sources of energy for the host. Once the physiological balance between commensal bacteria and the intestinal mucus, epithelial cells, and immune cells is disrupted, the opportunistic growth of Gram-negative bacteria and other pathogens will promote gut microbiota dysbiosis, thereby facilitating the development of IR. <italic>Akkermansia muciniphila</italic> is one of the microbes mediating gut barrier function and IR. It is a resident bacterium in the human gut, located in the mucus layer of the intestinal lumen and mucosal epithelium, and is an oval-shaped Gram-negative anaerobe. Under physiological conditions, <italic>Akkermansia muciniphila</italic> feeds on mucin secreted by the intestinal mucosa. Although its abundance only accounts for 0.5-5% of the gut microbiota, its consumption of mucin and the regeneration of mucin by goblet cells of the intestinal epithelium can reach a dynamic balance. Therefore, a decrease in its abundance can be seen as an indicator of dysbiosis (<xref ref-type="bibr" rid="B6">Chelakkot et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B32">Hasani et&#xa0;al., 2021</xref>). Studies have shown that the outer membrane protein Amuc_1100 of <italic>Akkermansia muciniphila</italic> enhances tight junctions in the intestinal epithelium through the TLR2 signaling pathway, maintaining the integrity of the gut barrier and intestinal homeostasis, and alleviating metabolic endotoxemia, thereby protecting the gut from pathogen invasion (<xref ref-type="bibr" rid="B66">Plovier et&#xa0;al., 2017</xref>). The outer membrane protein Amuc_1100 of <italic>Akkermansia</italic> can also promote the release of anti-inflammatory cytokines such as IL-10 by activating Toll-like receptors, regulating the host&#x2019;s immune response and improving inflammation in visceral adipose tissue, thereby enhancing insulin sensitivity (<xref ref-type="bibr" rid="B63">Ottman et&#xa0;al., 2017</xref>). Additionally, the effector protein P9 of <italic>Akkermansia</italic> can bind to the ICAM-2 receptor on enteroendocrine cells, specifically the L cells of the intestinal epithelium, promoting the secretion of GLP-1, thus improving insulin sensitivity, lowering blood sugar, and ameliorating obesity (<xref ref-type="bibr" rid="B91">Yoon et&#xa0;al., 2021</xref>). Although current changes in the gut microbiota in PCOS, like its clinical manifestations, exhibit high heterogeneity, several PCOS-based microbiota studies have revealed that a reduction in <italic>Akkermansia muciniphila</italic> is associated with PCOS (<xref ref-type="bibr" rid="B50">Liu et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B75">Sherman et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B35">Huang et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B102">Zhang et&#xa0;al., 2023</xref>). The study by Liu R (<xref ref-type="bibr" rid="B50">Liu et&#xa0;al., 2017</xref>) and colleagues indicates that the decreased abundance of <italic>Akkermansia muciniphila</italic> is negatively correlated with the degree of obesity, sex hormones, particularly testosterone, and gut-brain peptides in PCOS patients. Metformin, one of the most commonly used insulin sensitizers in PCOS patients, has been shown by Huang J (<xref ref-type="bibr" rid="B35">Huang et&#xa0;al., 2022</xref>) et&#xa0;al. to not only mitigate microbiota dysbiosis but also increase the abundance of <italic>Akkermansia muciniphila</italic> in the gut, reduce serum IFN-&#x3b3; levels, and inhibit pyroptosis of ovarian macrophages, thereby improving PCOS. These pieces of evidence suggest that gut microbiota dysbiosis may downregulate the abundance of <italic>Akkermansia muciniphila</italic>, affecting gut barrier integrity, inducing immune and metabolic imbalances, and promoting IR in PCOS patients. Supplementing the abundance of <italic>Akkermansia muciniphila</italic> may be a promising probiotic approach to enhancing insulin sensitivity. However, in-depth research on the effects of oral <italic>Akkermansia muciniphila</italic> on ovulatory dysfunction and metabolic abnormalities in PCOS is still lacking.</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Bacterial products</title>
<sec id="s4_2_1">
<label>4.2.1</label>
<title>Lipopolysaccharide</title>
<p>LPS, also known as endotoxin, is a major component of the cell wall of Gram-negative bacteria. Due to its potent pro-inflammatory capabilities, LPS can damage pancreatic &#x3b2;-cell structure, impair function, and induce apoptosis, leading to insufficient insulin secretion and triggering IR (<xref ref-type="bibr" rid="B5">Cani et&#xa0;al., 2007</xref>). In PCOS patients, gut microbiota dysbiosis results in increased abundance of Gram-negative bacteria such as <italic>Bacteroides</italic>, <italic>Escherichia coli</italic>, <italic>Desulfovibrio</italic>, and <italic>Burkholderia</italic> (<xref ref-type="bibr" rid="B50">Liu et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B9">Chu et&#xa0;al., 2020</xref>). During this time, the gut microbiota serves as a reservoir for LPS, leading to elevated LPS levels in the intestinal lumen, which can increase gut mucosal barrier permeability, induce gut leakage, and promote the translocation of gut-derived LPS into the bloodstream, causing metabolic endotoxemia. On one hand, elevated circulating LPS levels can directly interfere with insulin receptor function, leading to hyperinsulinemia and exacerbating the IR process (<xref ref-type="bibr" rid="B74">Saad et&#xa0;al., 2016</xref>). On the other hand, LPS can bind with lipopolysaccharide-binding protein (LBP), widely engaging with CD14 on T cells, B cells, macrophages, and natural killer cells, subsequently presenting LPS to the transmembrane protein TLR4. This interaction activates signaling molecules such as MyD88, IRAK, IRAK2, and TRAF6, promoting the production of inflammatory cytokines (IL-1, IL-6, and TNF-&#x3b1;), which in turn amplify LPS&#x2019;s pro-IR capacity through positive feedback (<xref ref-type="bibr" rid="B69">Raetz and Whitfield, 2002</xref>; <xref ref-type="bibr" rid="B25">Gnauck et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B74">Saad et&#xa0;al., 2016</xref>). IL-1, a key mediator of inflammation, can disrupt the proliferation and induce the apoptosis of pancreatic &#x3b2;-cells (<xref ref-type="bibr" rid="B34">Herder et&#xa0;al., 2015</xref>). IL-6, a multifunctional glycoprotein factor involved in ovulation and post-ovulatory ovarian repair, is elevated in PCOS patients and can activate the Janus kinase pathway, increasing the expression of suppressor of cytokine signaling-3 (SOCS-3), which inhibits insulin signaling. This reduces GLUT-4 secretion and inhibits tyrosine phosphorylation of insulin receptor substrate (IRS)-1, thereby blocking the insulin signaling pathway and inducing IR. Elevated TNF-&#x3b1; levels can lead to abnormal serine phosphorylation of IRS-1, disrupting IRS protein signaling and stimulating IR in adipose tissue (<xref ref-type="bibr" rid="B19">Fulghesu et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B73">Rudnicka et&#xa0;al., 2021</xref>). Furthermore, studies have shown that in PCOS mice with IR, the expression of tight junction proteins Occludin and ZO-1 decreases while LPS levels increase (<xref ref-type="bibr" rid="B28">Guan et&#xa0;al., 2024</xref>). Therefore, gut microbiota dysbiosis can induce metabolic endotoxemia and amplify systemic inflammatory responses, promoting the occurrence of IR in PCOS patients.</p>
</sec>
<sec id="s4_2_2">
<label>4.2.2</label>
<title>Trimethylamine N-oxide</title>
<p>TMAO is a phospholipid metabolite related to gut microbiota metabolism, primarily derived from <italic>Firmicutes</italic>, <italic>Proteobacteria</italic>, and <italic>Actinobacteria</italic> (<xref ref-type="bibr" rid="B16">Falony et&#xa0;al., 2015</xref>). Dietary choline (such as L-carnitine and phosphatidylcholine) is converted to trimethylamine (TMA) by gut microbiota, particularly hydrogenotrophic anaerobes, <italic>Asaccharobacter</italic>, <italic>Clostridium</italic> sp<italic>orogenes</italic>, and <italic>Proteobacteria</italic>. Absorbed TMA is further converted to TMAO in the liver by flavin monooxygenase 3 (FMO3) (<xref ref-type="bibr" rid="B108">Zhuang et&#xa0;al., 2019</xref>). Serum levels of TMAO and its precursors are significantly elevated in PCOS patients compared to healthy women and correlate positively with testosterone levels, as well as long-term dysregulation of glucose and lipid metabolism in PCOS patients. In fact, elevated TMAO is directly associated with increased IR risk; dietary interventions or targeting gut microbiota can effectively reduce blood levels of TMAO and its precursors, improving fasting glucose and HOMA-IR (<xref ref-type="bibr" rid="B33">Heianza et&#xa0;al., 2019</xref>). These findings suggest that gut microbiota play a significant role in PCOS and IR via TMAO. However, the mechanisms by which TMAO contributes to PCOS and IR remain unclear and may involve the following: 1) inducing the expression of membrane proteins (CD36 and scavenger receptor A), inhibiting cholesterol reverse transport, leading to lipid clearance disorders (<xref ref-type="bibr" rid="B22">Geng et&#xa0;al., 2018</xref>); 2) triggering the release of inflammatory mediators (such as TNF-&#x3b1;, IL-6, and IL-18), activating the TXNIP-NLRP3 pathway and NF-&#x3ba;B, which is crucial for mediating inflammatory damage and apoptosis of pancreatic &#x3b2;-cells (<xref ref-type="bibr" rid="B24">Gil-Cruz et&#xa0;al., 2019</xref>); 3) inhibiting bile acid synthesis, reducing cholesterol clearance, promoting adipocyte proliferation, and IR (<xref ref-type="bibr" rid="B52">Lu et&#xa0;al., 2010</xref>); 4) impairing hepatic insulin signaling, increasing gluconeogenesis (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>The mechanism of gut microbiota in the development of IR in PCOS patients (created with <ext-link ext-link-type="uri" xlink:href="https://www.biorender.com/">Biorender.com</ext-link>). IRS, insulin receptor substrate.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1508893-g002.tif"/>
</fig>
</sec>
<sec id="s4_2_3">
<label>4.2.3</label>
<title>Bile acids</title>
<p>BAs are essential digestive fluids in the human body, and their synthesis, metabolism, and biotransformation are closely related to gut microbiota. The gut microbiota convert primary BAs (cholic acid and chenodeoxycholic acid) into secondary BAs [deoxycholic acid (DCA), lithocholic acid (LCA), and ursodeoxycholic acid (UDCA)] through dehydroxylation, involving bacteria such as Lactobacillus, Bifidobacterium, and Listeria (<xref ref-type="bibr" rid="B18">Fukui, 2015</xref>). Dysbiosis can lead to decreased BA activation, inhibiting glucose metabolism and insulin sensitivity through various signaling pathways. When BA production is impaired, bacterial overgrowth in the small intestine and increased intestinal permeability can lead to the entry of toxic substances into the systemic circulation, causing endotoxemia and inducing IR. This suggests a mutual promotion of dysbiosis and BA imbalance (<xref ref-type="bibr" rid="B74">Saad et&#xa0;al., 2016</xref>). One study showed that serum levels of glycine- and taurine-conjugated primary BAs were significantly elevated in PCOS individuals, with elevated circulating conjugated primary BAs levels positively correlated with hyperandrogenemia (<xref ref-type="bibr" rid="B98">Zhang et&#xa0;al., 2019</xref>). Another study indicated significant alterations in BA metabolic profiles in the follicular fluid of PCOS patients (<xref ref-type="bibr" rid="B90">Yang et&#xa0;al., 2021</xref>), suggesting BA metabolic dysregulation in PCOS, though the mechanisms require further investigation. Qi X et&#xa0;al. found (<xref ref-type="bibr" rid="B68">Qi et&#xa0;al., 2019</xref>) that feces from PCOS patients could induce ovarian cysts and IR in mice and had a high capacity for bile salt deconjugation. This resulted in significantly reduced levels of conjugated secondary BAs&#x2014;GDCA and TUDCA&#x2014;due to an increased abundance of Bacteroides with bile salt hydrolase activity in the gut of PCOS patients. Exogenous supplementation with GDCA and TUDCA improved the PCOS phenotype in mice, possibly related to the regulation of the BAs/IL-22 signaling axis. Additionally, dysfunction of the Farnesoid X receptor (FXR) and Takeda G-protein receptor 5 (TGR5) might be involved. BAs are ligands for FXR and TGR5 in the liver and intestine, and their activation can (<xref ref-type="bibr" rid="B42">Lefebvre et&#xa0;al., 2009</xref>): (1) stimulate insulin secretion; (2) promote GLP-1 secretion from intestinal L-cells, improving hepatic glucose metabolism and IR; (3) activate glycogen synthase kinase (GSK), accelerating glycogen synthesis; (4) regulate appetite by affecting vagal afferent neurons (VANs) through the gut-brain axis; and (5) inhibit LPS-induced inflammatory responses. In PCOS patients, dysbiosis leads to an imbalance and reduced activation of BAs, disrupting glucose metabolic pathways involving FXR and TGR5, thereby promoting the development of IR.</p>
</sec>
<sec id="s4_2_4">
<label>4.2.4</label>
<title>Branched-chain amino acid</title>
<p>BCAAs are essential dietary amino acids metabolized by gut bacteria, primarily including valine, leucine, and isoleucine. They are directly absorbed by the intestine without hepatic metabolism. In the human gut, the fermentation bacteria for BCAAs are <italic>Clostridium</italic>, <italic>Bacillus-Lactobacillus-Streptococcus</italic>, and <italic>Proteobacteria</italic> (<xref ref-type="bibr" rid="B12">Dai et&#xa0;al., 2011</xref>). Multiple studies have shown elevated levels of BCAAs in the peripheral blood and follicular fluid of PCOS patients, with BCAA concentrations significantly correlated with BMI, HOMA-IR, waist circumference, and total testosterone (<xref ref-type="bibr" rid="B59">Mu et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B64">Paczkowska et&#xa0;al., 2023</xref>). When classified by the presence of IR, the IR-PCOS group exhibited higher levels of leucine, valine, and glutamate compared to the non-IR-PCOS and healthy groups. High BCAA levels were also associated with lower pregnancy rates and higher miscarriage rates (<xref ref-type="bibr" rid="B101">Zhang et&#xa0;al., 2014</xref>). In animal studies, dietary BCAA supplementation in mice increased the risk of developing IR and diminished the beneficial effects of exercise on glucose and lipid metabolism (<xref ref-type="bibr" rid="B100">Zhang et&#xa0;al., 2022</xref>). In fact, the relationship between high BCAA levels and IR was described as early as 30 years ago, but only recently has a scientific understanding emerged (<xref ref-type="bibr" rid="B14">Eriksson and Bj&#xf6;rkman, 1993</xref>). Dysbiosis is a key factor in this relationship. PCOS patients exhibit gut microbiota dysbiosis, with higher abundances of <italic>Streptococcus</italic> and <italic>Prevotella</italic>, which are major BCAA-producing genera (<xref ref-type="bibr" rid="B93">Yue et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B39">Jobira et&#xa0;al., 2020</xref>). Yu Z et&#xa0;al. found that structural and functional changes in the microbiota drive the development of glucose intolerance in rats, raising serum BCAA levels, and suggested that BCAA-induced IR may be related to the mammalian target of rapamycin (mTOR) signaling pathway (<xref ref-type="bibr" rid="B92">Yu et&#xa0;al., 2024</xref>). Gojda J et&#xa0;al. further indicated that BCAAs can increase the oxidation of free fatty acids, activating the mTOR/PI3K/protein kinase B (PKB) pathway, thereby inducing IR (<xref ref-type="bibr" rid="B26">Gojda and Cahova, 2021</xref>). In summary, dysbiosis leading to elevated BCAA levels may contribute to IR development by affecting the mTOR pathway.</p>
</sec>
<sec id="s4_2_5">
<label>4.2.5</label>
<title>Short-chain fatty acid</title>
<p>SCFAs, primarily acetate, propionate, and butyrate, are produced by the fermentation of dietary fibers such as carbohydrates and proteins by gut microbiota. Acetate is produced by Bacteroidetes, propionate by <italic>Veillonella</italic>, <italic>Bacteroides</italic>, and <italic>Salmonella</italic>, and butyrate by <italic>Faecalibacterium prausnitzii</italic>, <italic>Anaerostipes</italic> spp, Roseburia spp, and <italic>Eubacterium</italic> spp (<xref ref-type="bibr" rid="B55">Mann et&#xa0;al., 2024</xref>). Butyrate-producing bacteria play a major role in improving IR. Multiple studies have revealed that the abundance of butyrate-producing bacteria is reduced in individuals with IR, and increasing their abundance significantly alleviates inflammation and metabolic disorders in IR individuals (<xref ref-type="bibr" rid="B4">Bridgeman et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B55">Mann et&#xa0;al., 2024</xref>). Gut dysbiosis in PCOS patients is associated with reduced SCFA levels, which interact with G protein-coupled receptor 43 (GPCR43) and GPCR41 in enteroendocrine cells, intestinal epithelial cells, and pancreatic &#x3b2;-cells, increasing the secretion of glucagon-like peptide-1 (GLP-1) and peptide YY, regulating the hypothalamic-pituitary-gonadal axis, and altering luteinizing hormone and testosterone levels, thereby affecting the progression and phenotype of PCOS (<xref ref-type="bibr" rid="B86">Wang et&#xa0;al., 2021</xref>). Reduced abundances of <italic>Akkermansia muciniphila</italic>, <italic>Blautia</italic>, and <italic>Roseburia</italic> in PCOS patients result in decreased SCFA synthesis, leading to reduced expression of ghrelin and peptide YY (PYY). Probiotic treatment in PCOS patients increases SCFA levels and restores blood glucose homeostasis (<xref ref-type="bibr" rid="B99">Zhang et&#xa0;al., 2019</xref>). This indicates that SCFAs not only influence hormonal imbalances in PCOS but are also crucial in the development of IR-PCOS. Additionally, SCFAs activate peroxisome proliferator-activated receptor gamma (PPAR&#x3b3;), increase the expression of tight junction proteins in the intestinal mucosal barrier, and inhibit intestinal epithelial cell apoptosis, promoting fatty acid oxidation and intestinal mucosal immunity (<xref ref-type="bibr" rid="B95">Zhang et&#xa0;al., 2022</xref>). Therefore, gut dysbiosis leading to decreased SCFA levels contributes to the development of IR in PCOS patients.</p>
</sec>
</sec>
</sec>
<sec id="s5">
<label>5</label>
<title>Regulate gut microbiota as the possible therapy target for IR-PCOS</title>
<sec id="s5_1">
<label>5.1</label>
<title>Probiotics and prebiotics</title>
<p>Probiotics are active microorganisms present in the human gut that confer beneficial effects by maintaining microbial balance or modulating host immunity, including <italic>Bifidobacterium</italic> and <italic>Lactobacillus</italic> species. Prebiotics are organic substances that selectively promote the metabolism and proliferation of probiotics in the gut, thereby improving the dynamics and metabolic functions of the gut microbiota. Increasing evidence suggests that probiotics and prebiotics have significant advantages in treating IR-PCOS (<xref ref-type="bibr" rid="B45">Li et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B53">Luo et&#xa0;al., 2023</xref>). At the human level, a decrease in <italic>Bifidobacterium</italic> abundance is a characteristic of dysbiosis in PCOS patients. Supplementing with <italic>Bifidobacterium lactis V9</italic> can promote the growth of SCFA-producing microorganisms such as <italic>Faecalibacterium prausnitzii</italic>, <italic>Butyricimonas</italic>, and <italic>Akkermansia</italic>, which can improve gut health by enhancing barrier function and reducing the translocation of bacterial endotoxins across the gut wall. These endotoxins can cause inflammation and IR in the gut wall (<xref ref-type="bibr" rid="B99">Zhang et&#xa0;al., 2019</xref>). Supplementing with a multi-strain probiotic formulation (including <italic>Lactobacillus casei</italic>, <italic>Lactobacillus acidophilus</italic>, <italic>Lactobacillus paracasei</italic>, and <italic>Bifidobacterium bifidum</italic>) not only lowers fasting blood glucose, HOMA-IR, and dyslipidemia but also improves systemic inflammation levels and hyperandrogenism in patients (<xref ref-type="bibr" rid="B11">Cozzolino et&#xa0;al., 2020</xref>). At the animal level, similar effects have been observed with probiotics or prebiotics. Intake of probiotics and prebiotics increased the relative abundance of <italic>Lactobacillus</italic>, <italic>Bifidobacterium</italic>, and <italic>Akkermansia</italic>, improving reproductive dysfunction and metabolic abnormalities in PCOS phenotype mice (<xref ref-type="bibr" rid="B45">Li et&#xa0;al., 2022</xref>). <italic>Escherichia coli Nissle 1917</italic> (EcN), a genetically controlled probiotic, increased the abundance of <italic>Adlercreutzia</italic>, <italic>Allobaculum</italic>, <italic>Escherichia-Shigella</italic>, and <italic>Ileibacterium</italic> in PCOS mice, improving metabolic disorders by enhancing amino sugar and nucleotide sugar metabolism pathways (<xref ref-type="bibr" rid="B53">Luo et&#xa0;al., 2023</xref>). Despite the promising benefits of probiotics and prebiotics observed in various clinical trials and animal studies for IR-PCOS, the diverse range of probiotic strains, dosages, and treatment durations lack standardization. Therefore, further research is needed to refine the use of probiotics and prebiotics for optimal therapeutic protocols (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Potential methods targeted on gut microbiota for improving IR-PCOS (created with <ext-link ext-link-type="uri" xlink:href="https://www.biorender.com/">Biorender.com</ext-link>).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-15-1508893-g003.tif"/>
</fig>
</sec>
<sec id="s5_2">
<label>5.2</label>
<title>Fecal microbiota transplantation</title>
<p>Fecal microbiota transplantation (FMT) aims to reshape the gut microbiota by transplanting fecal microbiota from healthy donors into the patient&#x2019;s gut, thereby enhancing the host&#x2019;s gut mucosal immunity. FMT has shown promising results in treating diseases such as inflammatory bowel disease and recurrent Clostridium difficile colitis. However, current research primarily focuses on fecal transplantation in individuals with PCOS. Both fecal samples from PCOS patients and PCOS phenotype animals have shown strong PCO and IR-inducing abilities. Qi X et&#xa0;al. found that mice gavaged with fecal matter from PCOS patients exhibited IR, disrupted estrous cycles, increased cystic follicle numbers, and decreased corpora lutea, a phenomenon associated with the high abundance of Bacteroides in the PCOS gut (<xref ref-type="bibr" rid="B68">Qi et&#xa0;al., 2019</xref>). At the animal level, Han Q et&#xa0;al. discovered that transplanting the gut microbiota from DHEA-induced PCOS phenotype rats into germ-free recipients promoted IR and reproductive hormone imbalance (<xref ref-type="bibr" rid="B30">Han et&#xa0;al., 2021</xref>). Guo Y et&#xa0;al. performed FMT in PCOS phenotype rats and found that the PCOS-like rats had lower levels of <italic>Lactobacillus</italic>, <italic>Ruminococcus</italic>, and <italic>Clostridium</italic>, while <italic>Prevotella</italic> was more abundant. After administration of probiotics containing <italic>Lactobacillus</italic> and FMT, the gut microecological structure was restored, and metabolic abnormalities and hormone imbalances were ameliorated (<xref ref-type="bibr" rid="B30">Han et&#xa0;al., 2021</xref>). Additionally, in diabetes characterized by IR, FMT significantly reversed IR and enhanced the insulin-sensitizing effects of metformin (<xref ref-type="bibr" rid="B89">Wu et&#xa0;al., 2023</xref>). Therefore, modulating gut microbiota holds promise for treating IR-PCOS. In summary, while it is widely recognized that PCOS patients exhibit gut microbiota imbalance, FMT research in PCOS is still in its early stages globally. The application of FMT in IR-PCOS faces several challenges, including the anaerobic handling and preservation of donor feces, donor-recipient incompatibility, and the uniformity and effectiveness of donor feces recolonization in recipients. These challenges necessitate careful and comprehensive evaluation from both clinical and mechanistic perspectives.</p>
</sec>
<sec id="s5_3">
<label>5.3</label>
<title>Polyphenol</title>
<p>Polyphenols, found in natural plants, are compounds with antioxidant and anti-inflammatory properties, including flavonoids and non-flavonoids. Polyphenols can reduce inflammation and stabilize glucose and lipid metabolism in IR-PCOS by promoting beneficial gut bacteria and reducing potential pathogens (<xref ref-type="bibr" rid="B104">Zhou et&#xa0;al., 2024</xref>). Gut microbiota can metabolize polyphenols through hydrolysis and reduction reactions, and the beneficial effects of polyphenols on PCOS may arise from aromatic metabolites produced by gut microbiota metabolism. In recent years, polyphenols involved in regulating IR-PCOS mainly include resveratrol, catechins, and anthocyanins, with resveratrol being the primary polyphenol affecting gut microbiota. Resveratrol is generally considered a scavenger of reactive oxygen species and free radicals, offering some protection to the ovaries, and its value in improving IR in PCOS has been extensively studied (<xref ref-type="bibr" rid="B65">Pasquariello et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B56">Mansour et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B7">Chen et&#xa0;al., 2022</xref>). Chen M et&#xa0;al. found that resveratrol improves ovarian ovulation disorders in PCOS patients by reducing granulosa cell apoptosis and oxidative stress levels (<xref ref-type="bibr" rid="B7">Chen et&#xa0;al., 2022</xref>). In addition to reducing oxidative stress, resveratrol can reverse pyruvate and lactate levels, upregulate key rate-limiting enzymes related to glycolysis pathways (such as LDHA, HK2, and PKM2), activate the SIRT2 signaling pathway, and improve IR-PCOS (<xref ref-type="bibr" rid="B7">Chen et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B48">Liang et&#xa0;al., 2023</xref>). To further explore the relationship between resveratrol and gut microbiota, Chinese researchers evaluated the effect of resveratrol on follicle development through FMT. Evidence shows that resveratrol regulates the SIRT1-FoxO1/P53 pathway to reduce follicle atresia, a process involving changes in gut microbiota. After transplanting the gut microbiota from resveratrol-treated donors, the <italic>Firmicutes</italic>/<italic>Bacteroidetes</italic> ratio significantly increased, along with the relative abundance of <italic>Lactobacillus murinus</italic> and <italic>Lactobacillus salivarius</italic> (<xref ref-type="bibr" rid="B84">Wang et&#xa0;al., 2022</xref>). Another study found that resveratrol significantly improved IR in high-fat diet mice by reducing endotoxemia, inflammation, and restoring gut barrier defects, while increasing the abundance of <italic>Verrucomicrobia</italic> and <italic>Akkermansia</italic> (<xref ref-type="bibr" rid="B8">Chen et&#xa0;al., 2020</xref>). These findings suggest that resveratrol may treat IR-PCOS by improving gut microbiota. However, due to the vast variety of polyphenols, there are still many limitations and challenges in verifying their mechanisms and efficacy. In conclusion, it is certain that FMT may be effective for PCOS, but it only remains at the level of clinical practice and its future use in humans remains to be considered.</p>
</sec>
<sec id="s5_4">
<label>5.4</label>
<title>Metformin</title>
<p>Metformin is the most commonly used insulin sensitizer in clinical practice for PCOS patients. Apart from inhibiting endogenous glucose production and improving IR, it also plays a role in alleviating hyperandrogenism in PCOS patients, facilitating ovulation restoration, and reducing long-term pregnancy and metabolic risks (<xref ref-type="bibr" rid="B20">Furat Rencber et&#xa0;al., 2018</xref>). Recent findings indicate that increasing gut microbiota diversity and abundance is one of the mechanisms of metformin&#x2019;s action. Following metformin treatment, PCOS patients show significantly increased abundance of beneficial bacteria such as <italic>Bacteroidetes</italic>, <italic>Proteobacteria</italic>, <italic>Hungatella</italic>, <italic>Phocaeicola</italic>, <italic>Anaerobutyricum</italic>, predominantly <italic>Clostridium</italic>, <italic>Fusobacterium</italic>, and <italic>Oxalobacter</italic> (<xref ref-type="bibr" rid="B21">Gan et&#xa0;al., 2023</xref>). Animal experiments demonstrate that metformin reduces LH, LH/FSH, and TNF-&#x3b1; levels in PCOS phenotype mice, improves the number of ovarian atretic follicles and Graafian follicles, and upregulates <italic>Akkermansia</italic> abundance in the gut while lowering serum IFN-&#x3b3; levels. This mechanism may involve reducing gut LPS endotoxemia and enhancing inhibition of IFN-&#x3b3;-induced macrophage pyroptosis (<xref ref-type="bibr" rid="B107">Zhou et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B20">Furat Rencber et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B35">Huang et&#xa0;al., 2022</xref>). Importantly, gut <italic>Akkermansia</italic> appears to be a target of metformin&#x2019;s action, and its role in improving IR is widely recognized. <italic>In vitro</italic> studies show that adding metformin promotes <italic>Akkermansia</italic> growth (<xref ref-type="bibr" rid="B71">Ropot et&#xa0;al., 2020</xref>). At the animal level, metformin-treated IR mice exhibit improved glucose profiles, increased mucin layer thickness in the intestines, and higher <italic>Akkermansia</italic> abundance. Oral administration of <italic>Akkermansia</italic> to mice results in similar improvements in glucose tolerance as metformin treatment (<xref ref-type="bibr" rid="B76">Shin et&#xa0;al., 2014</xref>). These findings suggest that metformin improves IR-PCOS by increasing the abundance of beneficial gut bacteria.</p>
</sec>
<sec id="s5_5">
<label>5.5</label>
<title>Exercise</title>
<p>Whether lean-type or obese-type PCOS, physical exercise is the most effective and economical method for treating menstrual irregularities, hormonal disturbances, and metabolic abnormalities in PCOS patients, linked to enhancing immune function, maintaining neuroendocrine balance, and reducing inflammation (<xref ref-type="bibr" rid="B77">Sivasankari and Usha, 2022</xref>). Studies indicate that regular physical exercise can improve menstrual irregularities and reproductive disorders in 50% of women with PCOS (<xref ref-type="bibr" rid="B49">Lim et&#xa0;al., 2019</xref>). However, there is currently a lack of evidence on whether exercise affects gut microbiota and thereby regulates IR-PCOS. During exercise, the internal environment undergoes dynamic changes, allowing beneficial bacteria to proliferate rapidly in response to the homeostatic and physiological changes induced by exercise (<xref ref-type="bibr" rid="B58">Mika et&#xa0;al., 2015</xref>). Therefore, exercise can shape the microbiota independently of diet. Compared to non-athletes, athletes show higher &#x3b1;-diversity of gut microbiota, and the abundance of species such as <italic>Bifidobacterium</italic>, <italic>Lactobacillus</italic>, <italic>Prevotella</italic>, and <italic>Faecalibacterium</italic> varies with different exercise intensities, indicating that exercise influences microbiota composition (<xref ref-type="bibr" rid="B62">O&#x2019;Donovan et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B61">O&#x2019;Brien et&#xa0;al., 2022</xref>). For PCOS, static exercises like yoga and meditation can improve glycemic and lipid metabolism and IR status in adolescent PCOS females, increase melatonin secretion, and effectively regulate endocrine and metabolic disorders (<xref ref-type="bibr" rid="B31">Harinath et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B60">Nidhi et&#xa0;al., 2012</xref>). Imbalances in gut microbiota can affect neuroendocrine networks, including the hypothalamic-pituitary-ovarian axis, thereby influencing melatonin secretion (<xref ref-type="bibr" rid="B37">Iesanu et&#xa0;al., 2022</xref>). In conclusion, regardless of the type of exercise, physical exercise may alter gut microbiota composition and affect IR-PCOS.</p>
</sec>
<sec id="s5_6">
<label>5.6</label>
<title>Traditional Chinese medicine</title>
<p>TCM in the treatment of PCOS, particularly in the context of gut microbiota modulation, has gained increasing attention. TCM, which includes herbal medicine, acupuncture, and dietary therapy, has been practiced for centuries in China and is recognized for its potential in addressing the complex pathophysiology of PCOS. Recent studies suggest that certain TCM formulations may exert therapeutic effects by altering gut microbiota composition. For instance, Wang et&#xa0;al. demonstrated that a TCM herbal formula can alleviate metabolic abnormalities in PCOS rats by targeting the intestinal LPS/TLR4 pathway (<xref ref-type="bibr" rid="B85">Wang et&#xa0;al., 2022</xref>). Moreover, individual herbs such as Astragalus have been linked to changes in gut microbiota, potentially reducing IR and oxidative stress in PCOS patients (<xref ref-type="bibr" rid="B44">Li et&#xa0;al., 2024</xref>). Acupuncture, another key component of TCM, has shown promise in early studies by Fan et&#xa0;al., which suggest that it may improve PCOS symptoms through gut microbiota modulation, though the mechanisms remain unclear (<xref ref-type="bibr" rid="B17">Fan et&#xa0;al., 2021</xref>). Dietary therapy, a fundamental aspect of TCM, emphasizes the consumption of foods that promote health and balance. Preliminary evidence indicates that fiber-rich diets recommended in TCM may support beneficial gut bacteria growth and alleviate PCOS symptoms (<xref ref-type="bibr" rid="B43">Leung et&#xa0;al., 2022</xref>). Although research on TCM and its effects on the gut microbiota in PCOS is still in its early stages, these findings underscore the potential of integrating TCM with modern treatment strategies for a more comprehensive approach to PCOS management.</p>
</sec>
<sec id="s5_7">
<label>5.7</label>
<title>Inositol</title>
<p>Inositol, a naturally occurring cyclitol, exists predominantly in its active forms, myo-inositol (MI) and D-chiro-inositol (DCI), within the human body, playing a significant role in the functional metabolism of ovarian cells. Prior research has established MI as a key molecular mediator in intercellular and intracellular communication, pivotal in signaling pathways associated with reproduction, hormonal regulation, and metabolism. Although high-level evidence supporting the use of inositol for the treatment of PCOS is currently lacking from an evidence-based medicine perspective, clinical trial outcomes suggest that inositol supplementation in PCOS patients can exert insulin-sensitizing effects akin to metformin (<xref ref-type="bibr" rid="B27">Greff et&#xa0;al., 2023</xref>). The regulatory effect of inositol on the gut microbiota remains understudied. Authoritative evidence from Cell Host &amp; Microbe demonstrates that, in obese individuals at high risk of IR, shotgun metagenomic sequencing revealed a distinct microbiota structure characterized by a <italic>Megamonas</italic>-dominated, enterotype-like cluster. In-depth analysis indicated the presence of inositol-degrading genes in these microbes, leading to reduced inositol levels, increased intestinal fatty acid absorption, and consequently, the promotion of obesity (<xref ref-type="bibr" rid="B88">Wu et&#xa0;al., 2024</xref>). While the study subjects were not women with PCOS, it is anticipated that future research will elucidate the relationship between inositol and the gut microbiota in the context of PCOS as investigations into the role of the gut microbiota in PCOS progress.</p>
</sec>
</sec>
<sec id="s6">
<label>6</label>
<title>Outstanding and future perspective</title>
<p>Despite changes in gut microbiota composition and function in PCOS, the research on PCOS microbiota appears observational due to its high heterogeneity, lacking specific alterations. IR is the most common complication of PCOS. Although dysbiosis has been understood to promote IR development, the mechanisms through which gut microbiota participate in IR occurrence in PCOS patients remain an area ripe for development, involving multifactorial and multi-stage contributions to IR-PCOS. Therefore, deciphering and annotating the PCOS gut microbiome and metabolome are essential paths forward to tackle reproductive disorders and global metabolic health challenges. Additionally, due to the majority of studies being cross-sectional, there is an urgent need for bioinformatics algorithms or longitudinal data predicting short-term or long-term dynamic changes in gut microbial communities. Lastly, despite preliminary insights into how gut microbiota participate in IR occurrence in PCOS patients in recent years, little focus has been placed on the clinical potential of gut microbiota to guide IR treatment. In the future, as research deepens into gut bacteriomics, metabolomics, and the interaction between microbial systems and the human body, modulating gut microbiota will inevitably emerge as a novel target for IR-PCOS.</p>
</sec>
<sec id="s7" sec-type="conclusion">
<label>7</label>
<title>Conclusion</title>
<p>In various studies linking dysbiosis to PCOS, gut microbiota imbalance has increasingly emerged as a significant characteristic of PCOS patients. This review summarizes the diverse microbial changes observed in different PCOS studies and underscores the critical role of both microbes themselves and their metabolites in the development of IR in PCOS patients. Finally, we emphasize the importance of regulating gut microbiota for treating IR-PCOS, highlighting the potential for future microbiota-based therapies to achieve personalized treatment for PCOS.</p>
</sec>
</body>
<back>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>YM: Conceptualization, Funding acquisition, Methodology, Software, Visualization, Writing &#x2013; original draft. WL: Formal&#xa0;analysis, Methodology, Visualization, Writing &#x2013; review &amp; editing. BW: Formal analysis, Methodology, Visualization, Writing &#x2013; review &amp; editing. ZC: Formal analysis, Methodology, Visualization, Writing &#x2013; review &amp; editing. XW: Formal analysis, Methodology, Writing &#x2013; review &amp; editing. YL: Formal analysis, Methodology,&#xa0;Writing &#x2013; review &amp; editing. MW: Funding acquisition, Supervision, Validation, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s9" 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 work was supported by the National Natural Science Foundation of China (Grant No.82270840), Central South University (Grant No.2024ZZTS0520) and Health Commission of Hunan Province (Grant No. W20243134).</p>
</sec>
<sec id="s10" 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="s11" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec id="s12" sec-type="disclaimer">
<title>Publisher&#x2019;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>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Arya</surname> <given-names>B. K.</given-names>
</name>
<name>
<surname>Haq</surname> <given-names>A. U.</given-names>
</name>
<name>
<surname>Chaudhury</surname> <given-names>K.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Oocyte quality reflected by follicular fluid analysis in poly cystic ovary syndrome (PCOS): a hypothesis based on intermediates of energy metabolism</article-title>. <source>Med. Hypoth.</source> <volume>78</volume>, <fpage>475</fpage>&#x2013;<lpage>478</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.mehy.2012.01.009</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Azziz</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Carmina</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Dewailly</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Diamanti-Kandarakis</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Escobar-Morreale</surname> <given-names>H. F.</given-names>
</name>
<name>
<surname>Futterweit</surname> <given-names>W.</given-names>
</name>
<etal/>
</person-group>. (<year>2006</year>). <article-title>Positions statement: criteria for defining polycystic ovary syndrome as a predominantly hyperandrogenic syndrome: an Androgen Excess Society guideline</article-title>. <source>J. Clin. Endocrinol. Metab.</source> <volume>91</volume>, <fpage>4237</fpage>&#x2013;<lpage>4245</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1210/jc.2006-0178</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bozdag</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Mumusoglu</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Zengin</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Karabulut</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Yildiz</surname> <given-names>B. O.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>The prevalence and phenotypic features of polycystic ovary syndrome: a systematic review and meta-analysis</article-title>. <source>Hum. Reprod.</source> <volume>31</volume>, <fpage>2841</fpage>&#x2013;<lpage>2855</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/humrep/dew218</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bridgeman</surname> <given-names>S. C.</given-names>
</name>
<name>
<surname>Northrop</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Melton</surname> <given-names>P. E.</given-names>
</name>
<name>
<surname>Ellison</surname> <given-names>G. C.</given-names>
</name>
<name>
<surname>Newsholme</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Mamotte</surname> <given-names>C. D. S.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Butyrate generated by gut microbiota and its therapeutic role in metabolic syndrome</article-title>. <source>Pharmacol. Res.</source> <volume>160</volume>, <elocation-id>105174</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.phrs.2020.105174</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cani</surname> <given-names>P. D.</given-names>
</name>
<name>
<surname>Amar</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Iglesias</surname> <given-names>M. A.</given-names>
</name>
<name>
<surname>Poggi</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Knauf</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Bastelica</surname> <given-names>D.</given-names>
</name>
<etal/>
</person-group>. (<year>2007</year>). <article-title>Metabolic endotoxemia initiates obesity and insulin resistance</article-title>. <source>Diabetes</source> <volume>56</volume>, <fpage>1761</fpage>&#x2013;<lpage>1772</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.2337/db06-1491</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chelakkot</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Choi</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Kim</surname> <given-names>D. K.</given-names>
</name>
<name>
<surname>Park</surname> <given-names>H. T.</given-names>
</name>
<name>
<surname>Ghim</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Kwon</surname> <given-names>Y.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>Akkermansia muciniphila-derived extracellular vesicles influence gut permeability through the regulation of tight junctions</article-title>. <source>Exp. Mol. Med.</source> <volume>50</volume>, <elocation-id>e450</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/emm.2017.282</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname> <given-names>M.</given-names>
</name>
<name>
<surname>He</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Zhu</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Meng</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Jiang</surname> <given-names>X.</given-names>
</name>
<etal/>
</person-group>. (<year>2022</year>). <article-title>Resveratrol ameliorates polycystic ovary syndrome via transzonal projections within oocyte-granulosa cell communication</article-title>. <source>Theranostics</source> <volume>12</volume>, <fpage>782</fpage>&#x2013;<lpage>795</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.7150/thno.67167</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Shu</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Xing</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Lu</surname> <given-names>C.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Effect of resveratrol on intestinal tight junction proteins and the gut microbiome in high-fat diet-fed insulin resistant mice</article-title>. <source>Int. J. Food Sci. Nutr.</source> <volume>71</volume>, <fpage>965</fpage>&#x2013;<lpage>978</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1080/09637486.2020.1754351</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chu</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Han</surname> <given-names>Q.</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Sun</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>W.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Metagenomic analysis identified microbiome alterations and pathological association between intestinal microbiota and polycystic ovary syndrome</article-title>. <source>Fertil Steril.</source> <volume>113</volume>, <fpage>1286</fpage>&#x2013;<lpage>1298.e4</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.fertnstert.2020.01.027</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Clarke</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Sandhu</surname> <given-names>K. V.</given-names>
</name>
<name>
<surname>Griffin</surname> <given-names>B. T.</given-names>
</name>
<name>
<surname>Dinan</surname> <given-names>T. G.</given-names>
</name>
<name>
<surname>Cryan</surname> <given-names>J. F.</given-names>
</name>
<name>
<surname>Hyland</surname> <given-names>N. P.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Gut reactions: breaking down xenobiotic-microbiome interactions</article-title>. <source>Pharmacol. Rev.</source> <volume>71</volume>, <fpage>198</fpage>&#x2013;<lpage>224</lpage>.</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cozzolino</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Vitagliano</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Pellegrini</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Chiurazzi</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Andriasani</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Ambrosini</surname> <given-names>G.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Therapy with probiotics and synbiotics for polycystic ovarian syndrome: a systematic review and meta-analysis [published correction appears in Eur J Nutr. 2022 Jun;61(4):2233-2235. doi: 10.1007/s00394-022-02856-5</article-title>. <source>Eur. J. Nutr.</source> <volume>59</volume>, <fpage>2841</fpage>&#x2013;<lpage>2856</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00394-020-02233-0</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dai</surname> <given-names>Z. L.</given-names>
</name>
<name>
<surname>Wu</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Zhu</surname> <given-names>W. Y.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Amino acid metabolism in intestinal bacteria: links between gut ecology and host health</article-title>. <source>Front. Biosci. (Landmark Ed).</source> <volume>16</volume>, <fpage>1768</fpage>&#x2013;<lpage>1786</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.2741/3820</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>El Leithy</surname> <given-names>A. A.</given-names>
</name>
<name>
<surname>Abozaid</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Al-Karmalawy</surname> <given-names>A. A.</given-names>
</name>
<name>
<surname>Mahmoud Allam</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Nourelden</surname> <given-names>A. Z.</given-names>
</name>
<name>
<surname>Amer</surname> <given-names>R. M.</given-names>
</name>
<etal/>
</person-group>. (<year>2024</year>). <article-title>Spirulina versus metformin for controlling some insulin signaling pathway genes in induced polycystic ovary syndrome rat model</article-title>. <source>Gene</source> <volume>921</volume>, <elocation-id>148524</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.gene.2024.148524</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Eriksson</surname> <given-names>L. S.</given-names>
</name>
<name>
<surname>Bj&#xf6;rkman</surname> <given-names>O.</given-names>
</name>
</person-group> (<year>1993</year>). <article-title>Influence of insulin on peripheral uptake of branched chain amino acids in the 60-hour fasted state</article-title>. <source>Clin. Nutr.</source> <volume>12</volume>, <fpage>217</fpage>&#x2013;<lpage>222</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/0261-5614(93)90018-y</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Eyupoglu</surname> <given-names>N. D.</given-names>
</name>
<name>
<surname>Ergunay</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Acikgoz</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Akyon</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Yilmaz</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Yildiz</surname> <given-names>B. O.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Gut microbiota and oral contraceptive use in overweight and obese patients with polycystic ovary syndrome</article-title>. <source>J. Clin. Endocrinol. Metab.</source> <volume>105</volume>, <elocation-id>dgaa600</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1210/clinem/dgaa600</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Falony</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Vieira-Silva</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Raes</surname> <given-names>J.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Microbiology meets big data: the case of gut microbiota-derived trimethylamine</article-title>. <source>Annu. Rev. Microbiol.</source> <volume>69</volume>, <fpage>305</fpage>&#x2013;<lpage>321</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1146/annurev-micro-091014-104422</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fan</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Hong</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Zeng</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>J.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Differences in the individual curative effect of acupuncture for obese women with polycystic ovary syndrome based on metagenomic analysis: study protocol for a randomized controlled trial</article-title>. <source>Trials</source> <volume>22</volume>, <fpage>454</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s13063-021-05426-y</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fukui</surname> <given-names>H.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Gut microbiota and host reaction in liver diseases</article-title>. <source>Microorganisms</source> <volume>3</volume>, <fpage>759</fpage>&#x2013;<lpage>791</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/microorganisms3040759</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fulghesu</surname> <given-names>A. M.</given-names>
</name>
<name>
<surname>Sanna</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Uda</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Magnini</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Portoghese</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Batetta</surname> <given-names>B.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>IL-6 serum levels and production is related to an altered immune response in polycystic ovary syndrome girls with insulin resistance</article-title>. <source>Mediators Inflamm.</source> <volume>2011</volume>, <elocation-id>389317</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1155/2011/389317</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Furat Rencber</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Kurnaz Ozbek</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Eraldem&#x131;r</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Sezer</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Kum</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Ceylan</surname> <given-names>S.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>Effect of resveratrol and metformin on ovarian reserve and ultrastructure in PCOS: an experimental study</article-title>. <source>J. Ovarian Res.</source> <volume>11</volume>, <fpage>55</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s13048-018-0427-7</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gan</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Ma</surname> <given-names>R. L.</given-names>
</name>
<name>
<surname>Deng</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Ding</surname> <given-names>X. S.</given-names>
</name>
<name>
<surname>Zhu</surname> <given-names>S. Y.</given-names>
</name>
<etal/>
</person-group>. (<year>2023</year>). <article-title>Metagenomics study on taxonomic and functional change of gut microbiota in patients with obesity with PCOS treated with exenatide combination with metformin or metformin alone</article-title>. <source>Gynecol. Endocrinol.</source> <volume>39</volume>, <elocation-id>2219342</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1080/09513590.2023.2219342</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Geng</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Hu</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Gu</surname> <given-names>Y.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>Trimethylamine N-oxide promotes atherosclerosis via CD36-dependent MAPK/JNK pathway</article-title>. <source>BioMed. Pharmacother.</source> <volume>97</volume>, <fpage>941</fpage>&#x2013;<lpage>947</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.biopha.2017.11.016</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Giampaolino</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Foreste</surname> <given-names>V.</given-names>
</name>
<name>
<surname>Di Filippo</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Gallo</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Mercorio</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Serafino</surname> <given-names>P.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Microbiome and PCOS: state-of-art and future aspects</article-title>. <source>Int. J. Mol. Sci.</source> <volume>22</volume>, <elocation-id>2048</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/ijms22042048</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gil-Cruz</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Perez-Shibayama</surname> <given-names>C.</given-names>
</name>
<name>
<surname>De Martin</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Ronchi</surname> <given-names>F.</given-names>
</name>
<name>
<surname>van der Borght</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Niederer</surname> <given-names>R.</given-names>
</name>
<etal/>
</person-group>. (<year>2019</year>). <article-title>Microbiota-derived peptide mimics drive lethal inflammatory cardiomyopathy</article-title>. <source>Science</source> <volume>366</volume>, <fpage>881</fpage>&#x2013;<lpage>886</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1126/science.aav3487</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gnauck</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Lentle</surname> <given-names>R. G.</given-names>
</name>
<name>
<surname>Kruger</surname> <given-names>M. C.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>The characteristics and function of bacterial lipopolysaccharides and their endotoxic potential in humans</article-title>. <source>Int. Rev. Immunol.</source> <volume>35</volume>, <fpage>189</fpage>&#x2013;<lpage>218</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3109/08830185.2015.1087518</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gojda</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Cahova</surname> <given-names>M.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Gut microbiota as the link between elevated BCAA serum levels and insulin resistance</article-title>. <source>Biomolecules</source> <volume>11</volume>, <elocation-id>1414</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/biom11101414</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Greff</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Juh&#xe1;sz</surname> <given-names>A. E.</given-names>
</name>
<name>
<surname>V&#xe1;ncsa</surname> <given-names>S.</given-names>
</name>
<name>
<surname>V&#xe1;radi</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Sipos</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Szinte</surname> <given-names>J.</given-names>
</name>
<etal/>
</person-group>. (<year>2023</year>). <article-title>Inositol is an effective and safe treatment in polycystic ovary syndrome: a systematic review and meta-analysis of randomized controlled trials</article-title>. <source>Reprod. Biol. Endocrinol.</source> <volume>21</volume>, <elocation-id>10</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s12958-023-01055-z</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guan</surname> <given-names>H. R.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Z. H.</given-names>
</name>
<name>
<surname>Wu</surname> <given-names>H. S.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>X. F.</given-names>
</name>
<etal/>
</person-group>. (<year>2024</year>). <article-title>Exploring the efficacy and mechanism of Bailing capsule to improve polycystic ovary syndrome in mice based on intestinal-derived LPS-TLR4 pathway</article-title>. <source>J. Ethnopharmacol.</source> <volume>331</volume>, <elocation-id>118274</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.jep.2024.118274</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guo</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Qi</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Wen</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>Y.</given-names>
</name>
<etal/>
</person-group>. (<year>2016</year>). <article-title>Association between polycystic ovary syndrome and gut microbiota</article-title>. <source>PloS One</source> <volume>11</volume>, <elocation-id>e0153196</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.pone.0153196</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Han</surname> <given-names>Q.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>Z. J.</given-names>
</name>
<name>
<surname>Du</surname> <given-names>Y.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Androgen-induced gut dysbiosis disrupts glucolipid metabolism and endocrinal functions in polycystic ovary syndrome</article-title>. <source>Microbiome</source> <volume>9</volume>, <fpage>101</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s40168-021-01046-5</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Harinath</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Malhotra</surname> <given-names>A. S.</given-names>
</name>
<name>
<surname>Pal</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Prasad</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Kumar</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Kain</surname> <given-names>T. C.</given-names>
</name>
<etal/>
</person-group>. (<year>2004</year>). <article-title>Effects of Hatha yoga and Omkar meditation on cardiorespiratory performance, psychologic profile, and melatonin secretion</article-title>. <source>J. Altern. Complement Med.</source> <volume>10</volume>, <fpage>261</fpage>&#x2013;<lpage>268</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1089/107555304323062257</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hasani</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Ebrahimzadeh</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Hemmati</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Khabbaz</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Hasani</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Gholizadeh</surname> <given-names>P.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>The role of Akkermansia muciniphila in obesity, diabetes and atherosclerosis</article-title>. <source>J. Med. Microbiol.</source> <volume>70</volume>. doi:&#xa0;<pub-id pub-id-type="doi">10.1099/jmm.0.001435</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Heianza</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Sun</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>X.</given-names>
</name>
<name>
<surname>DiDonato</surname> <given-names>J. A.</given-names>
</name>
<name>
<surname>Bray</surname> <given-names>G. A.</given-names>
</name>
<name>
<surname>Sacks</surname> <given-names>F. M.</given-names>
</name>
<etal/>
</person-group>. (<year>2019</year>). <article-title>Gut microbiota metabolites, amino acid metabolites and improvements in insulin sensitivity and glucose metabolism: the POUNDS Lost trial</article-title>. <source>Gut</source> <volume>68</volume>, <fpage>263</fpage>&#x2013;<lpage>270</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1136/gutjnl-2018-316155</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Herder</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Dalmas</surname> <given-names>E.</given-names>
</name>
<name>
<surname>B&#xf6;ni-Schnetzler</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Donath</surname> <given-names>M. Y.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>The IL-1 pathway in type 2 diabetes and cardiovascular complications</article-title>. <source>Trends Endocrinol. Metab.</source> <volume>26</volume>, <fpage>551</fpage>&#x2013;<lpage>563</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.tem.2015.08.001</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Huang</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Xiang</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Liang</surname> <given-names>Q.</given-names>
</name>
<name>
<surname>Wu</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>J.</given-names>
</name>
<etal/>
</person-group>. (<year>2022</year>). <article-title>Gut microbiota dysbiosis-derived macrophage pyroptosis causes polycystic ovary syndrome via steroidogenesis disturbance and apoptosis of granulosa cells</article-title>. <source>Int. Immunopharmacol.</source> <volume>107</volume>, <elocation-id>108717</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.intimp.2022.108717</pub-id>
</citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hurliman</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Keller Brown</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Maille</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Mandala</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Casson</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Osol</surname> <given-names>G.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Hyperandrogenism and insulin resistance, not changes in body weight, mediate the development of endothelial dysfunction in a female rat model of polycystic ovary syndrome (PCOS)</article-title>. <source>Endocrinology</source> <volume>156</volume>, <fpage>4071</fpage>&#x2013;<lpage>4080</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1210/en.2015-1159</pub-id>
</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Iesanu</surname> <given-names>M. I.</given-names>
</name>
<name>
<surname>Zahiu</surname> <given-names>C. D. M.</given-names>
</name>
<name>
<surname>Dogaru</surname> <given-names>I. A.</given-names>
</name>
<name>
<surname>Chitimus</surname> <given-names>D. M.</given-names>
</name>
<name>
<surname>Pircalabioru</surname> <given-names>G. G.</given-names>
</name>
<name>
<surname>Voiculescu</surname> <given-names>S. E.</given-names>
</name>
<etal/>
</person-group>. (<year>2022</year>). <article-title>Melatonin-microbiome two-sided interaction in dysbiosis-associated conditions</article-title>. <source>Antioxid. (Basel).</source> <volume>11</volume>, <elocation-id>2244</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/antiox11112244</pub-id>
</citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Insenser</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Murri</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Del Campo</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Mart&#xed;nez-Garc&#xed;a</surname> <given-names>M. &#xc1;.</given-names>
</name>
<name>
<surname>Fern&#xe1;ndez-Dur&#xe1;n</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Escobar-Morreale</surname> <given-names>H. F.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Gut microbiota and the polycystic ovary syndrome: influence of sex, sex hormones, and obesity</article-title>. <source>J. Clin. Endocrinol. Metab.</source> <volume>103</volume>, <fpage>2552</fpage>&#x2013;<lpage>2562</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1210/jc.2017-02799</pub-id>
</citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jobira</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Frank</surname> <given-names>D. N.</given-names>
</name>
<name>
<surname>Pyle</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Silveira</surname> <given-names>L. J.</given-names>
</name>
<name>
<surname>Kelsey</surname> <given-names>M. M.</given-names>
</name>
<name>
<surname>Garcia-Reyes</surname> <given-names>Y.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Obese adolescents with PCOS have altered biodiversity and relative abundance in gastrointestinal microbiota</article-title>. <source>J. Clin. Endocrinol. Metab.</source> <volume>105</volume>, <fpage>e2134</fpage>&#x2013;<lpage>e2144</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1210/clinem/dgz263</pub-id>
</citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Joham</surname> <given-names>A. E.</given-names>
</name>
<name>
<surname>Norman</surname> <given-names>R. J.</given-names>
</name>
<name>
<surname>Stener-Victorin</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Legro</surname> <given-names>R. S.</given-names>
</name>
<name>
<surname>Franks</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Moran</surname> <given-names>L. J.</given-names>
</name>
<etal/>
</person-group>. (<year>2022</year>). <article-title>Polycystic ovary syndrome [published correction appears in Lancet Diabetes Endocrinol. 2022 Nov;10(11):e11. doi: 10.1016/S2213-8587(22)00281-9</article-title>. <source>Lancet Diabetes Endocrinol.</source> <volume>10</volume>, <fpage>668</fpage>&#x2013;<lpage>680</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/S2213-8587(22)00163-2</pub-id>
</citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kelley</surname> <given-names>S. T.</given-names>
</name>
<name>
<surname>Skarra</surname> <given-names>D. V.</given-names>
</name>
<name>
<surname>Rivera</surname> <given-names>A. J.</given-names>
</name>
<name>
<surname>Thackray</surname> <given-names>V. G.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>The gut microbiome is altered in a letrozole-induced mouse model of polycystic ovary syndrome</article-title>. <source>PloS One</source> <volume>11</volume>, <fpage>4</fpage>&#x2013;<lpage>6</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.pone.0146509</pub-id>
</citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lefebvre</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Cariou</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Lien</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Kuipers</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Staels</surname> <given-names>B.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Role of bile acids and bile acid receptors in metabolic regulation</article-title>. <source>Physiol. Rev.</source> <volume>89</volume>, <fpage>147</fpage>&#x2013;<lpage>191</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1152/physrev.00010.2008</pub-id>
</citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Leung</surname> <given-names>W. T.</given-names>
</name>
<name>
<surname>Tang</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Feng</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Guan</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Huang</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>W.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Lower fiber consumption in women with polycystic ovary syndrome: A meta-analysis of observational studies</article-title>. <source>Nutrients</source> <volume>14</volume>, <elocation-id>5285</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/nu14245285</pub-id>
</citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Hu</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Huang</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Ma</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>Y.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Astragalus polysaccharide alleviates polycystic ovary syndrome by reducing insulin resistance and oxidative stress and increasing the diversity of gut microbiota</article-title>. <source>Endocrine</source> <volume>83</volume>, <fpage>783</fpage>&#x2013;<lpage>797</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s12020-023-03553-x</pub-id>
</citation>
</ref>
<ref id="B45">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Song</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Du</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Mao</surname> <given-names>X.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Yogurt enriched with inulin ameliorated reproductive functions and regulated gut microbiota in dehydroepiandrosterone-induced polycystic ovary syndrome mice</article-title>. <source>Nutrients</source> <volume>14</volume>, <elocation-id>279</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/nu14020279</pub-id>
</citation>
</ref>
<ref id="B46">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Zeng</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Liao</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Peng</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>T.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Proteomics analysis of potential serum biomarkers for insulin resistance in patients with polycystic ovary syndrome</article-title>. <source>Int. J. Mol. Med.</source> <volume>45</volume>, <fpage>1409</fpage>&#x2013;<lpage>1416</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3892/ijmm.2020.4522</pub-id>
</citation>
</ref>
<ref id="B47">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Zhu</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>W.</given-names>
</name>
<etal/>
</person-group>. (<year>2023</year>). <article-title>Depletion of gut microbiota influents glucose metabolism and hyperandrogenism traits of mice with PCOS induced by letrozole</article-title>. <source>Front. Endocrinol. (Lausanne).</source> <volume>14</volume>, <elocation-id>1265152</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fendo.2023.1265152</pub-id>
</citation>
</ref>
<ref id="B48">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liang</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>Q.</given-names>
</name>
<name>
<surname>Huang</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Ma</surname> <given-names>D.</given-names>
</name>
<etal/>
</person-group>. (<year>2023</year>). <article-title>Resveratrol regulates insulin resistance to improve the glycolytic pathway by activating SIRT2 in PCOS granulosa cells</article-title>. <source>Front. Nutr.</source> <volume>9</volume>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fnut.2022.1019562</pub-id>
</citation>
</ref>
<ref id="B49">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lim</surname> <given-names>S. S.</given-names>
</name>
<name>
<surname>Hutchison</surname> <given-names>S. K.</given-names>
</name>
<name>
<surname>Van Ryswyk</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Norman</surname> <given-names>R. J.</given-names>
</name>
<name>
<surname>Teede</surname> <given-names>H. J.</given-names>
</name>
<name>
<surname>Moran</surname> <given-names>L. J.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Lifestyle changes in women with polycystic ovary syndrome</article-title>. <source>Cochrane Database Syst. Rev.</source> <volume>3</volume>, <elocation-id>CD007506</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/14651858.CD007506.pub4</pub-id>
</citation>
</ref>
<ref id="B50">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Shi</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>X.</given-names>
</name>
<etal/>
</person-group>. (<year>2017</year>). <article-title>Dysbiosis of gut microbiota associated with clinical parameters in polycystic ovary syndrome</article-title>. <source>Front. Microbiol.</source> <volume>8</volume>, <elocation-id>324</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fmicb.2017.00324</pub-id>
</citation>
</ref>
<ref id="B51">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lozupone</surname> <given-names>C. A.</given-names>
</name>
<name>
<surname>Stombaugh</surname> <given-names>J. I.</given-names>
</name>
<name>
<surname>Gordon</surname> <given-names>J. I.</given-names>
</name>
<name>
<surname>Jansson</surname> <given-names>J. K.</given-names>
</name>
<name>
<surname>Knight</surname> <given-names>R.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Diversity, stability and resilience of the human gut microbiota</article-title>. <source>Nature</source> <volume>489</volume>, <fpage>220</fpage>&#x2013;<lpage>230</lpage>.</citation>
</ref>
<ref id="B52">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lu</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Feskens</surname> <given-names>E. J.</given-names>
</name>
<name>
<surname>Boer</surname> <given-names>J. M.</given-names>
</name>
<name>
<surname>M&#xfc;ller</surname> <given-names>M.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>The potential influence of genetic variants in genes along bile acid and bile metabolic pathway on blood cholesterol levels in the population</article-title>. <source>Atherosclerosis</source> <volume>210</volume>, <fpage>14</fpage>&#x2013;<lpage>27</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.atherosclerosis.2009.10.035</pub-id>
</citation>
</ref>
<ref id="B53">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Luo</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Pan</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Fan</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Wen</surname> <given-names>Y.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>E. coli Nissle 1917 ameliorates mitochondrial injury of granulosa cells in polycystic ovary syndrome through promoting gut immune factor IL-22 via gut microbiota and microbial metabolism</article-title>. <source>Front. Immunol.</source> <volume>14</volume>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fimmu.2023.1137089</pub-id>
</citation>
</ref>
<ref id="B54">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mammadova</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Ozkul</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Yilmaz Isikhan</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Acikgoz</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Yildiz</surname> <given-names>B. O.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Characterization of gut microbiota in polycystic ovary syndrome: Findings from a lean population</article-title>. <source>Eur. J. Clin. Invest.</source> <volume>51</volume>, <elocation-id>e13417</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/eci.13417</pub-id>
</citation>
</ref>
<ref id="B55">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mann</surname> <given-names>E. R.</given-names>
</name>
<name>
<surname>Lam</surname> <given-names>Y. K.</given-names>
</name>
<name>
<surname>Uhlig</surname> <given-names>H. H.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Short-chain fatty acids: linking diet, the microbiome and immunity</article-title>. <source>Nat. Rev. Immunol</source>. <volume>24</volume>, <fpage>577</fpage>&#x2013;<lpage>595</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41577-024-01014-8</pub-id>
</citation>
</ref>
<ref id="B56">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mansour</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Samadi</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Sanginabadi</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Gerami</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Karimi</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Hosseini</surname> <given-names>S.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Effect of resveratrol on menstrual cyclicity, hyperandrogenism and metabolic profile in women with PCOS</article-title>. <source>Clin. Nutr.</source> <volume>40</volume>, <fpage>4106</fpage>&#x2013;<lpage>4112</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.clnu.2021.02.004</pub-id>
</citation>
</ref>
<ref id="B57">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Maruthini</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Harris</surname> <given-names>S. E.</given-names>
</name>
<name>
<surname>Barth</surname> <given-names>J. H.</given-names>
</name>
<name>
<surname>Balen</surname> <given-names>A. H.</given-names>
</name>
<name>
<surname>Campbell</surname> <given-names>B. K.</given-names>
</name>
<name>
<surname>Picton</surname> <given-names>H. M.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>The effect of metformin treatment <italic>in vivo</italic> on acute and long-term energy metabolism and progesterone production <italic>in vitro</italic> by granulosa cells from women with polycystic ovary syndrome</article-title>. <source>Hum. Reprod.</source> <volume>29</volume>, <fpage>2302</fpage>&#x2013;<lpage>2316</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/humrep/deu187</pub-id>
</citation>
</ref>
<ref id="B58">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mika</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Van Treuren</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Gonz&#xe1;lez</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Herrera</surname> <given-names>J. J.</given-names>
</name>
<name>
<surname>Knight</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Fleshner</surname> <given-names>M.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Exercise is More Effective at Altering Gut Microbial Composition and Producing Stable Changes in Lean Mass in Juvenile versus Adult Male F344 Rats</article-title>. <source>PloS One</source> <volume>10</volume>, <elocation-id>e0125889</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.pone.0125889</pub-id>
</citation>
</ref>
<ref id="B59">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mu</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Ye</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Hu</surname> <given-names>J.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>PPM1K-regulated impaired catabolism of branched-chain amino acids orchestrates polycystic ovary syndrome</article-title>. <source>EBioMedicine</source> <volume>89</volume>, <elocation-id>104492</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ebiom.2023.104492</pub-id>
</citation>
</ref>
<ref id="B60">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nidhi</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Padmalatha</surname> <given-names>V.</given-names>
</name>
<name>
<surname>Nagarathna</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Ram</surname> <given-names>A.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Effect of a yoga program on glucose metabolism and blood lipid levels in adolescent girls with polycystic ovary syndrome</article-title>. <source>Int. J. Gynaecol. Obstet.</source> <volume>118</volume>, <fpage>37</fpage>&#x2013;<lpage>41</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ijgo.2012.01.027</pub-id>
</citation>
</ref>
<ref id="B61">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>O&#x2019;Brien</surname> <given-names>M. T.</given-names>
</name>
<name>
<surname>O&#x2019;Sullivan</surname> <given-names>O.</given-names>
</name>
<name>
<surname>Claesson</surname> <given-names>M. J.</given-names>
</name>
<name>
<surname>Cotter</surname> <given-names>P. D.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>The athlete gut microbiome and its relevance to health and performance: A review</article-title>. <source>Sports Med.</source> <volume>52</volume>, <fpage>119</fpage>&#x2013;<lpage>128</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s40279-022-01785-x</pub-id>
</citation>
</ref>
<ref id="B62">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>O&#x2019;Donovan</surname> <given-names>C. M.</given-names>
</name>
<name>
<surname>Madigan</surname> <given-names>S. M.</given-names>
</name>
<name>
<surname>Garcia-Perez</surname> <given-names>I.</given-names>
</name>
<name>
<surname>Rankin</surname> <given-names>A.</given-names>
</name>
<name>
<surname>O&#x2019; Sullivan</surname> <given-names>O.</given-names>
</name>
<name>
<surname>Cotter</surname> <given-names>P. D.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Distinct microbiome composition and metabolome exists across subgroups of elite Irish athletes</article-title>. <source>J. Sci. Med. Sport.</source> <volume>23</volume>, <fpage>63</fpage>&#x2013;<lpage>68</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.jsams.2019.08.290</pub-id>
</citation>
</ref>
<ref id="B63">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ottman</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Reunanen</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Meijerink</surname> <given-names>M.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Pili-like proteins of Akkermansia muciniphila modulate host immune responses and gut barrier function</article-title>. <source>PloS One</source> <volume>12</volume>, <elocation-id>e0173004</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.pone.0173004</pub-id>
</citation>
</ref>
<ref id="B64">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Paczkowska</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Racho&#x144;</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Berg</surname> <given-names>A.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Specific alteration of branched-chain amino acid profile in polycystic ovary syndrome</article-title>. <source>Biomedicines</source> <volume>11</volume>, <elocation-id>108</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/biomedicines11010108</pub-id>
</citation>
</ref>
<ref id="B65">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pasquariello</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Verdile</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Brevini</surname> <given-names>T. A. L.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>The role of resveratrol in mammalian reproduction</article-title>. <source>Molecules</source> <volume>25</volume>, <elocation-id>4554</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/molecules25194554</pub-id>
</citation>
</ref>
<ref id="B66">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Plovier</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Everard</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Druart</surname> <given-names>C.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>A purified membrane protein from Akkermansia muciniphila or the pasteurized bacterium improves metabolism in obese and diabetic mice</article-title>. <source>Nat. Med.</source> <volume>23</volume>, <fpage>107</fpage>&#x2013;<lpage>113</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/nm.4236</pub-id>
</citation>
</ref>
<ref id="B67">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Qi</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Yun</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Pang</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Qiao</surname> <given-names>J.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>The impact of the gut microbiota on the reproductive and metabolic endocrine system</article-title>. <source>Gut Microbes</source> <volume>13</volume>, <fpage>1</fpage>&#x2013;<lpage>21</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1080/19490976.2021.1894070</pub-id>
</citation>
</ref>
<ref id="B68">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Qi</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Yun</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Sun</surname> <given-names>L.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Gut microbiota-bile acid-interleukin-22 axis orchestrates polycystic ovary syndrome [published correction appears in Nat Med. 2019 Sep;25(9):1459. doi: 10.1038/s41591-019-0562-8</article-title>. <source>Nat. Med.</source> <volume>25</volume>, <fpage>1225</fpage>&#x2013;<lpage>1233</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41591-019-0509-0</pub-id>
</citation>
</ref>
<ref id="B69">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Raetz</surname> <given-names>C. R.</given-names>
</name>
<name>
<surname>Whitfield</surname> <given-names>C.</given-names>
</name>
</person-group> (<year>2002</year>). <article-title>Lipopolysaccharide endotoxins</article-title>. <source>Annu. Rev. Biochem.</source> <volume>71</volume>, <fpage>635</fpage>&#x2013;<lpage>700</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1146/annurev.biochem.71.110601.135414</pub-id>
</citation>
</ref>
<ref id="B70">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rodriguez Paris</surname> <given-names>V.</given-names>
</name>
<name>
<surname>Wong</surname> <given-names>X. Y. D.</given-names>
</name>
<name>
<surname>Solon-Biet</surname> <given-names>S. M.</given-names>
</name>
</person-group>. (<year>2022</year>). <article-title>The interplay between PCOS pathology and diet on gut microbiota in a mouse model</article-title>. <source>Gut Microbes</source> <volume>14</volume>, <elocation-id>2085961</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1080/19490976.2022.2085961</pub-id>
</citation>
</ref>
<ref id="B71">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ropot</surname> <given-names>A. V.</given-names>
</name>
<name>
<surname>Karamzin</surname> <given-names>A. M.</given-names>
</name>
<name>
<surname>Sergeyev</surname> <given-names>O. V.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Cultivation of the next-generation probiotic akkermansia muciniphila, methods of its safe delivery to the intestine, and factors contributing to its growth <italic>in vivo</italic>
</article-title>. <source>Curr. Microbiol.</source> <volume>77</volume>, <fpage>1363</fpage>&#x2013;<lpage>1372</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00284-020-01992-7</pub-id>
</citation>
</ref>
<ref id="B72">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rosenfield</surname> <given-names>R. L.</given-names>
</name>
<name>
<surname>Ehrmann</surname> <given-names>D. A.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>The pathogenesis of polycystic ovary syndrome (PCOS): the hypothesis of PCOS as functional ovarian hyperandrogenism revisited</article-title>. <source>Endocr. Rev.</source> <volume>37</volume>, <fpage>467</fpage>&#x2013;<lpage>520</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1210/er.2015-1104</pub-id>
</citation>
</ref>
<ref id="B73">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rudnicka</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Suchta</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Grymowicz</surname> <given-names>M.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Chronic low grade inflammation in pathogenesis of PCOS</article-title>. <source>Int. J. Mol. Sci.</source> <volume>22</volume>, <elocation-id>3789</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/ijms22073789</pub-id>
</citation>
</ref>
<ref id="B74">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Saad</surname> <given-names>M. J.</given-names>
</name>
<name>
<surname>Santos</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Prada</surname> <given-names>P. O.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Linking gut microbiota and inflammation to obesity and insulin resistance</article-title>. <source>Physiol. (Bethesda).</source> <volume>31</volume>, <fpage>283</fpage>&#x2013;<lpage>293</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1152/physiol.00041.2015</pub-id>
</citation>
</ref>
<ref id="B75">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sherman</surname> <given-names>S. B.</given-names>
</name>
<name>
<surname>Sarsour</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Salehi</surname> <given-names>M.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Prenatal androgen exposure causes hypertension and gut microbiota dysbiosis</article-title>. <source>Gut Microbes</source> <volume>9</volume>, <fpage>400</fpage>&#x2013;<lpage>421</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1080/19490976.2018.1441664</pub-id>
</citation>
</ref>
<ref id="B76">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shin</surname> <given-names>N. R.</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>J. C.</given-names>
</name>
<name>
<surname>Lee</surname> <given-names>H. Y.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>An increase in the Akkermansia spp. population induced by metformin treatment improves glucose homeostasis in diet-induced obese mice</article-title>. <source>Gut</source> <volume>63</volume>, <fpage>727</fpage>&#x2013;<lpage>735</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1136/gutjnl-2012-303839</pub-id>
</citation>
</ref>
<ref id="B77">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sivasankari</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Usha</surname> <given-names>B.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Reshaping the gut microbiota through lifestyle interventions in women with PCOS: A review</article-title>. <source>Indian J. Microbiol.</source> <volume>62</volume>, <fpage>351</fpage>&#x2013;<lpage>363</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s12088-022-01019-8</pub-id>
</citation>
</ref>
<ref id="B78">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Song</surname> <given-names>M. J.</given-names>
</name>
<name>
<surname>Choi</surname> <given-names>J. Y.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Androgen dysfunction in non-alcoholic fatty liver disease: Role of sex hormone binding globulin</article-title>. <source>Front. Endocrinol. (Lausanne).</source> <volume>13</volume>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fendo.2022.1053709</pub-id>
</citation>
</ref>
<ref id="B79">
<citation citation-type="journal">
<person-group person-group-type="author">
<collab>Thessaloniki ESHRE/ASRM-Sponsored PCOS Consensus Workshop Group</collab>
</person-group> (<year>2008</year>). <article-title>Consensus on infertility treatment related to polycystic ovary syndrome</article-title>. <source>Fertil Steril</source> <volume>89</volume>, <fpage>505</fpage>&#x2013;<lpage>522</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.fertnstert.2007.09.041</pub-id>
</citation>
</ref>
<ref id="B80">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Torres</surname> <given-names>P. J.</given-names>
</name>
<name>
<surname>Siakowska</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Banaszewska</surname> <given-names>B.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Gut microbial diversity in women with polycystic ovary syndrome correlates with hyperandrogenism</article-title>. <source>J. Clin. Endocrinol. Metab.</source> <volume>103</volume>, <fpage>1502</fpage>&#x2013;<lpage>1511</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1210/jc.2017-02153</pub-id>
</citation>
</ref>
<ref id="B81">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Torres-Fuentes</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Schellekens</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Dinan</surname> <given-names>T. G.</given-names>
</name>
<name>
<surname>Cryan</surname> <given-names>J. F.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>The microbiota-gut-brain axis in obesity</article-title>. <source>Lancet Gastroenterol. Hepatol.</source> <volume>2</volume>, <fpage>747</fpage>&#x2013;<lpage>756</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/S2468-1253(17)30147-4</pub-id>
</citation>
</ref>
<ref id="B82">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Toth</surname> <given-names>P. P.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Insulin resistance, small LDL particles, and risk for atherosclerotic disease</article-title>. <source>Curr. Vasc. Pharmacol.</source> <volume>12</volume>, <fpage>653</fpage>&#x2013;<lpage>657</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.2174/15701611113119990125</pub-id>
</citation>
</ref>
<ref id="B83">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Vaiserman</surname> <given-names>A. M.</given-names>
</name>
<name>
<surname>Koliada</surname> <given-names>A. K.</given-names>
</name>
<name>
<surname>Marotta</surname> <given-names>F.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Gut microbiota: A player in aging and a target for anti-aging intervention</article-title>. <source>Ageing Res. Rev.</source> <volume>35</volume>, <fpage>36</fpage>&#x2013;<lpage>45</lpage>.</citation>
</ref>
<ref id="B84">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Jia</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Celi</surname> <given-names>P.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Resveratrol alleviating the ovarian function under oxidative stress by alternating microbiota related tryptophan-kynurenine pathway</article-title>. <source>Front. Immunol.</source> <volume>13</volume>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fimmu.2022.911381</pub-id>
</citation>
</ref>
<ref id="B85">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Xiao</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>Y.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Effects of Bu Shen Hua Zhuo formula on the LPS/TLR4 pathway and gut microbiota in rats with letrozole-induced polycystic ovary syndrome</article-title>. <source>Front. Endocrinol. (Lausanne).</source> <volume>13</volume>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fendo.2022.891297</pub-id>
</citation>
</ref>
<ref id="B86">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Zhou</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Gober</surname> <given-names>H. J.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Alterations in the intestinal microbiome associated with PCOS affect the clinical phenotype</article-title>. <source>BioMed. Pharmacother.</source> <volume>133</volume>, <elocation-id>110958</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.biopha.2020.110958</pub-id>
</citation>
</ref>
<ref id="B87">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname> <given-names>Y. X.</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>X. Y.</given-names>
</name>
<name>
<surname>Han</surname> <given-names>B. S.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Naringenin regulates gut microbiota and SIRT1/PGC-1&#x3b1; signaling pathway in rats with letrozole-induced polycystic ovary syndrome</article-title>. <source>BioMed. Pharmacother.</source> <volume>153</volume>, <elocation-id>113286</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.biopha.2022.113286</pub-id>
</citation>
</ref>
<ref id="B88">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Zhong</surname> <given-names>H.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Obesity-enriched gut microbe degrades myo-inositol and promotes lipid absorption</article-title>. <source>Cell Host Microbe</source> <volume>32</volume>, <fpage>1301</fpage>&#x2013;<lpage>1314.e9</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.chom.2024.06.012</pub-id>
</citation>
</ref>
<ref id="B89">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wu</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Zhang</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>F.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Fecal microbiota transplantation reverses insulin resistance in type 2 diabetes: A randomized, controlled, prospective study</article-title>. <source>Front. Cell Infect. Microbiol.</source> <volume>12</volume>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fcimb.2022.1089991</pub-id>
</citation>
</ref>
<ref id="B90">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Wu</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Qi</surname> <given-names>D</given-names>
</name>
</person-group>. (<year>2021</year>). <article-title>Profile of bile acid metabolomics in the follicular fluid of PCOS patients</article-title>. <source>Metabolites</source> <volume>11</volume>, <elocation-id>845</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/metabo11120845</pub-id>
</citation>
</ref>
<ref id="B91">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yoon</surname> <given-names>H. S.</given-names>
</name>
<name>
<surname>Cho</surname> <given-names>C. H.</given-names>
</name>
<name>
<surname>Yun</surname> <given-names>M. S.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Akkermansia muciniphila secretes a glucagon-like peptide-1-inducing protein that improves glucose homeostasis and ameliorates metabolic disease in mice</article-title>. <source>Nat. Microbiol.</source> <volume>6</volume>, <fpage>563</fpage>&#x2013;<lpage>573</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41564-021-00880-5</pub-id>
</citation>
</ref>
<ref id="B92">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yu</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Han</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>L.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Chronic triclosan exposure induce impaired glucose tolerance by altering the gut microbiota</article-title>. <source>Food Chem. Toxicol.</source> <volume>183</volume>, <elocation-id>114305</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.fct.2023.114305</pub-id>
</citation>
</ref>
<ref id="B93">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yue</surname> <given-names>S. J.</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>A. T.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Berberine alleviates insulin resistance by reducing peripheral branched-chain amino acids</article-title>. <source>Am. J. Physiol. Endocrinol. Metab.</source> <volume>316</volume>, <fpage>E73</fpage>&#x2013;<lpage>E85</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1152/ajpendo.00256.2018</pub-id>
</citation>
</ref>
<ref id="B94">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zeng</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Lai</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Sun</surname> <given-names>L.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Structural and functional profiles of the gut microbial community in polycystic ovary syndrome with insulin resistance (IR-PCOS): a pilot study</article-title>. <source>Res. Microbiol.</source> <volume>170</volume>, <fpage>43</fpage>&#x2013;<lpage>52</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.resmic.2018.09.002</pub-id>
</citation>
</ref>
<ref id="B95">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Hu</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Huang</surname> <given-names>Y.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Present and future: crosstalks between polycystic ovary syndrome and gut metabolites relating to gut microbiota</article-title>. <source>Front. Endocrinol. (Lausanne).</source> <volume>13</volume>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fendo.2022.933110</pub-id>
</citation>
</ref>
<ref id="B96">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Zhuang</surname> <given-names>L.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Berberine decreases insulin resistance in a PCOS rats by improving GLUT4: Dual regulation of the PI3K/AKT and MAPK pathways</article-title>. <source>Regul. Toxicol. Pharmacol.</source> <volume>110</volume>, <elocation-id>104544</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.yrtph.2019.104544</pub-id>
</citation>
</ref>
<ref id="B97">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname> <given-names>Q.</given-names>
</name>
<name>
<surname>Pan</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Zeng</surname> <given-names>B.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Intestinal lysozyme liberates Nod1 ligands from microbes to direct insulin trafficking in pancreatic beta cells</article-title>. <source>Cell Res.</source> <volume>29</volume>, <fpage>516</fpage>&#x2013;<lpage>532</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41422-019-0190-3</pub-id>
</citation>
</ref>
<ref id="B98">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Shen</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Gu</surname> <given-names>T.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Increased circulating conjugated primary bile&#xa0;acids are associated with hyperandrogenism in women with polycystic ovary&#xa0;syndrome</article-title>. <source>J. Steroid Biochem. Mol. Biol.</source> <volume>189</volume>, <fpage>171</fpage>&#x2013;<lpage>175</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.jsbmb.2019.03.005</pub-id>
</citation>
</ref>
<ref id="B99">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Sun</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Jiang</surname> <given-names>S.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Probiotic Bifidobacterium lactis V9 Regulates the Secretion of Sex Hormones in Polycystic Ovary Syndrome Patients through the Gut-Brain Axis</article-title>. <source>mSystems</source> <volume>4</volume>, <fpage>e00017</fpage>&#x2013;<lpage>e00019</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1128/mSystems.00017-19</pub-id>
</citation>
</ref>
<ref id="B100">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Xiang</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Huo</surname> <given-names>M.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Branched-chain amino acid supplementation impairs insulin sensitivity and promotes lipogenesis during exercise in diet-induced obese mice</article-title>. <source>Obes. (Silver Spring).</source> <volume>30</volume>, <fpage>1205</fpage>&#x2013;<lpage>1218</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/oby.23394</pub-id>
</citation>
</ref>
<ref id="B101">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname> <given-names>C. M.</given-names>
</name>
<name>
<surname>Zhao</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>R.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Metabolic heterogeneity of follicular amino acids in polycystic ovary syndrome is affected by obesity and related to pregnancy outcome</article-title>. <source>BMC Pregn. Childbirth.</source> <volume>14</volume>, <elocation-id>11</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/1471-2393-14-11</pub-id>
</citation>
</ref>
<ref id="B102">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Zheng</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>C.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Effects of gut microbiota on omega-3-mediated ovary and metabolic benefits in polycystic ovary syndrome mice</article-title>. <source>J. Ovarian Res.</source> <volume>16</volume>, <fpage>138</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s13048-023-01227-w</pub-id>
</citation>
</ref>
<ref id="B103">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhao</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Fu</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Li</surname> <given-names>R.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Metabolic profiles characterizing different phenotypes of polycystic ovary syndrome: plasma metabolomics analysis</article-title>. <source>BMC Med.</source> <volume>10</volume>, <elocation-id>153</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/1741-7015-10-153</pub-id>
</citation>
</ref>
<ref id="B104">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhou</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Feng</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Liao</surname> <given-names>B.</given-names>
</name>
</person-group> (<year>2024</year>). <article-title>Role of polyphenols in remodeling the host gut microbiota in polycystic ovary syndrome</article-title>. <source>J. Ovarian Res.</source> <volume>17</volume>, <fpage>69</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s13048-024-01354-y</pub-id>
</citation>
</ref>
<ref id="B105">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhou</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Ni</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Cheng</surname> <given-names>W.</given-names>
</name>
</person-group> (<year>2020</year>a). <article-title>Characteristic gut microbiota and predicted metabolic functions in women with PCOS</article-title>. <source>Endocr. Connect.</source> <volume>9</volume>, <fpage>63</fpage>&#x2013;<lpage>73</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1530/EC-19-0522</pub-id>
</citation>
</ref>
<ref id="B106">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhou</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Ni</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Yu</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Cheng</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Cai</surname> <given-names>Z.</given-names>
</name>
<name>
<surname>Yu</surname> <given-names>C.</given-names>
</name>
</person-group> (<year>2020</year>b). <article-title>Correlation between fecal metabolomics and gut microbiota in obesity and polycystic ovary syndrome</article-title>. <source>Front. Endocrinol. (Lausanne).</source> <volume>11</volume>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fendo.2020.00628</pub-id>
</citation>
</ref>
<ref id="B107">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhou</surname> <given-names>Z. Y.</given-names>
</name>
<name>
<surname>Ren</surname> <given-names>L. W.</given-names>
</name>
<name>
<surname>Zhan</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Yang</surname> <given-names>H. Y.</given-names>
</name>
<name>
<surname>Chai</surname> <given-names>D. D.</given-names>
</name>
<name>
<surname>Yu</surname> <given-names>Z. W.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Metformin exerts glucose-lowering action in high-fat fed mice via attenuating endotoxemia and enhancing insulin signaling</article-title>. <source>Acta Pharmacol. Sin.</source> <volume>37</volume>, <fpage>1063</fpage>&#x2013;<lpage>1075</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/aps.2016.21</pub-id>
</citation>
</ref>
<ref id="B108">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhuang</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Ge</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Han</surname> <given-names>L.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Gut microbe-generated metabolite trimethylamine N-oxide and the risk of diabetes: A systematic review and dose-response meta-analysis</article-title>. <source>Obes. Rev.</source> <volume>20</volume>, <fpage>883</fpage>&#x2013;<lpage>894</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/obr.12843</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>