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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Genet.</journal-id>
<journal-title>Frontiers in Genetics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Genet.</abbrev-journal-title>
<issn pub-type="epub">1664-8021</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="publisher-id">1615268</article-id>
<article-id pub-id-type="doi">10.3389/fgene.2025.1615268</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Genetics</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Identification of key genes associated with infertile endometriosis based on bioinformatic analysis</article-title>
<alt-title alt-title-type="left-running-head">Chang et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fgene.2025.1615268">10.3389/fgene.2025.1615268</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Chang</surname>
<given-names>Linlin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
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<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Ye</surname>
<given-names>Hongjuan</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
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<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Hou</surname>
<given-names>Min</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
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<contrib contrib-type="author">
<name>
<surname>Xie</surname>
<given-names>Xin</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
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<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Yang</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
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<contrib contrib-type="author">
<name>
<surname>Cheng</surname>
<given-names>Jie</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
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<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Rongxiang</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
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<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Xiaocong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
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<contrib contrib-type="author">
<name>
<surname>Quan</surname>
<given-names>Xinxin</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Sun</surname>
<given-names>Lihua</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
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<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Xue</surname>
<given-names>Songguo</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<contrib contrib-type="author" corresp="yes">
<name>
<surname>Shi</surname>
<given-names>Liya</given-names>
</name>
<xref ref-type="aff" rid="aff7">
<sup>7</sup>
</xref>
<xref ref-type="aff" rid="aff8">
<sup>8</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
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<aff id="aff1">
<sup>1</sup>
<institution>Department of Obstetrics and Gynecology</institution>, <institution>Shanghai East Hospital</institution>, <institution>Tongji University School of Medicine</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>The Shanghai Towako Hospital</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Reproductive Medicine</institution>, <institution>International Peace Maternity and Child Health Hospital</institution>, <institution>Shanghai Jiao Tong University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Department of Cardiology</institution>, <institution>Shanghai East Hospital</institution>, <institution>School of Medicine</institution>, <institution>Tongji University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Department of Obstetrics and Gynecology</institution>, <institution>The First Affiliated Hospital of Anhui Medical University</institution>, <addr-line>Hefei</addr-line>, <addr-line>Anhui</addr-line>, <country>China</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Center for Reproductive Medicine</institution>, <institution>Renji Hospital</institution>, <institution>School of Medicine</institution>, <institution>Shanghai Jiao Tong University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff7">
<sup>7</sup>
<institution>Department of Reproductive Medicine Center</institution>, <institution>Shanghai East Hospital</institution>, <institution>Tongji University School of Medicine</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff8">
<sup>8</sup>
<institution>Department of Obstetrics and Gynecology</institution>, <institution>Ji &#x2019;an Hospital</institution>, <institution>Shanghai East Hospital</institution>, <institution>Tongji University School of Medicine</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/265958/overview">Kornsorn Srikulnath</ext-link>, Kasetsart University, Thailand</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/822528/overview">Hao Wang</ext-link>, Shenzhen University General Hospital, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2661975/overview">Haitao Xi</ext-link>, The Second Affiliated Hospital of Wenzhou Medical University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2743397/overview">Simna Saraswathi Prasannakumari</ext-link>, University of North Carolina at Chapel Hill, United States</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Liya Shi, <email>lea_sly@163.com</email>; Songguo Xue, <email>ahauxsg@163.com</email>; Lihua Sun, <email>lihua-sun@163.com</email>
</corresp>
<fn fn-type="equal" id="fn001">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors share first authorship</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>23</day>
<month>07</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1615268</elocation-id>
<history>
<date date-type="received">
<day>21</day>
<month>04</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>02</day>
<month>07</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Chang, Ye, Hou, Xie, Wang, Cheng, Wang, Chen, Quan, Sun, Xue and Shi.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Chang, Ye, Hou, Xie, Wang, Cheng, Wang, Chen, Quan, Sun, Xue and Shi</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>
<sec>
<title>Background</title>
<p>Endometriosis is a common disease among women of childbearing age. However, the molecular mechanism behind it is still unknown. Therefore, new biomarkers and therapeutic targets are needed to improve the diagnosis and treatment of infertile women.</p>
</sec>
<sec>
<title>Methods</title>
<p>Microarray datasets GSE7305, GSE7307, and GSE51981 were downloaded from the Gene Expression Omnibus database to identify differentially expressed genes (DEGs) between control and endometriosis. The STRING database and Cytoscape software constructed protein-protein interaction and hub gene networks. At the same time, the three data sets were screened for co-differentially expressed genes related to mitosis. Subsequently, we identified mitosis-related hub genes (MRHGs) associated with both mitosis-related genes and hub genes. Next, enrichment analysis for target genes was performed by Gene Ontology (GO) annotation and the Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway, and the mRNA-miRNA network was constructed. Finally, GSE25628 and GSE6364 were used to verify the expression of MRHGs individually, while GSE120103 was employed to ascertain the influence of mitosis-related genes on female fertility.</p>
</sec>
<sec>
<title>Results</title>
<p>A total of 93 DEGs were identified in the endometriosis datasets. Then, we placed 11 potential mitosis-related downregulated hub genes, among which eight showed good diagnostic properties of endometriosis, and two showed good diagnostic properties of infertile endometriosis. The main enriched GO functions revealed that the cell cycle mitotic pathway may be the critical pathway in endometriosis. Meanwhile, mRNA-miRNA interaction networks were constructed by choosing co-expressed mRNAs and miRNAs. Furthermore, cordycepin showed high drug-targeting relevance in infertile endometriosis.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>We identified eight mitosis-related hub genes as potential biomarkers for diagnosing and treating endometriosis. CENPE and CCNA2 might be associated with infertile endometriosis by affecting the endometrial secretory phase transition. In addition, cordycepin may be a potential clinical treatment for people with infertility-related endometriosis.</p>
</sec>
</abstract>
<kwd-group>
<kwd>endometriosis</kwd>
<kwd>infertility</kwd>
<kwd>differentially expressed genes</kwd>
<kwd>biomarkers</kwd>
<kwd>DEGs</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Cytogenomics</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Highlights</title>
<p>
<list list-type="simple">
<list-item>
<p>&#x2022; This article uses bioinformatic methods to identify target genes for the treatment of endometriosis.</p>
</list-item>
<list-item>
<p>&#x2022; This article adopts a new search method for target genes based on the common characteristics of infertility and endometriosis.</p>
</list-item>
<list-item>
<p>&#x2022; Scan suitable therapeutic agents for target genes from the drug database.</p>
</list-item>
</list>
</p>
</sec>
<sec sec-type="intro" id="s2">
<title>Introduction</title>
<p>The endometriosis prevalence seems to be considerably higher in sub-fertile women, ranging from 20% to 50%. The causes of infertility in women with endometriosis mainly involve anatomical distortions, endocrine abnormalities, and immune disorders (<xref ref-type="bibr" rid="B41">Taylor et al., 2021</xref>; <xref ref-type="bibr" rid="B39">Tanbo and Fedorcsak, 2017</xref>; <xref ref-type="bibr" rid="B2">Bonavina and Taylor, 2022</xref>). Implantation of the embryo depends on the endometrial inflammatory mechanism during pregnancy; endometriosis creates opportunities for chronic inflammation and disrupts endometrial receptivity, leading to infertility (<xref ref-type="bibr" rid="B23">Lessey and Kim, 2017</xref>).</p>
<p>Infertility is one of the most common problems among couples worldwide (<xref ref-type="bibr" rid="B37">Shaulov et al., 2020</xref>). The study found that implantation rate, clinical pregnancy rate, and ovarian response were lower in patients with endometriosis than in patients with tubal infertility (<xref ref-type="bibr" rid="B48">Zhong et al., 2021</xref>; <xref ref-type="bibr" rid="B7">Coccia et al., 2011</xref>; <xref ref-type="bibr" rid="B1">Al-Azemi et al., 2000</xref>; <xref ref-type="bibr" rid="B3">Boucret et al., 2020</xref>). Infertile patients with endometriosis impacted endometrial receptivity and endometrium decidualization (<xref ref-type="bibr" rid="B21">Kim et al., 2019</xref>). Human endometrium has a crucial role in the implantation process (<xref ref-type="bibr" rid="B34">Ranisavljevic et al., 2019</xref>). Endometrial deindividuation is regulated by the synergistic action of maternal steroid hormones, estrogen, and progesterone and is a necessary prerequisite for embryo implantation in early pregnancy. Uterine stromal cell mitosis plays a vital role in this process, and stromal cells must undergo mitotic expansion before full decidualization (<xref ref-type="bibr" rid="B43">Wang et al., 2010</xref>; <xref ref-type="bibr" rid="B31">Muter et al., 2015</xref>).</p>
<p>Endometriosis-associated infertility arises from the complex interplay of multiple mechanisms, including compromised oocyte quality, disrupted embryonic development, ovarian dysfunction, and diminished endometrial receptivity (<xref ref-type="bibr" rid="B2">Bonavina and Taylor, 2022</xref>). The WNT4/WNT5A genes, which serve as pivotal regulators in embryo implantation and uterine development, exhibit abnormal expression patterns that are closely linked to endometriosis. The WNT signaling pathway plays a critical role in the initiation and progression of endometriotic lesions by modulating cell proliferation, differentiation, and tissue remodeling processes (<xref ref-type="bibr" rid="B12">Gaetje et al., 2007</xref>; <xref ref-type="bibr" rid="B36">Sanchez et al., 2014</xref>). Current treatment strategies for endometriosis-related infertility have evolved beyond traditional lesion excision to encompass targeted therapies addressing the underlying pathogenic mechanisms. Recent studies emphasize the significance of regulating the hormonal milieu, attenuating inflammatory responses, and improving endometrial receptivity. Several novel pharmacological agents, such as letrozole, GnRH modulators, and progestogen-based drugs, demonstrate substantial therapeutic potential in clinical practice (<xref ref-type="bibr" rid="B8">Colombi et al., 2024</xref>). Furthermore, endometriosis exhibits a strong genetic predisposition and familial clustering tendency (<xref ref-type="bibr" rid="B30">McGrath et al., 2023</xref>).</p>
<p>Despite much evidence showing relationships between endometriosis and infertility, the mechanisms implicated in endometriosis-associated infertility are so far not fully understood. Transcriptomic methods ranging from large-scale RNA sequencing to single-cell/space technologies have become indispensable approaches in reproductive biology, including ovarian development, reproductive tract development, embryonic development, stem cell differentiation, and tissue regeneration (<xref ref-type="bibr" rid="B17">Gulati et al., 2025</xref>). They can help to analyze gene regulatory networks, accelerate the discovery of biomarkers for endometriosis, and reveal conserved pathways among plants, insects, and mammals (<xref ref-type="bibr" rid="B24">Li et al., 2024</xref>; <xref ref-type="bibr" rid="B29">Mare&#x10d;kov&#xe1; et al., 2024</xref>). Therefore, screening differentially expressed genes between endometriosis and infertility may provide a new way to identify the pathogenesis of infertile endometriosis and give a new direction for treatment.</p>
</sec>
<sec sec-type="materials|methods" id="s3">
<title>Materials and methods</title>
<sec id="s3-1">
<title>Data collection</title>
<p>The NCBI GEO database (<ext-link ext-link-type="uri" xlink:href="http://www.ncbi.nlm.nih.gov/geo/">http://www.ncbi.nlm.nih.gov/geo/</ext-link>) offers a comprehensive and publicly accessible collection of functional genomic datasets and high-throughput microarrays based on next-generation sequencing. We downloaded gene expression data from this database for our study. (<xref ref-type="bibr" rid="B6">Clough and Barrett, 2016</xref>). We acquired six datasets related to endometriosis and endometriosis-related infertility from GEO. One of these datasets, GSE120103, pertained to endometriosis-related infertility, while the other five, namely, GSE7305, GSE7307, GSE51981, GSE25628, and GSE6364, were focused on endometriosis. The dataset named GSE7305 consisted of 20 samples, with 10 samples each of ectopic and normal endometrium. Another dataset, GSE7307, comprised eight normal endometrium samples and eight ectopic endometrium samples. Similarly, GSE51981 had eight normal endometrium samples and eight ectopic endometrium samples, while GSE25628 had six normal endometrium samples and six ectopic endometrium samples. In addition, GSE6364 had 11 normal endometrium samples and 10 ectopic endometrium samples. Finally, GSE120103 contained four normal endometrium samples from fertility and four ectopic endometrial samples from infertility. Following the transformation of identity documents, in cases where more than one probe matched a single gene, the gene expression value was determined by calculating the average expression value. Before analysis, raw data underwent log2-transformation and quantile-normalization. <xref ref-type="table" rid="T1">Table 1</xref> provides detailed information on all six datasets, while the study design is presented as a flow chart in <xref ref-type="fig" rid="F1">Figure 1</xref>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Gene expression datasets used in this study.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Accession</th>
<th align="left">Platform</th>
<th align="left">Experiment type</th>
<th align="left">Control(n)</th>
<th align="left">Endometriosis (n)</th>
<th align="left">Infertile endometriosis (n)</th>
<th align="left">Sample type</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">GSE7305</td>
<td align="left">GPL570</td>
<td align="left">mRNA array</td>
<td align="left">10</td>
<td align="left">10</td>
<td align="left"/>
<td align="left">Endometrium</td>
</tr>
<tr>
<td align="left">GSE7307</td>
<td align="left">GPL570</td>
<td align="left">mRNA array</td>
<td align="left">8</td>
<td align="left">8</td>
<td align="left"/>
<td align="left">Endometrium</td>
</tr>
<tr>
<td align="left">GSE51981</td>
<td align="left">GPL570</td>
<td align="left">mRNA array</td>
<td align="left">8</td>
<td align="left">8</td>
<td align="left"/>
<td align="left">Endometrium</td>
</tr>
<tr>
<td align="left">GSE25628</td>
<td align="left">GPL571</td>
<td align="left">mRNA array</td>
<td align="left">6</td>
<td align="left">6</td>
<td align="left"/>
<td align="left">Endometrium</td>
</tr>
<tr>
<td align="left">GSE6364</td>
<td align="left">GPL570</td>
<td align="left">mRNA array</td>
<td align="left">11</td>
<td align="left">10</td>
<td align="left"/>
<td align="left">Endometrium</td>
</tr>
<tr>
<td align="left">GSE120103</td>
<td align="left">GPL6480</td>
<td align="left">mRNA array</td>
<td align="left">4</td>
<td align="left"/>
<td align="left">4</td>
<td align="left">Endometrium</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>The overall protocol of this study. DEGs, differentially expressed genes; GO, Gene Ontology; KEGG, Kyoto Encyclopedia of Genes and Genomes; RIF, repeated implantation failure.</p>
</caption>
<graphic xlink:href="fgene-16-1615268-g001.tif">
<alt-text content-type="machine-generated">Flowchart detailing the analysis of differentially expressed genes (DEGs) from datasets GSE7305, GSE7307, and GSE51981, comparing control and endometriosis patients. It highlights 93 consistently changing DEGs, leading to identification of 20 hub genes, and 12 downregulating mitosis genes resulting in 11 mitosis-related hub genes. Further validation with GSE25628 narrows this to 8 genes. Analyses include GO and KEGG enrichment, mi-RNA-mRNA network, protein expression, and therapeutic drug prediction. Final validation assesses the effect of these genes on infertile endometriosis.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s3-2">
<title>Identification of DEGs</title>
<p>The microarray data from four datasets was downloaded and analyzed using various statistical techniques. Principal component analysis (PCA) was performed to verify the data&#x2019;s reproducibility. The differential expression analysis was carried out utilizing the &#x27;limma&#x2019; package of R software (Davis and Meltzer), and genes with an adjusted P-value less than 0.05 and absolute fold change more significant than one were considered differentially expressed genes (DEGs). To visualize the results, various plots such as box line plots, heat maps, and volcano maps were generated using the &#x27;ggplot2&#x2019; and &#x27;heatmap&#x27; (version 3.3.6) packages of R software (version 4.2.1) (<xref ref-type="bibr" rid="B15">Gu et al., 2016</xref>).</p>
</sec>
<sec id="s3-3">
<title>PPI network construction and module analysis</title>
<p>In this study, we used the Search Tool for the Retrieval of Interacting Genes (STRING) version 12.0 online database to predict the protein-protein interaction (PPI) network of differentially expressed genes (DEGs). The PPI network provides valuable insights into the generation or development of diseases. We considered interactions with a combined score greater than 0.4 statistically significant and used Cytoscape version 3.9.1, an open-source bioinformatics software platform, to visualize the network (<xref ref-type="bibr" rid="B38">Smoot et al., 2011</xref>). The Cytoscape software was utilized to import and analyze STRING data. The MCC algorithm of the Cytohubba plugin was employed to identify the top 20% scoring genes, which were then labeled as hub genes. Mitosis-related genes from the GeneCards database were used to match with the hub genes, resulting in the identification of overlapping genes associated with mitosis.</p>
</sec>
<sec id="s3-4">
<title>Construction of an mRNA-miRNA regulatory network</title>
<p>To predict the interactions between differentially expressed mRNA and miRNA in ectopic endometrium samples, we utilized the miRNet database (<ext-link ext-link-type="uri" xlink:href="https://www.mirnet.ca/">https://www.mirnet.ca/</ext-link>). The mRNA-miRNA regulatory network was then visualized in Cytoscape software, providing an overview of the interactions between mRNAs and miRNAs, which can be considered potential targets.</p>
</sec>
<sec id="s3-5">
<title>GO and KEGG pathway enrichment analyses of genes</title>
<p>The FRHGs were subjected to GO and KEGG pathway analysis using the ClusterProfiler package in R. The analysis considered three criteria: molecular function (MF), cellular component (CC), and biological process (BP). For statistical significance, an adjusted P value of 0.05 was used as per the Benjamini&#x2013;Hochberg method, and the analysis was limited to <italic>Homo sapiens</italic>.</p>
</sec>
<sec id="s3-6">
<title>Gene set enrichment analysis (GSEA)</title>
<p>To investigate biological signaling pathways, we conducted a GSEA analysis. We identified the KEGG pathway showing significant enrichment based on the net enrichment score (NES), gene ratio, and P value. We considered &#x7c;NES&#x7c; greater than one and FDR q less than 0.25 as indicators of significant enrichment.</p>
</sec>
<sec id="s3-7">
<title>Validation of mitosis hub genes</title>
<p>In this study, we used &#x27;pROC&#x2019; (version 1.18.0) and &#x2018;ggplot2&#x2019; packages (version 3.3.6) of R software (version 4.2.1) to perform Receiver Operating Characteristic (ROC) curve analysis. The analysis helped us to determine the sensitivity and specificity of target genes. We quantified the results by calculating the area under the ROC curve (AUC). The genes with AUC &#x3e;0.6 were considered diagnostic.</p>
</sec>
<sec id="s3-8">
<title>Possible drugs for target genes</title>
<p>The DGIdb (Drug-Gene Interaction Database) is a web resource that helps organize genes of the druggable genome into known drug interactions and potentially druggable targets. We utilized module DEGs (Differentially Expressed Genes) of endometriosis and significantly evaluated DEGs in DGIdb to identify potentially druggable DEGs.</p>
</sec>
<sec id="s3-9">
<title>Statistical analysis</title>
<p>Statistical analysis was performed using R version 4.2.1 and GraphPad Prism eight software. The data was presented as mean &#xb1; standard deviation, and an unpaired Student&#x2019;s t-test was employed to compare groups. A P-value of less than 0.05 was considered statistically significant.</p>
</sec>
</sec>
<sec sec-type="results" id="s4">
<title>Results</title>
<sec id="s4-1">
<title>Screening of mitosis-related hub genes in patients with endometriosis</title>
<p>The expression matrix of GSE7305, GSE7307, and GSE51981 were normalized. The box plots showed that the distribution trend of the box graph is a straight line, and no library size effects were noticeable after normalization (<xref ref-type="fig" rid="F2">Figures 2A,C,E</xref>). PCA of the three datasets was performed separately, and the PCA results that showed good repeatability of the data were visually compared (<xref ref-type="fig" rid="F2">Figures 2B,D,F</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Normalized expression matrices <bold>(A,C,E)</bold> and PCA diagrams <bold>(B,D,F)</bold> of the GSE7305, GSE7307, and GSE51981 datasets. PCA, principal component analysis.</p>
</caption>
<graphic xlink:href="fgene-16-1615268-g002.tif">
<alt-text content-type="machine-generated">Three panels show box plots and scatter plots comparing control and endometriosis groups from datasets GSE7305, GSE7307, and GSE51981. Box plots (A, C, E) display normalized signal intensity, with data split between control (blue) and endometriosis (red) samples. Scatter plots (B, D, F) illustrate principal component analysis results, highlighting clustering patterns of the two groups. Each plot is color-coded for group differentiation.</alt-text>
</graphic>
</fig>
<p>We identified 823 upregulated and 657 downregulated DEGs in the GSE7305 dataset, 1,686 upregulated and 1,393 downregulated DEGs in the GSE7307 dataset, and 1937 upregulated and 1,188 downregulated DEGs in the GSE51981 dataset. The volcano plots of DEGs in the above three datasets were generated in R, shown in <xref ref-type="fig" rid="F3">Figures 3A&#x2013;C</xref>. Venn plots showed that 93 genes were commonly differentially expressed among the three datasets (<xref ref-type="fig" rid="F3">Figures 3D,E</xref>), of which 32 were upregulated, and 61 were downregulated (<xref ref-type="sec" rid="s13">Supplementary Table S1</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Differentially expressed genes and mitosis-related hub genes of the GSE7305, GSE7307, and GSE51981 datasets. <bold>(A&#x2013;C)</bold> The volcano plots of GSE7305, GSE7307, and GSE51981; <bold>(D)</bold> Differential genes in the three datasets; <bold>(E)</bold> STRING; <bold>(F)</bold> Hub genes; <bold>(G)</bold> Mitosis-related genes; <bold>(H)</bold> Mitosis-related hub genes. <bold>(I)</bold> The genes that are both hub genes and differentially expressed genes in mitosis.</p>
</caption>
<graphic xlink:href="fgene-16-1615268-g003.tif">
<alt-text content-type="machine-generated">Panels A, B, and C show volcano plots for datasets GSE7305, GSE7307, and GSE51981, displaying fold change and significance levels. Panels D and E present Venn diagrams comparing upregulated and downregulated genes across the datasets. Panel F shows a Venn diagram comparing downregulated and mitosis-related genes. Panel G illustrates a gene interaction network. Panel H highlights hub genes in an interconnected network. Panel I is a Venn diagram depicting the overlap between hub genes and downregulated mitosis genes.</alt-text>
</graphic>
</fig>
<p>Subsequently, we generated the PPI network (<xref ref-type="fig" rid="F3">Figure 3G</xref>) by determining the interactions among the DEGs obtained above. Use Cytoscape (version 3.8.1) to import STRING analysis data and identify the top 20% of genes with the highest scores as hub genes. Finally, 20 hub genes were determined, which were: CCNA2, BUB1B, NCAPG, TOP2A, CCNB1, KIF11, CENPE, KIF20A, NUSAP1, KIF15, NDC80, KIF4A, KIF14, SPAG5, NEK2, SMC4, DTL, FBXO5, TYMS and DEPDC1 (<xref ref-type="fig" rid="F3">Figure 3H</xref>).</p>
<p>In addition, we analyzed the expression of 12 mitosis-related downregulated genes in three datasets. Venn diagram analysis of the three data sets found that the genes BUB1B, KIF11, CCNB1, NDC80, NEK2, CCNA2, KIF4A, NCAPG, CENPE, KIF14, BORA and FBXO5 were downregulated genes associated with mitosis (<xref ref-type="fig" rid="F3">Figure 3F</xref>). Interestingly, some of these genes overlap with the hub above genes, namely, BUB1B, KIF11, CCNB1, NDC80, NEK2, CCNA2, KIF4A, NCAPG, CENPE, KIF14, and FBXO5. They are both hub and differentially expressed genes in mitosis (<xref ref-type="fig" rid="F3">Figure 3I</xref>).</p>
</sec>
<sec id="s4-2">
<title>GSE25628 confirmed the expression and diagnostic value of the MRHGs</title>
<p>We used the GSE25628 dataset to detect the expression of selected target genes, and the results showed that the differential expression of eight MRHGs (KIF4A, BUB1B, NEK2, FBXO5, KIF11, CENPE, CCNA2, and NCAPG) between control and endometriosis patients was consistent with predictions (<xref ref-type="fig" rid="F4">Figures 4A&#x2013;E</xref>). Then, functional enrichment and identification of ectopic and normal endometrium by GSEA showed that most of the genes were located in the cell cycle mitotic pathway (NES &#x3d; &#x2212;2.443; P. adj &#x3c;0.001; FDR &#x3c;0.001) (<xref ref-type="fig" rid="F4">Figure 4F</xref>). ROC curves using ectopic and normal endometrial data showed that these eight genes are of great value in diagnosing endometriosis. <xref ref-type="fig" rid="F4">Figures 4G&#x2013;N</xref> showed the AUC and 95% CI of eight MRHGs. The representative images were obtained from the Human Protein Atlas (HPA) and referenced to annotate the expression of these molecules in normal tissues (<xref ref-type="fig" rid="F4">Figure 4O</xref>).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Comparison of the expression and diagnostic ROC curves of mitosis-related hub genes. <bold>(A&#x2013;D)</bold> Normalized expression matrices, PCA diagrams, volcano plots, and heat map of GSE25628; <bold>(E)</bold> Comparison of the expression of mitosis-related hub genes in Control and Endometriosis samples; <bold>(F)</bold> Signaling pathways where the mitosis-related hub genes are predominant in Control and Endometriosis samples; <bold>(G&#x2013;N)</bold> Diagnostic ROC curves of mitosis-related hub genes in Control and Endometriosis samples; <bold>(O)</bold> The protein endometrium localization of mitosis-related hub genes. &#x2a;&#x2a;, P &#x3c; 0.01. ROC is the receiver operating characteristic; TPR is the true positive rate; FPR is the false positive rate.</p>
</caption>
<graphic xlink:href="fgene-16-1615268-g004.tif">
<alt-text content-type="machine-generated">The image contains multiple panels with various data visualizations comparing control and endometriosis groups. Panel A shows a boxplot of normalized signal intensity. Panel B presents a PCA scatter plot. Panel C is a volcano plot highlighting gene expression changes. Panel D displays a heatmap of gene expression. Panel E has boxplots comparing gene expression between groups. Panel F shows a gene set enrichment analysis plot. Panels G to N feature ROC curves for different genes. Panel O contains immunohistochemistry images of tissue samples labeled with different gene markers, showing staining patterns.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s4-3">
<title>GO/KEGG enrichment analyses of MRHGs and construction of the gene network</title>
<p>We performed GO and KEGG enrichment analyses on eight differentially expressed mitosis hub genes. The mitotic nuclear division and sister chromatid segregation were the most significant enrichment in GO categories. At the same time, the DEGs were mainly involved in the cell cycle, oocyte meiosis, and progesterone-mediated oocyte maturation in KEGG enrichment analysis (<xref ref-type="fig" rid="F5">Figures 5A,B</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>GO/KEGG and mRNA-miRNA regulatory network of mitosis-related hub genes. <bold>(A,B)</bold> GO categories and KEGG pathways; <bold>(C)</bold> mRNA-miRNA regulatory network. BP, biological process; MF, molecular function; GO, Gene Ontology; KEGG, Kyoto Encyclopedia of Genes and Genomes.</p>
</caption>
<graphic xlink:href="fgene-16-1615268-g005.tif">
<alt-text content-type="machine-generated">A three-part scientific visualization includes: A) Bubble chart showing gene enrichment analysis with categories like mitotic nuclear division and oocyte maturation, colored by adjusted p-value. B) Network graph illustrating relationships among gene functions related to cell cycle processes, with node sizes representing counts. C) Network diagram mapping interactions between key genes such as NCAPG, CCNA2, and others linked by microRNAs.</alt-text>
</graphic>
</fig>
<p>Using the miRNet tool, we obtained 235 target miRNAs of eight specifically expressed MRHGs and determined 420 mRNA-miRNA pairs. Then, according to the prediction results, we constructed a co-expressed network of mRNAs and miRNAs comprising 243 nodes and 420 edges (<xref ref-type="fig" rid="F5">Figure 5C</xref>). BUB1B was regulated by 32 miRNAs, 115 miRNAs regulated CCNA2, 32 miRNAs held CENPE, 56 miRNAs controlled FBXO5, 61 miRNAs restrained KIF11, KIF4A was regulated by 34 miRNAs, 61 miRNAs regulated NCAPG, and NEK2 was hindered by 32 miRNAs (<xref ref-type="sec" rid="s13">Supplementary Table S2</xref>). We identified 28 miRNAs by searching the PubMed database for literature on endometriosis and miRNAs mentioned above (<xref ref-type="table" rid="T2">Table 2</xref>).</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>miRNAs associated with endometriosis reported in the pubmed database.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">miRNA</th>
<th align="left">Doi</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">hsa-let-7i-5p</td>
<td align="left">10.1007/s43032-020-00148-z</td>
</tr>
<tr>
<td rowspan="3" align="left">hsa-mir-124-3p, hsa-mir-126-3p</td>
<td align="left">10.1016/j.yexcr.2019.05.010</td>
</tr>
<tr>
<td align="left">10.1186/s12905-023-02250-1</td>
</tr>
<tr>
<td align="left">10.1007/s13258-021-01184-year</td>
</tr>
<tr>
<td align="left">hsa-mir-125b-4p, hsa-mir-29a-3p</td>
<td align="left">10.1093/humrep/dez116</td>
</tr>
<tr>
<td align="left">hsa-mir-125b-5p</td>
<td align="left">10.1016/j.fertnstert.2019.04.011</td>
</tr>
<tr>
<td align="left">hsa-mir-15a-5p, hsa-mir-15b-5p, hsa-mir-16-5p, has-mir-195-5p, hsa-mir-320a, hsa-mir-320b, hsa-mir-92a-3p</td>
<td align="left">0.1080/09537104.2022.2042233</td>
</tr>
<tr>
<td align="left">hsa-mir-182-5p</td>
<td align="left">10.1177/2,058,738,420,976,309</td>
</tr>
<tr>
<td align="left">hsa-mir-203a-3p</td>
<td align="left">10.1080/09,513,590.2022.2076830</td>
</tr>
<tr>
<td align="left">hsa-mir-214-3p, hsa-mir-22-3p</td>
<td align="left">10.1093/humrep/dead216</td>
</tr>
<tr>
<td align="left">hsa-mir-218-5p</td>
<td align="left">10.1186/s12958-022-00928-z</td>
</tr>
<tr>
<td align="left">hsa-mir-24</td>
<td align="left">10.1007/s00404-021-05963-6</td>
</tr>
<tr>
<td align="left">hsa-mir-340-5p</td>
<td align="left">10.1007/s00404-021-05963-6</td>
</tr>
<tr>
<td align="left">hsa-mir-375</td>
<td align="left">10.1007/s43032-022-00854-w</td>
</tr>
<tr>
<td align="left">hsa-mir-378a-3p</td>
<td align="left">10.1016/j.rbmo.2018.05.007</td>
</tr>
<tr>
<td align="left">hsa-mir-421</td>
<td align="left">10.1515/hmbci-2022-0039</td>
</tr>
<tr>
<td align="left">hsa-mir-429</td>
<td align="left">10.3892/mmr.2021.12055</td>
</tr>
<tr>
<td align="left">hsa-mir-449a, hsa-mir-873-5p</td>
<td align="left">10.5603/GP.a2022.0078</td>
</tr>
<tr>
<td align="left">hsa-mir-483-5p</td>
<td align="left">10.1186/1,477-7827-11-78</td>
</tr>
<tr>
<td align="left">hsa-mir-502-5p</td>
<td align="left">10.1080/07,391,102.2023.2291834</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s4-4">
<title>Differential expression analysis of genes related to both endometrial decidualization and mitosis-related hub genes in GSE6364</title>
<p>The transition of regularly cycling endometrium from a proliferative capacity to a differentiated &#x27;decidual&#x2019; phenotype requires widespread changes in gene expression in preparation for implantation. This process appears delayed in women with severe endometriosis. The 8 MRHGs were tested with GSE6364, which contained early secretory (ESE) and mid-secretory (MSE) phases of endometrium from two groups (Control and endometriosis). The data showed no significant differences in 8 MRHGs of the endometrium in MSE and ESE in the control group (<xref ref-type="fig" rid="F6">Figures 6A&#x2013;C</xref>). However, they were significantly downregulated in endometriosis (<xref ref-type="fig" rid="F6">Figures 6D&#x2013;H</xref>).</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>
<bold>(A&#x2013;F)</bold> Normalized expression matrices, principal component analysis, and volcano plots of 2 GSE6364 datasets (Control group ESE and MSE/Endometriosis group ESE and MSE); <bold>(G)</bold> The heat map of GSE6364 Endometriosis group; <bold>(H)</bold> The downregulation percentage of mitosis-related hub genes in Control and Endometriosis samples from ESE to MSE phase. ESE, Early Secretory; MSE, Mid-secretory. &#x2a;&#x2a;&#x2a;, P &#x3c; 0.001, &#x2a;, P &#x3c; 0.05.</p>
</caption>
<graphic xlink:href="fgene-16-1615268-g006.tif">
<alt-text content-type="machine-generated">Panel of charts and graphs analyzing gene expression data. A. Box plot showing normalized signal intensity for control samples.B. Scatter plot of Principal Component Analysis (PCA) for control samples.C. Volcano plot displaying gene expression changes in control.D. Box plot for endometriosis samples.E. Scatter plot of PCA for endometriosis samples.F. Volcano plot for gene expression in endometriosis.G. Heatmap illustrating expression levels of specific genes by group.H. Bar graph comparing down-regulated gene expression percentages between endometriosis and control groups, indicating significance with asterisks.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s4-5">
<title>Differential expression analysis of genes related to both infertility and mitosis-related hub genes in GSE120103</title>
<p>Endometrial stromal cell decidualization was the key to embryo implantation. Impaired decidualization may lead to infertility. We further investigated the effect of endometriosis on fertility. We used the GSE120103 dataset containing ectopic endometrium of infertile endometriosis to detect the expression of screening target genes. The three datasets were normalized, and the distribution trends of box plots were straight lines (<xref ref-type="fig" rid="F7">Figure 7A</xref>). PCA results showed good repeatability of the data (<xref ref-type="fig" rid="F7">Figure 7B</xref>). Two MRHGs (CCNA2, CENPE) were downregulated in GSE120103, shown by Venn plots (<xref ref-type="fig" rid="F7">Figure 7C</xref>). The volcano plots and heat maps of MRHGs were illustrated in <xref ref-type="fig" rid="F7">Figures 7D,E</xref>. The statistical plots for individual genes are shown in <xref ref-type="fig" rid="F7">Figure 7F</xref>. We finally found that CCNA2 and CENPE were related to infertile endometriosis.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Differential expression analysis of genes related to infertility and mitosis-related hub genes in GSE120103. <bold>(A,B)</bold> Normalized expression matrices, principal component analysis; <bold>(C)</bold> Differential genes between mitosis-related hub genes and infertile endometriosis; <bold>(D,E)</bold> Volcano plots and heat map of mitosis-related hub genes in GSE120103; <bold>(F)</bold> Differences of mitosis-related hub genes in GSE120103; &#x2a;&#x2a;&#x2a;, P &#x3c; 0.001.</p>
</caption>
<graphic xlink:href="fgene-16-1615268-g007.tif">
<alt-text content-type="machine-generated">Panel A shows a box plot with normalized signal intensity for control and infertile endometriosis groups. Panel B presents a PCA plot differentiating the two groups. Panel C is a Venn diagram identifying shared mitosis-related hub genes CENPE and CCNA2. Panel D illustrates a volcano plot with gene expression changes, highlighting significant genes like CENPE and CCNA2. Panel E features a heatmap showcasing expression levels of selected genes across the groups. Panel F displays box plots comparing CCNA2 and CENPE expression between control and infertile endometriosis, indicating significant differences.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s4-6">
<title>Differential expression analysis of genes related to infertility and mitosis targeted drug prediction</title>
<p>By regulating mitosis, the DGIdb database predicted potential target drugs associated with critical genes that may treat infertility endometriosis. Finally, eight target drugs were expected, and the data were shown in <xref ref-type="table" rid="T3">Table 3</xref>. One of the most noteworthy was cordycepin, which can inhibit the proliferation of human epithelial endometriosis cells, activate apoptosis, and promote the quality of aging of oocytes <italic>in vitro</italic> (<xref ref-type="bibr" rid="B18">Imesch et al., 2011</xref>; <xref ref-type="bibr" rid="B25">Li et al., 2023</xref>).</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Drug that may be effective against infertile endometriosis.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Drug</th>
<th align="left">Regulatory approval</th>
<th align="left">Indication</th>
<th align="left">Interaction score</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">GSK-923295</td>
<td align="left">Not Approved</td>
<td align="left"/>
<td align="left">58.9800539</td>
</tr>
<tr>
<td align="left">Cordycepin</td>
<td align="left">Not Approved</td>
<td align="left"/>
<td align="left">8.42572199</td>
</tr>
<tr>
<td align="left">Genistein</td>
<td align="left">Approved</td>
<td align="left"/>
<td align="left">0.32406623</td>
</tr>
<tr>
<td align="left">Ethinyl estradiol</td>
<td align="left">Approved</td>
<td align="left">Contraceptive</td>
<td align="left">0.99126141</td>
</tr>
<tr>
<td align="left">Suramin</td>
<td align="left">Not Approved</td>
<td align="left"/>
<td align="left">0.5617148</td>
</tr>
<tr>
<td align="left">Seliciclib</td>
<td align="left">Not Approved</td>
<td align="left">Antineoplastic agent</td>
<td align="left">1.404287</td>
</tr>
<tr>
<td align="left">TNF-alpha</td>
<td align="left">Not Approved</td>
<td align="left"/>
<td align="left">0.7021435</td>
</tr>
<tr>
<td align="left">Tamoxifen</td>
<td align="left">Approved</td>
<td align="left">Hormonal, antineoplastic agent</td>
<td align="left">0.27625318</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>In addition, it has been reported that cordycepin may be a potential drug for anti-aging and oxidative stress-induced male infertility (<xref ref-type="bibr" rid="B22">Kopalli et al., 2022</xref>).</p>
</sec>
</sec>
<sec sec-type="discussion" id="s5">
<title>Discussion</title>
<p>Endometriosis is a chronic disease influenced by environmental and genetic factors, which has a high socioeconomic impact. The infertile endometriosis has apparent characteristics of reduced decidualization and impaired uterine receptivity. Endometrial receptivity depends on the precise and coordinated proliferation, differentiation, and apoptosis processes of endometrial stromal cells and glandular epithelial cells within the &#x201c;implantation window&#x201d; (6&#x2013;10 days after ovulation) (<xref ref-type="bibr" rid="B45">Yang et al., 2022</xref>). This process is strictly regulated by Cyclins and cyclin-dependent kinases (CDKs). During the estrogen-dominated proliferative phase, the Cyclin D-CDK4/6 complex is required to drive cells from the G1 phase to the S phase (DNA replication), providing a basis for intimal thickening. If this stage is dysregulated (such as overexpression of Cyclin D), it may lead to excessive endometrial hyperplasia or endometriosis, and damage the receptivity of the endometrium. The secretory phase induced by progesterone relies on the Cyclin B-CDK1 complex to initiate mitosis, promote decidualization of intimal stromal cells, and differentiate them into glycogen-rich secretory cells, creating conditions for embryo adhesion. If inflammation or hormonal disorders lead to the inhibition of CDK1 activity, decidualization will be blocked and the receptivity of the endometrium will decline (<xref ref-type="bibr" rid="B47">Yusuf et al., 2023</xref>). Endometrial decidualization was the essential process to prepare the endometrium for pregnancy. Women with endometriosis are at increased risk of infertility by impacting the endometrial decidualization process (<xref ref-type="bibr" rid="B13">Giudice and Kao, 2004</xref>). Uterine stromal cell mitosis plays an essential role in this process and must undergo mitotic expansion before full decidualization (<xref ref-type="bibr" rid="B43">Wang et al., 2010</xref>; <xref ref-type="bibr" rid="B31">Muter et al., 2015</xref>). This study takes advantage of the similarity between endometriosis and infertility in mitosis to find a target for infertility treatment.</p>
<p>Based on the analysis of three data sets, GSE7305, GSE7307, and GSE51981, a PPI network was constructed in the GEO database, and DEGs screening were performed on the three data sets. We obtained 93 DGEs by taking the intersection of three endometriosis datasets. Then, we identified 11 potential mitosis-related downregulated hub genes, among which eight genes (KIF4A, BUB1B, NEK2, FBXO5, KIF11, CENPE, CCNA2, and NCAPG) showed good diagnostic properties of endometriosis and two genes (CCNA2, CENPE) were closely related to infertile endometriosis. The main enriched GO functions revealed that the cell cycle mitotic pathway may be the critical pathway in endometriosis. It has been reported that assessing mitosis rates provides additional diagnostic value for advanced endometriosis (<xref ref-type="bibr" rid="B44">Wetzk et al., 2022</xref>), which hints at the accuracy of the signaling pathway we predict.</p>
<p>There is significant evidence that eight hub genes related to mitosis play a crucial role in endometriosis or fertility.</p>
<p>It is reported that KIF4A is a member of the kinase protein superfamily and is involved in a series of cellular processes, such as chromosome aggregation and cytoplasmic division during mitosis. KIF4A may regulate the meiosis of mouse oocytes by affecting the precise separation of spindle tissue and chromosomes, and the loss of KIF4A may be related to aneuploidy of aging oocytes (<xref ref-type="bibr" rid="B40">Tang et al., 2018</xref>). KIF4A can bind to BUB1 to regulate the expression of BUB1. BUB1B is an oocyte-expressed growth factor essential for follicular development. Endometriosis harms granular cells, and MnBP concentrations are associated with endometriosis. MnBP may affect the function of granulocyte cells by altering the expressions of BUB1B, CDC20, and cyclin B1 genes (<xref ref-type="bibr" rid="B19">Jin and Ye, 2021</xref>; <xref ref-type="bibr" rid="B5">Chou et al., 2020</xref>; <xref ref-type="bibr" rid="B33">Racki and Richter, 2006</xref>). NEK2 is a protein that is crucial in regulating various cell cycle processes. Its overproduction can disrupt the natural development of male germ cells, leading to abnormalities (<xref ref-type="bibr" rid="B35">Rhee and Wolgemuth, 2002</xref>). FBXO5 has been identified as a genuine substrate of beta-Trcp1. It has been observed that beta-Trcp1 plays a vital role in regulating the proper sequence of meiotic and mitotic events. KIF11 is a type of kinesin composed of four identical subunits, and its protein expression is at its highest level during mitosis. If the recruitment of KIF11 on meiotic spindles is reduced, it could impair the proper functioning of these spindles (<xref ref-type="bibr" rid="B16">Guardavaccaro et al., 2003</xref>; <xref ref-type="bibr" rid="B10">Dong et al., 2023</xref>). CENPE is expressed during mitosis and plays critical roles in inaccurate chromosome alignment and as an emerging target for chemotherapy in clinical oncology (<xref ref-type="bibr" rid="B11">El-Arabey et al., 2018</xref>). The protein CCNA2 plays a crucial role in regulating the cell cycle progression, specifically in promoting cell proliferation. It is an indispensable component for the development of embryos (<xref ref-type="bibr" rid="B4">Chotiner et al., 2019</xref>). NCAPG is a critical component of condensin I, a protein complex that helps compact DNA during cell division. Its role in chromatin condensation during mitosis is well established. Recent studies have shown that NCAPG is also closely linked to fertility traits in Japanese Black cattle (<xref ref-type="bibr" rid="B20">Kawaguchi et al., 2020</xref>).</p>
<p>Co-expressed and miRNAs were chosen to construct mRNA-miRNA interaction networks to identify the critical miRNAs for the prognosis of endometriosis. As <xref ref-type="fig" rid="F4">Figure 4</xref> shows, BUB1B had 32 miRNAs, CCNA2 had 115 miRNAs, CENPE had 35 miRNAs, FBXO5 had 56 miRNAs, KIF11 had 61 miRNAs, KIF4A had 34 miRNAs, NCAPG had 61 miRNAs, NEK2 had 26 miRNAs. Endometriosis and fertility have been found to have links with multiple miRNAs. Numerous studies have reported on the association of miRNAs with these conditions. For example, Hsa-let-7i-5p, hsa-mir-125b-4p, and hsa-mir-29a-3p could be potential biomarkers and therapeutic targets for diagnosing and treating endometriosis (<xref ref-type="bibr" rid="B14">Gu et al., 2020</xref>; <xref ref-type="bibr" rid="B42">Vanhie et al., 2019</xref>). Moreover, miR-124-3p significantly regulates cell proliferation and invasion of ectopic endometrium through multiple pathways (<xref ref-type="bibr" rid="B27">Liu et al., 2019</xref>; <xref ref-type="bibr" rid="B28">Liu et al., 2023</xref>; <xref ref-type="bibr" rid="B46">Yuan et al., 2022</xref>). What is more, Hsa-mir-22-3p is not only an essential gene in granulosa cells of patients with biochemical primary ovarian insufficiency, which is a common condition leading to the pathological decline of ovarian function in women of reproductive age, resulting in infertility, but also a sensitive and specific indicator in distinguishing endometriosis from non-endometriosis (<xref ref-type="bibr" rid="B26">Liu et al., 2024</xref>; <xref ref-type="bibr" rid="B32">Nazri et al., 2023</xref>).</p>
<p>Although all eight screened MRHGs have been reported to mediate mitosis, it should be noted that there is a lack of evidence regarding their ability to regulate mitosis in endometriosis, especially in infertile endometriosis. Moreover, the sample size of infertile patients with endometriosis is limited, and more comprehensive investigations are necessary to analyze the underlying mechanisms in the future.</p>
</sec>
<sec sec-type="conclusion" id="s6">
<title>Conclusion</title>
<p>Our study has identified eight potential mitosis hub genes (KIF4A, BUB1B, NEK2, FBXO5, KIF11, CENPE, CCNA2, and NCAPG) that exhibit excellent diagnostic properties for endometriosis. We have also constructed a network of associated mRNA-miRNA pathways. In addition, we have found that two of these hub genes (MRHGs) are related to infertile endometriosis and have shown high drug-targeting relevance for cordycepin. These findings provide new insights into the unique relationship between mitosis and endometriosis. However, they lack clinical certification. In future work, we will make full use of clinical samples for confirmation as much as possible.</p>
<p>Although the limited sample size is a challenge, our study provides a solid foundation for further research in the field of cross-cutting endometriosis and infertility. By addressing this limitation through collaborative efforts, validation studies, and integrating various data types, we can improve our understanding of the pathogenesis in which endometriosis damages female fertility and pave the way for improved diagnosis and targeted treatment of this condition.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s7">
<title>Data availability statement</title>
<p>Publicly available datasets were analyzed in this study. This data can be found here: <ext-link ext-link-type="uri" xlink:href="https://www.jianguoyun.com/p/DaEX4AAQuqSzDRiqv_UFIAA">https://www.jianguoyun.com/p/DaEX4AAQuqSzDRiqv_UFIAA</ext-link>.</p>
</sec>
<sec sec-type="author-contributions" id="s8">
<title>Author contributions</title>
<p>LC: Methodology, Project administration, Writing &#x2013; original draft. HY: Methodology, Conceptualization, Investigation, Visualization, Writing &#x2013; review and editing, Data curation, Software, Funding acquisition. MH: Funding acquisition, Writing &#x2013; review and editing. XX: Funding acquisition, Writing &#x2013; original draft, Conceptualization, Project administration, Methodology. YW: Software, Conceptualization, Methodology, Writing &#x2013; review and editing, Project administration. JC: Data curation, Methodology, Software, Writing &#x2013; original draft. RW: Methodology, Visualization, Writing &#x2013; review and editing. XC: Validation, Methodology, Formal Analysis, Resources, Writing &#x2013; original draft. XQ: Data curation, Project administration, Writing &#x2013; review and editing. LhS: Project administration, Funding acquisition, Writing &#x2013; review and editing. SX: Funding acquisition, Writing &#x2013; review and editing. LyS: Writing &#x2013; original draft, Visualization, Writing &#x2013; review and editing, Funding acquisition.</p>
</sec>
<sec sec-type="funding-information" id="s9">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This work was supported by the National Nature Science Foundation of China (Nos. 82101734, 82171691 and 82001650) and the Jiangxi Province Commission of Science and Technology (No. 202312397).</p>
</sec>
<sec sec-type="COI-statement" id="s10">
<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 sec-type="ai-statement" id="s11">
<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 sec-type="disclaimer" id="s12">
<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>
<sec sec-type="supplementary-material" id="s13">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fgene.2025.1615268/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fgene.2025.1615268/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table2.docx" id="SM1" mimetype="application/docx" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Al-Azemi</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Bernal</surname>
<given-names>A. L.</given-names>
</name>
<name>
<surname>Steele</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Gramsbergen</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Barlow</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Kennedy</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2000</year>). <article-title>Ovarian response to repeated controlled stimulation in <italic>in-vitro</italic> fertilization cycles in patients with ovarian endometriosis</article-title>. <source>Hum. Reprod.</source> <volume>15</volume> (<issue>1</issue>), <fpage>72</fpage>&#x2013;<lpage>75</lpage>. <pub-id pub-id-type="doi">10.1093/humrep/15.1.72</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bonavina</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Taylor</surname>
<given-names>H. S.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Endometriosis-associated infertility: from pathophysiology to tailored treatment</article-title>. <source>Front. Endocrinol. (Lausanne)</source> <volume>13</volume>, <fpage>1020827</fpage>. <pub-id pub-id-type="doi">10.3389/fendo.2022.1020827</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Boucret</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Bouet</surname>
<given-names>P. E.</given-names>
</name>
<name>
<surname>Riou</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Legendre</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Delbos</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Hachem</surname>
<given-names>H. E.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Endometriosis lowers the cumulative live birth rates in IVF by decreasing the number of embryos but not their quality</article-title>. <source>J. Clin. Med.</source> <volume>9</volume> (<issue>8</issue>), <fpage>2478</fpage>. <pub-id pub-id-type="doi">10.3390/jcm9082478</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chotiner</surname>
<given-names>J. Y.</given-names>
</name>
<name>
<surname>Wolgemuth</surname>
<given-names>D. J.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>P. J.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Functions of cyclins and CDKs in Mammalian gametogenesis</article-title>. <source>Biol. Reprod.</source> <volume>101</volume> (<issue>3</issue>), <fpage>591</fpage>&#x2013;<lpage>601</lpage>. <pub-id pub-id-type="doi">10.1093/biolre/ioz070</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chou</surname>
<given-names>Y. C.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>Y. C.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>M. J.</given-names>
</name>
<name>
<surname>Chang</surname>
<given-names>C. W.</given-names>
</name>
<name>
<surname>Lai</surname>
<given-names>G. L.</given-names>
</name>
<name>
<surname>Tzeng</surname>
<given-names>C. R.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Exposure to Mono-n-Butyl phthalate in women with endometriosis and its association with the biological effects on human granulosa cells</article-title>. <source>Int. J. Mol. Sci.</source> <volume>21</volume> (<issue>5</issue>), <fpage>1794</fpage>. <pub-id pub-id-type="doi">10.3390/ijms21051794</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Clough</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Barrett</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>The gene expression omnibus database</article-title>. <source>Methods Mol. Biol.</source> <volume>1418</volume>, <fpage>93</fpage>&#x2013;<lpage>110</lpage>. <pub-id pub-id-type="doi">10.1007/978-1-4939-3578-9_5</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Coccia</surname>
<given-names>M. E.</given-names>
</name>
<name>
<surname>Rizzello</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Mariani</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Bulletti</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Palagiano</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Scarselli</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Impact of endometriosis on <italic>in vitro</italic> fertilization and embryo transfer cycles in young women: a stage-dependent interference</article-title>. <source>Acta Obstet. Gynecol. Scand.</source> <volume>90</volume> (<issue>11</issue>), <fpage>1232</fpage>&#x2013;<lpage>1238</lpage>. <pub-id pub-id-type="doi">10.1111/j.1600-0412.2011.01247.x</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Colombi</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Ginetti</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Cannoni</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Cimino</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>d&#x27;Abate</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Schettini</surname>
<given-names>G.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Combine surgery and <italic>in vitro</italic> fertilization (IVF) in endometriosis-related infertility: when and why</article-title>. <source>J. Clin. Med.</source> <volume>13</volume> (<issue>23</issue>), <fpage>7349</fpage>. <pub-id pub-id-type="doi">10.3390/jcm13237349</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Davis</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Meltzer</surname>
<given-names>P. S.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>GEOquery: a bridge between the gene expression omnibus (GEO) and BioConductor</article-title>. <source>Bioinformatics</source> <volume>23</volume> (<issue>14</issue>), <fpage>1846</fpage>&#x2013;<lpage>1847</lpage>. <pub-id pub-id-type="doi">10.1093/bioinformatics/btm254</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dong</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Jin</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Bao</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Zeng</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Luo</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Ectopic expression of human TUBB8 leads to increased aneuploidy in mouse oocytes</article-title>. <source>Cell Discov.</source> <volume>9</volume> (<issue>1</issue>), <fpage>105</fpage>. <pub-id pub-id-type="doi">10.1038/s41421-023-00599-z</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>El-Arabey</surname>
<given-names>A. A.</given-names>
</name>
<name>
<surname>Salama</surname>
<given-names>S. A.</given-names>
</name>
<name>
<surname>Abd-Allah</surname>
<given-names>A. R.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>CENP-E as a target for cancer therapy: where are we now?</article-title> <source>Life Sci.</source> <volume>208</volume>, <fpage>192</fpage>&#x2013;<lpage>200</lpage>. <pub-id pub-id-type="doi">10.1016/j.lfs.2018.07.037</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gaetje</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Holtrich</surname>
<given-names>U.</given-names>
</name>
<name>
<surname>Engels</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Kissler</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Rody</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Karn</surname>
<given-names>T.</given-names>
</name>
<etal/>
</person-group> (<year>2007</year>). <article-title>Endometriosis May be generated by mimicking the ontogenetic development of the female genital tract</article-title>. <source>Fertil. Steril.</source> <volume>87</volume> (<issue>3</issue>), <fpage>651</fpage>&#x2013;<lpage>656</lpage>. <pub-id pub-id-type="doi">10.1016/j.fertnstert.2006.07.1533</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Giudice</surname>
<given-names>L. C.</given-names>
</name>
<name>
<surname>Kao</surname>
<given-names>L. C.</given-names>
</name>
</person-group> (<year>2004</year>). <article-title>Endometriosis</article-title>. <source>Lancet.</source> <volume>364</volume> (<issue>9447</issue>), <fpage>1789</fpage>&#x2013;<lpage>1799</lpage>. <pub-id pub-id-type="doi">10.1016/S0140-6736(04)17403-5</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gu</surname>
<given-names>C. L.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Fan</surname>
<given-names>W. S.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>L. A.</given-names>
</name>
<name>
<surname>Ye</surname>
<given-names>M. X.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Q.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Identification of MicroRNAs as potential biomarkers in ovarian endometriosis</article-title>. <source>Reprod. Sci.</source> <volume>27</volume> (<issue>9</issue>), <fpage>1715</fpage>&#x2013;<lpage>1723</lpage>. <pub-id pub-id-type="doi">10.1007/s43032-020-00148-z</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Eils</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Schlesner</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Complex heatmaps reveal patterns and correlations in multidimensional genomic data</article-title>. <source>Bioinformatics</source> <volume>32</volume> (<issue>18</issue>), <fpage>2847</fpage>&#x2013;<lpage>2849</lpage>. <pub-id pub-id-type="doi">10.1093/bioinformatics/btw313</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guardavaccaro</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Kudo</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Boulaire</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Barchi</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Busino</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Donzelli</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2003</year>). <article-title>Control of meiotic and mitotic progression by the F box protein beta-Trcp1 <italic>in vivo</italic>
</article-title>. <source>Dev. Cell</source> <volume>4</volume> (<issue>6</issue>), <fpage>799</fpage>&#x2013;<lpage>812</lpage>. <pub-id pub-id-type="doi">10.1016/s1534-5807(03)00154-0</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gulati</surname>
<given-names>G. S.</given-names>
</name>
<name>
<surname>D&#x27;Silva</surname>
<given-names>J. P.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Newman</surname>
<given-names>A. M.</given-names>
</name>
</person-group> (<year>2025</year>). <article-title>Profiling cell identity and tissue architecture with single-cell and spatial transcriptomics</article-title>. <source>Nat. Rev. Mol. Cell Biol.</source> <volume>26</volume> (<issue>1</issue>), <fpage>11</fpage>&#x2013;<lpage>31</lpage>. <pub-id pub-id-type="doi">10.1038/s41580-024-00768-2</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Imesch</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Hornung</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Fink</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Fedier</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Cordycepin (3&#x27;-deoxyadenosine), an inhibitor of mRNA polyadenylation, suppresses proliferation and activates apoptosis in human epithelial endometriotic cells <italic>in vitro</italic>
</article-title>. <source>Gynecol. Obstet. Invest</source> <volume>72</volume> (<issue>1</issue>), <fpage>43</fpage>&#x2013;<lpage>49</lpage>. <pub-id pub-id-type="doi">10.1159/000322395</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jin</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Ye</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>KIF4A knockdown suppresses ovarian cancer cell proliferation and induces apoptosis by downregulating BUB1 expression</article-title>. <source>Mol. Med. Rep.</source> <volume>24</volume> (<issue>1</issue>), <fpage>516</fpage>. <pub-id pub-id-type="doi">10.3892/mmr.2021.12155</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kawaguchi</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Tsuchimura</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Oyama</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Matsuhashi</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Maruyama</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Mannen</surname>
<given-names>H.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Effect of DNA markers on the fertility traits of Japanese black cattle for improving beef quantity and quality</article-title>. <source>Arch. Anim. Breed.</source> <volume>63</volume> (<issue>1</issue>), <fpage>9</fpage>&#x2013;<lpage>17</lpage>. <pub-id pub-id-type="doi">10.5194/aab-63-9-2020</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kim</surname>
<given-names>T. H.</given-names>
</name>
<name>
<surname>Yoo</surname>
<given-names>J. Y.</given-names>
</name>
<name>
<surname>Choi</surname>
<given-names>K. C.</given-names>
</name>
<name>
<surname>Shin</surname>
<given-names>J. H.</given-names>
</name>
<name>
<surname>Leach</surname>
<given-names>R. E.</given-names>
</name>
<name>
<surname>Fazleabas</surname>
<given-names>A. T.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Loss of HDAC3 results in nonreceptive endometrium and female infertility</article-title>. <source>Sci. Transl. Med.</source> <volume>11</volume> (<issue>474</issue>), <fpage>eaaf7533</fpage>. <pub-id pub-id-type="doi">10.1126/scitranslmed.aaf7533</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kopalli</surname>
<given-names>S. R.</given-names>
</name>
<name>
<surname>Cha</surname>
<given-names>K. M.</given-names>
</name>
<name>
<surname>Cho</surname>
<given-names>J. Y.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>S. K.</given-names>
</name>
<name>
<surname>Koppula</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Cordycepin mitigates spermatogenic and redox related expression in H<sub>2</sub>O<sub>2</sub>-exposed leydig cells and regulates testicular oxidative apoptotic signalling in aged rats</article-title>. <source>Pharm. Biol.</source> <volume>60</volume> (<issue>1</issue>), <fpage>404</fpage>&#x2013;<lpage>416</lpage>. <pub-id pub-id-type="doi">10.1080/13880209.2022.2033275</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lessey</surname>
<given-names>B. A.</given-names>
</name>
<name>
<surname>Kim</surname>
<given-names>J. J.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Endometrial receptivity in the eutopic endometrium of women with endometriosis: it is affected, and let me show you why</article-title>. <source>Fertil. Steril.</source> <volume>108</volume> (<issue>1</issue>), <fpage>19</fpage>&#x2013;<lpage>27</lpage>. <pub-id pub-id-type="doi">10.1016/j.fertnstert.2017.05.031</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Shao</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Jin</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>P.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>scRank infers drug-responsive cell types from untreated scRNA-seq data using a target-perturbed gene regulatory network</article-title>. <source>Cell Rep. Med.</source> <volume>5</volume> (<issue>6</issue>), <fpage>101568</fpage>. <pub-id pub-id-type="doi">10.1016/j.xcrm.2024.101568</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>J. X.</given-names>
</name>
<name>
<surname>Guo</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Shi</surname>
<given-names>C. M.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>Cordycepin delays postovulatory aging of oocytes through inhibition of maternal mRNAs degradation <italic>via</italic> DCP1A polyadenylation suppression</article-title>. <source>Cell Mol. Life Sci.</source> <volume>80</volume> (<issue>12</issue>), <fpage>372</fpage>. <pub-id pub-id-type="doi">10.1007/s00018-023-05030-0</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Sulaiman</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>Comprehensive analysis of lncRNA-miRNA-mRNA ceRNA network and key genes in granulosa cells of patients with biochemical primary ovarian insufficiency</article-title>. <source>J. Assist. Reprod. Genet.</source> <volume>41</volume> (<issue>1</issue>), <fpage>15</fpage>&#x2013;<lpage>29</lpage>. <pub-id pub-id-type="doi">10.1007/s10815-023-02937-2</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Qiu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Tang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Cui</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>Q.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>LncRNA-H19 regulates cell proliferation and invasion of ectopic endometrium by targeting ITGB3 <italic>via</italic> modulating miR-124-3p</article-title>. <source>Exp. Cell Res.</source> <volume>381</volume> (<issue>2</issue>), <fpage>215</fpage>&#x2013;<lpage>222</lpage>. <pub-id pub-id-type="doi">10.1016/j.yexcr.2019.05.010</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Lu</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Fan</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Z.</given-names>
</name>
<etal/>
</person-group> (<year>2023</year>). <article-title>PCGEM1 promotes cell proliferation and migration in endometriosis by targeting miR-124-3p-mediated ANTXR2 expression</article-title>. <source>BMC Womens Health</source> <volume>23</volume> (<issue>1</issue>), <fpage>104</fpage>. <pub-id pub-id-type="doi">10.1186/s12905-023-02250-1</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mare&#x10d;kov&#xe1;</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Garcia-Alonso</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Moullet</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Lorenzi</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Petryszak</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Sancho-Serra</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2024</year>). <article-title>An integrated single-cell reference atlas of the human endometrium</article-title>. <source>Nat. Genet.</source> <volume>56</volume> (<issue>9</issue>), <fpage>1925</fpage>&#x2013;<lpage>1937</lpage>. <pub-id pub-id-type="doi">10.1038/s41588-024-01873-w</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>McGrath</surname>
<given-names>I. M.</given-names>
</name>
<name>
<surname>Montgomery</surname>
<given-names>G. W.</given-names>
</name>
<name>
<surname>Mortlock</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Insights from Mendelian randomization and genetic correlation analyses into the relationship between endometriosis and its comorbidities</article-title>. <source>Hum. Reprod. Update</source> <volume>29</volume> (<issue>5</issue>), <fpage>655</fpage>&#x2013;<lpage>674</lpage>. <pub-id pub-id-type="doi">10.1093/humupd/dmad009</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Muter</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Lucas</surname>
<given-names>E. S.</given-names>
</name>
<name>
<surname>Chan</surname>
<given-names>Y. W.</given-names>
</name>
<name>
<surname>Brighton</surname>
<given-names>P. J.</given-names>
</name>
<name>
<surname>Moore</surname>
<given-names>J. D.</given-names>
</name>
<name>
<surname>Lacey</surname>
<given-names>L.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>The clock protein period 2 synchronizes mitotic expansion and decidual transformation of human endometrial stromal cells</article-title>. <source>FASEB J.</source> <volume>29</volume> (<issue>4</issue>), <fpage>1603</fpage>&#x2013;<lpage>1614</lpage>. <pub-id pub-id-type="doi">10.1096/fj.14-267195</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nazri</surname>
<given-names>H. M.</given-names>
</name>
<name>
<surname>Greaves</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Quenby</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Dragovic</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Tapmeier</surname>
<given-names>T. T.</given-names>
</name>
<name>
<surname>Becker</surname>
<given-names>C. M.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>The role of small extracellular vesicle-miRNAs in endometriosis</article-title>. <source>Hum. Reprod.</source> <volume>38</volume> (<issue>12</issue>), <fpage>2296</fpage>&#x2013;<lpage>2311</lpage>. <pub-id pub-id-type="doi">10.1093/humrep/dead216</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Racki</surname>
<given-names>W. J.</given-names>
</name>
<name>
<surname>Richter</surname>
<given-names>J. D.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>CPEB controls oocyte growth and follicle development in the mouse</article-title>. <source>Development</source> <volume>133</volume> (<issue>22</issue>), <fpage>4527</fpage>&#x2013;<lpage>4537</lpage>. <pub-id pub-id-type="doi">10.1242/dev.02651</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ranisavljevic</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Raad</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Anahory</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Grynberg</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Sonigo</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Embryo transfer strategy and therapeutic options in infertile patients with thin endometrium: a systematic review</article-title>. <source>J. Assist. Reprod. Genet.</source> <volume>36</volume> (<issue>11</issue>), <fpage>2217</fpage>&#x2013;<lpage>2231</lpage>. <pub-id pub-id-type="doi">10.1007/s10815-019-01576-w</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rhee</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Wolgemuth</surname>
<given-names>D. J.</given-names>
</name>
</person-group> (<year>2002</year>). <article-title>Tcp10 promoter-directed expression of the Nek2 gene in mouse meiotic spermatocytes</article-title>. <source>Mol. Cells</source> <volume>13</volume> (<issue>1</issue>), <fpage>85</fpage>&#x2013;<lpage>90</lpage>. <pub-id pub-id-type="doi">10.1016/s1016-8478(23)15007-2</pub-id>
</citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sanchez</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Vigan&#xf2;</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Quattrone</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Pagliardini</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Papaleo</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Candiani</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2014</year>). <article-title>The WNT/&#x3b2;-catenin signaling pathway and expression of survival promoting genes in luteinized granulosa cells: endometriosis as a paradigm for a dysregulated apoptosis pathway</article-title>. <source>Fertil. Steril.</source> <volume>101</volume> (<issue>6</issue>), <fpage>1688</fpage>&#x2013;<lpage>1696</lpage>. <pub-id pub-id-type="doi">10.1016/j.fertnstert.2014.02.040</pub-id>
</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shaulov</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Sierra</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Sylvestre</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Recurrent implantation failure in IVF: a Canadian fertility and andrology society clinical practice guideline</article-title>. <source>Reprod. Biomed. Online</source> <volume>41</volume> (<issue>5</issue>), <fpage>819</fpage>&#x2013;<lpage>833</lpage>. <pub-id pub-id-type="doi">10.1016/j.rbmo.2020.08.007</pub-id>
</citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Smoot</surname>
<given-names>M. E.</given-names>
</name>
<name>
<surname>Ono</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Ruscheinski</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>P. L.</given-names>
</name>
<name>
<surname>Ideker</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Cytoscape 2.8: new features for data integration and network visualization</article-title>. <source>Bioinformatics</source> <volume>27</volume> (<issue>3</issue>), <fpage>431</fpage>&#x2013;<lpage>432</lpage>. <pub-id pub-id-type="doi">10.1093/bioinformatics/btq675</pub-id>
</citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tanbo</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Fedorcsak</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Endometriosis-associated infertility: aspects of pathophysiological mechanisms and treatment options</article-title>. <source>Acta Obstet. Gynecol. Scand.</source> <volume>96</volume> (<issue>6</issue>), <fpage>659</fpage>&#x2013;<lpage>667</lpage>. <pub-id pub-id-type="doi">10.1111/aogs.13082</pub-id>
</citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tang</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Pan</surname>
<given-names>M. H.</given-names>
</name>
<name>
<surname>Lu</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wan</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>S. C.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Involvement of Kif4a in spindle formation and chromosome segregation in mouse oocytes</article-title>. <source>Aging Dis.</source> <volume>9</volume> (<issue>4</issue>), <fpage>623</fpage>&#x2013;<lpage>633</lpage>. <pub-id pub-id-type="doi">10.14336/AD.2017.0901</pub-id>
</citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Taylor</surname>
<given-names>H. S.</given-names>
</name>
<name>
<surname>Kotlyar</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Flores</surname>
<given-names>V. A.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Endometriosis is a chronic systemic disease: clinical challenges and novel innovations</article-title>. <source>Lancet</source> <volume>397</volume> (<issue>10276</issue>), <fpage>839</fpage>&#x2013;<lpage>852</lpage>. <pub-id pub-id-type="doi">10.1016/s0140-6736(21)00389-5</pub-id>
</citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Vanhie</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>O</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Peterse</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Beckers</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Cu&#xe9;llar</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Fassbender</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Plasma miRNAs as biomarkers for endometriosis</article-title>. <source>Hum. Reprod.</source> <volume>34</volume> (<issue>9</issue>), <fpage>1650</fpage>&#x2013;<lpage>1660</lpage>. <pub-id pub-id-type="doi">10.1093/humrep/dez116</pub-id>
</citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Bagchi</surname>
<given-names>I. C.</given-names>
</name>
<name>
<surname>Bagchi</surname>
<given-names>M. K.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>The CCAAT/Enhancer binding protein beta is a critical regulator of steroid-induced mitotic expansion of uterine stromal cells during decidualization</article-title>. <source>Endocrinology</source> <volume>151</volume> (<issue>8</issue>), <fpage>3929</fpage>&#x2013;<lpage>3940</lpage>. <pub-id pub-id-type="doi">10.1210/en.2009-1437</pub-id>
</citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wetzk</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Gr&#xfc;bling</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Forberger</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Klengel</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Kuhlmann</surname>
<given-names>J. D.</given-names>
</name>
<name>
<surname>Wimberger</surname>
<given-names>P.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Diagnostic benefit of the detection of mitotic figures in endometriotic lesions</article-title>. <source>Geburtshilfe Frauenheilkd</source> <volume>82</volume> (<issue>1</issue>), <fpage>85</fpage>&#x2013;<lpage>92</lpage>.</citation>
</ref>
<ref id="B45">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Lipid metabolism and endometrial receptivity</article-title>. <source>Hum. Reprod. Update</source> <volume>28</volume> (<issue>6</issue>), <fpage>858</fpage>&#x2013;<lpage>889</lpage>. <pub-id pub-id-type="doi">10.1093/humupd/dmac026</pub-id>
</citation>
</ref>
<ref id="B46">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yuan</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Yin</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Ge</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Expression of lncRNA NEAT1 in endometriosis and its biological functions in ectopic endometrial cells as mediated <italic>via</italic> miR-124-3p</article-title>. <source>Genes Genomics</source> <volume>44</volume> (<issue>5</issue>), <fpage>527</fpage>&#x2013;<lpage>537</lpage>. <pub-id pub-id-type="doi">10.1007/s13258-021-01184-y</pub-id>
</citation>
</ref>
<ref id="B47">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yusuf</surname>
<given-names>A. N. M.</given-names>
</name>
<name>
<surname>Amri</surname>
<given-names>M. F.</given-names>
</name>
<name>
<surname>Ugusman</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Hamid</surname>
<given-names>A. A.</given-names>
</name>
<name>
<surname>Wahab</surname>
<given-names>N. A.</given-names>
</name>
<name>
<surname>Mokhtar</surname>
<given-names>M. H.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Hyperandrogenism and its possible effects on endometrial receptivity: a review</article-title>. <source>Int. J. Mol. Sci.</source> <volume>24</volume> (<issue>15</issue>), <fpage>12026</fpage>. <pub-id pub-id-type="doi">10.3390/ijms241512026</pub-id>
</citation>
</ref>
<ref id="B48">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhong</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Shu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Hou</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Cai</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Analysis of IVF/ICSI outcomes in endometriosis patients with recurrent implantation failure: influence on cumulative live birth rate</article-title>. <source>Front. Endocrinol. (Lausanne)</source> <volume>12</volume>, <fpage>640288</fpage>. <pub-id pub-id-type="doi">10.3389/fendo.2021.640288</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>