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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Endocrinol.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Endocrinology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Endocrinol.</abbrev-journal-title>
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<issn pub-type="epub">1664-2392</issn>
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<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fendo.2025.1645593</article-id>
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<article-categories>
<subj-group subj-group-type="heading">
<subject>Original Research</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>The predictive value of anti-M&#xfc;llerian hormone on embryo quality in PGT-A cycles analysis</article-title>
</title-group>
<contrib-group>
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<name><surname>Ni</surname><given-names>Mengxia</given-names></name>
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<name><surname>Zhang</surname><given-names>Haoting</given-names></name>
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<name><surname>Sun</surname><given-names>Jian</given-names></name>
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<name><surname>Zhu</surname><given-names>Gengchao</given-names></name>
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<name><surname>Xing</surname><given-names>Shiyu</given-names></name>
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<name><surname>Zheng</surname><given-names>Aiyan</given-names></name>
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<name><surname>Liao</surname><given-names>Guizhi</given-names></name>
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<name><surname>Ding</surname><given-names>Jie</given-names></name>
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<name><surname>Meng</surname><given-names>Qingxia</given-names></name>
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<name><surname>Li</surname><given-names>Hong</given-names></name>
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<name><surname>Fei</surname><given-names>Jia</given-names></name>
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<name><surname>Ou</surname><given-names>Jian</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
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<aff id="aff1"><label>1</label><institution>Center for Reproduction and Genetics, The affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital</institution>, <city>Suzhou</city>, <state>Jiangsu</state>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff2"><label>2</label><institution>Research and Development Department, Peking Jabrehoo Medical Technology Company Limited</institution>, <city>Beijing</city>,&#xa0;<country country="cn">China</country></aff>
<aff id="aff3"><label>3</label><institution>Department of Laboratory Medicine, The affiliated Suzhou Hospital of Nanjing Medical University, Suzhou Municipal Hospital</institution>, <city>Suzhou</city>, <state>Jiangsu</state>,&#xa0;<country country="cn">China</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Jian Ou, <email xlink:href="mailto:oj_1981@163.com">oj_1981@163.com</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2025-12-10">
<day>10</day>
<month>12</month>
<year>2025</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1645593</elocation-id>
<history>
<date date-type="received">
<day>12</day>
<month>06</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>24</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>22</day>
<month>11</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Ni, Zhang, Sun, Zhu, Xing, Zheng, Pu, Liao, Ding, Meng, Li, Fei and Ou.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Ni, Zhang, Sun, Zhu, Xing, Zheng, Pu, Liao, Ding, Meng, Li, Fei and Ou</copyright-holder>
<license>
<ali:license_ref start_date="2025-12-10">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Objective</title>
<p>Although anti-M&#xfc;llerian hormone (AMH) is a well-established predictor of oocyte number in assisted reproduction (ART) applications, its potential to reflect embryo quality in ART cycles remains uncertain. This study explored the association between AMH levels and embryo quality, using aneuploidy rates from preimplantation genetic testing for aneuploidy (PGT-A) as an objective indicator of embryo quality.</p>
</sec>
<sec>
<title>Methods</title>
<p>A retrospective analysis was performed on patients (excluding those with male factor infertility) who underwent PGT-A at the Reproduction and Genetics Center of Suzhou Municipal Hospital (2018-2022). Patients were stratified by age (&lt;35, 35-37, &#x2265;38 years), body mass index (BMI) (&lt;18.5, 18.5-25, &#x2265;25 kg/m&#xb2;), number of viable embryos (1-2, 3-4, &#x2265;5), and AMH levels. Group comparisons used independent samples t-test, and correlations with embryo quality were analyzed via logistic regression.</p>
</sec>
<sec>
<title>Results</title>
<p>In 542 PGT-A cycles, AMH levels, euploidy and mosaicism rates negatively correlated with age, while, aneuploidy rates were positively correlated with age. BMI group showed AMH levels shows no significant differences between the groups. However, there were significant differences in euploid, aneuploidy rates among the BMI groups(&#x2265;25 kg/m&#xb2;vs &lt;18.5 kg/m&#xb2;; 18.5&#x2013;25 kg/m&#xb2;vs &lt;18.5 kg/m&#xb2;). Both AMH levels and euploidy rates were positively correlated with the number of viable embryos, while the aneuploidy rate was correlated negatively. The&gt;1.68 ng/mL AMH group had significantly higher euploidy and lower aneuploidy rates. AMH levels negatively correlated with aneuploidy rates.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>AMH levels serve as a valuable predictor of embryo quality, with the &gt;1.68 ng/mL group showing better quality than the &#x2264;1.68 ng/mL group. AMH levels strongly correlate with female age and the number of biopsy embryos but not BMI. Embryo quality demonstrated a significant decline with increasing female age and a marked improvement with a higher number of biopsy embryos and higher AMH levels. BMI did not linear correlation with embryo quality, thus cannot be considered an independent predictor of embryo quality.</p>
</sec>
</abstract>
<kwd-group>
<kwd>anti-M&#xfc;llerian hormone</kwd>
<kwd>preimplantation genetic aneuploidy test</kwd>
<kwd>female age</kwd>
<kwd>body mass index</kwd>
<kwd>embryo quality</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. This research was supported by Jiangsu Provincial Medical Key Discipline (Laboratory) (JSDW202214).</funding-statement>
</funding-group>
<counts>
<fig-count count="2"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="35"/>
<page-count count="8"/>
<word-count count="3169"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Reproduction</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>AMH belongs to the &#x3b2; superfamily of transforming growth factor and is a homodimeric glycoprotein (<xref ref-type="bibr" rid="B1">1</xref>), which is synthesized by granulosa cells in preantral and small follicles in the ovaries. It influences primordial follicles by regulating the autophagy process through synergistic interactions with other substances (<xref ref-type="bibr" rid="B2">2</xref>&#x2013;<xref ref-type="bibr" rid="B4">4</xref>). Follicle-Stimulating Hormone (FSH) is a key hormone that drives the growth and maturation of ovarian follicles. AMH limits the role&#xa0;of FSH in small growing follicles through two core mechanisms: downregulating FSH receptor expression to reduce follicular sensitivity to FSH and inhibiting FSH-mediated follicular growth signaling pathways (<xref ref-type="bibr" rid="B5">5</xref>). In summary, AMH is highly concentrated on early-stage follicles: it does not act directly on follicles that have entered the mature stage, but specifically targets small growing follicles that have not yet developed a strong dependence on FSH. By regulating the growth rhythm of these &#x201c;reserve follicles&#x201d;, AMH lays the foundation for the long-term stability of ovarian function, and it has been widely used in the clinic to assess ovarian function.</p>
<p>In PGT-A, we need to consider and overcome a number of factors that may have an impact on the outcome, including the patient&#x2019;s ovarian responsiveness, the ovulation regimen, the initiating dose of gonadotropins (Gn), endometrial tolerance, and the quality of the eggs and embryos (<xref ref-type="bibr" rid="B6">6</xref>). It has been shown that the direct factor associated with implantation is the quality of eggs and embryos, while the number of eggs acquired and the number of mature eggs directly affects the number of embryos and the number of good quality embryos (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B8">8</xref>). Embryonic aneuploidy can be used as an objective qualitative factor to reflect the quality of eggs and embryos, while AMH, as an optimal indicator for assessing ovarian function, is controversial as to whether or not there is a correlation between AMH, as an indicator of ovarian function, and the quality of oocytes and embryos (<xref ref-type="bibr" rid="B9">9</xref>&#x2013;<xref ref-type="bibr" rid="B11">11</xref>).</p>
<p>Therefore, in this study, we analyzed 542 PGT-A cycles in our center to find out the relationship between AMH level and the number of embryos obtained and embryo quality, and at the same time statistically analyzed its relationship with age and BMI level, in order to further evaluate whether AMH can be used as a predictor of embryo quality, and to clarify its correlation which can provide some new bases for clinical diagnosis and treatment.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Study objects</title>
<p>Patients (without male factor) who underwent PGT-A at the Center for Reproduction and Genetics of Suzhou Municipal Hospital from 2018&#x2013;2022 were collected for retrospective analysis, and a total of 2,171 embryos from 542 cycles were included in the study. Exclusion criteria: known uterine malformations, pathologic endometrial changes, uterine adhesions, autoimmune diseases, etc. Female age, BMI, AMH, and number of viable embryos were summarized and counted(<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>). The study subjects signed the relevant informed consent. The research was approved by the Ethics Committee of Suzhou Municipal Hospital before it was conducted.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Flowchart of patient screening and stratification of female age, BMI, number of viable embryos, and AMH levels.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-16-1645593-g001.tif">
<alt-text content-type="machine-generated">Flowchart depicting the selection and exclusion process of patients undergoing PGT at Suzhou Municipal Hospital from January 2018 to December 2022, starting with 1067 cycles. Exclusions reduce the number to 542 cycles, categorized by female age, BMI, AMH levels, and number of biopsied embryos.</alt-text>
</graphic></fig>
</sec>
<sec id="s2_2">
<title>Anti-M&#xfc;llerian hormone testing</title>
<p>Before the start of the ART cycle, peripheral blood was collected from female patients on the 2nd-3rd day of menstruation for serum AMH testing. Serum AMH levels are measured using a second-generation enzyme-linked immunosorbent assay (Immunotech, Beckman Coulter Inc., USA). Samples can be accurately measured within the analytical range of the lower limit of detection and the highest calibration value (approximately 0.02&#x2013;24 ng/mL [0.14&#x2013;171 pmol/L]).</p>
</sec>
<sec id="s2_3">
<title>Embryonic aneuploidy detection</title>
<p>The IVF cycle used a long protocol or a GnRH (gonadotropin-releasing hormone) antagonist protocol to control ovarian hyperstimulation. Oocytes were collected after hCG injection 34-35hours, and fertilized by single sperm intracytoplasmic injection (ICSI). All embryos were incubated with laser technique on day 3 and then placed in fresh medium until day 5 or 6 after which they could be considered for biopsy if they had developed into complete blastomeres. Whole genome amplification (REPLI-g Single Cell WGA Kit, Qiagen, Germany)was performed on all biopsy samples and then libraries were constructed. After isothermal amplification and enrichment, sequencing was performed using a PGM sequencer (ABI Ion Torrent PGM, USA). Sequencing results were interpreted using Ion Reporter software, and chromosome analysis was performed by analyzing the data through the interface or the background linux interface to determine the aneuploidy of the embryos.</p>
</sec>
<sec id="s2_4">
<title>Group analysis</title>
<p>Participants were categorized based on age (&lt;35, 35-37, &#x2265;38), body mass index (BMI) (&lt;18.5 kg/m&#xb2;, 18.5&#x2013;25 kg/m&#xb2;, &#x2265;25 kg/m&#xb2;), the number of embryos available for biopsy (1-2, 3-4, &#x2265;5), and AMH levels (&#x2264;1.68 ng/ml, &gt;1.68 ng/ml).</p>
</sec>
<sec id="s2_5">
<title>Statistical methods</title>
<p>Euploidy rate, defined as the number of euploid blastocysts divided by the number of biopsied blastocysts per cycle. Aneuploidy rate, defined as the number of aneuploidy blastocysts per cycle divided by the number of biopsy blastocysts. Statistical analysis was performed using SPSS 19.0. Normally distributed quantitative data were expressed as mean &#xb1; standard deviation (Mean &#xb1; SD). Independent samples t-test was used for comparison between groups; P&lt;0.05 was considered as statistically significant difference. Logistic regression was used to evaluate the association between aneuploidy rate and female age, BMI, number of viable embryos, and AMH levels.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Comparison of AMH and embryo quality analysis results stratified by age</title>
<p>In 542 PGT-A cycles, stratified by age(&lt;35, 35-37, &#x2265;38), the AMH level(5.31 &#xb1; 4.3 vs. 3.12 &#xb1; 2.79vs. 2.22 &#xb1; 1.84), the euploidy rate of embryos(0.54 &#xb1; 0.3 vs. 0.44 &#xb1; 0.32vs. 0.25 &#xb1; 0.33), and the mosaicism rate(0.18 &#xb1; 0.23 vs. 0.13 &#xb1; 0.21vs. 0.07 &#xb1; 0.19)exhibited a negative correlation with age, whereas the aneuploidy rate demonstrated a positive correlation with age (0.27 &#xb1; 0.27 vs. 0.43 &#xb1; 0.33vs. 0.67 &#xb1; 0.36) (<xref ref-type="table" rid="T1"><bold>Table&#xa0;1</bold></xref>). The t-test showed that there were significant differences between all two groups of analyses. The logistic regression analysis showed the strongest positive correlation between age and percentage of aneuploid embryos (P&lt;0.0001, R<sup>2</sup> = 0.2751) (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>AMH and embryo quality analysis results stratified by age. .</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">AMH and embryo quality</th>
<th valign="middle" align="left">age&#x2265;38 (n=229)</th>
<th valign="middle" align="left">age 35-37 (n=101)</th>
<th valign="middle" align="left">age&lt;35 (n=212)</th>
<th valign="middle" align="left">P</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">AMH</td>
<td valign="middle" align="left">2.22 &#xb1; 1.84<sup>a,c</sup></td>
<td valign="middle" align="left">3.12 &#xb1; 2.79<sup>a,b</sup></td>
<td valign="middle" align="left">5.31 &#xb1; 4.3<sup>b,c</sup></td>
<td valign="middle" align="left"><sup>a</sup><italic>p</italic> = 0.001,<sup>b</sup><italic>p</italic>&lt;0.0005<break/><sup>c</sup><italic>p</italic>&lt;0.0005</td>
</tr>
<tr>
<td valign="middle" align="left">euploidy rate</td>
<td valign="middle" align="left">0.25 &#xb1; 0.33<sup>a,c</sup></td>
<td valign="middle" align="left">0.44 &#xb1; 0.32<sup>a,b</sup></td>
<td valign="middle" align="left">0.54 &#xb1; 0.3<sup>b,c</sup></td>
<td valign="middle" align="left"><sup>a</sup><italic>p</italic> = 0.001,<sup>b</sup><italic>p</italic>&lt;0.0005<break/><sup>c</sup><italic>p</italic>&lt;0.007</td>
</tr>
<tr>
<td valign="middle" align="left">aneuploidy rate</td>
<td valign="middle" align="left">0.67 &#xb1; 0.36<sup>a,c</sup></td>
<td valign="middle" align="left">0.43 &#xb1; 0.33<sup>a,b</sup></td>
<td valign="middle" align="left">0.27 &#xb1; 0.27<sup>b,c</sup></td>
<td valign="middle" align="left"><sup>a</sup><italic>p</italic>&lt;0.0005,<sup>b</sup><italic>p</italic>&lt;0.0005<break/><sup>c</sup><italic>p</italic>&lt;0.0005</td>
</tr>
<tr>
<td valign="middle" align="left">mosaicism rate</td>
<td valign="middle" align="left">0.07 &#xb1; 0.19<sup>a,c</sup></td>
<td valign="middle" align="left">0.13 &#xb1; 0.21<sup>a,b</sup></td>
<td valign="middle" align="left">0.18 &#xb1; 0.23<sup>b,c</sup></td>
<td valign="middle" align="left"><sup>a</sup><italic>p</italic>&lt;0.014,<sup>b</sup><italic>p</italic>&lt;0.0005<break/><sup>c</sup><italic>p</italic>&lt;0.0005</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Values presented as mean &#xb1; SD.</p></fn>
<fn>
<p><sup>a,b,c</sup>Statistical significance (P &lt; 0.05) among groups in the independent samples t-test analysis.</p></fn>
</table-wrap-foot>
</table-wrap>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>The logistic regression analysis for aneuploidy rate (age, BMI, the number of embryos that can be biopsied and AMH).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-16-1645593-g002.tif">
<alt-text content-type="machine-generated">Four scatter plots show the relationship between aneuploidy rate and four variables: age, BMI, number of embryos for biopsy, and AMH. Each plot includes a regression line, equation, R-squared value, and p-value. Aneuploidy rate increases with age, is not significantly affected by BMI, and decreases with both the number of embryos and AMH.</alt-text>
</graphic></fig>
</sec>
<sec id="s3_2">
<title>Comparison of AMH and embryo quality analysis results stratified by BMI</title>
<p>BMI(&lt;18.5 kg/m&#xb2;, 18.5&#x2013;25 kg/m&#xb2;, &#x2265;25 kg/m&#xb2;), AMH levels(4.3 &#xb1; 3.55 vs. 4.84 &#xb1; 3.37vs. 3.77 &#xb1; 2.54) shows no significant differences between the groups. However, there were significant differences in euploid(p=0.002, 0.24 &#xb1; 0.23 vs. 0.46 &#xb1; 0.34; p&lt;0.0005 0.27 &#xb1; 0.22 vs. 0.46 &#xb1; 0.34), aneuploidy rates(p=0.002, 0.67 &#xb1; 0.26 vs. 0.44 &#xb1; 0.37; p&lt;0.0005 0.63 &#xb1; 0.27 vs. 0.44 &#xb1; 0.37) among the BMI groups(BMI&#x2265;25 kg/m&#xb2;vs &lt;18.5 kg/m&#xb2;; 18.5&#x2013;25 kg/m&#xb2;vs &lt;18.5 kg/m&#xb2;) (<xref ref-type="table" rid="T2"><bold>Table&#xa0;2</bold></xref>). Nevertheless, the correlation was not observed between BMI and aneuploid embryos from the logistic regression analysis (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>AMH and embryo quality analysis results stratified by BMI.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">AMH and embryo quality</th>
<th valign="middle" align="left">BMI&#x2265;25 (n=158)</th>
<th valign="middle" align="left">BMI18.5-25 (n=340)</th>
<th valign="middle" align="left">BMI&lt;18.5 (n=44)</th>
<th valign="middle" align="left">P</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">AMH</td>
<td valign="middle" align="left">3.77 &#xb1; 2.54</td>
<td valign="middle" align="left">4.84 &#xb1; 3.37</td>
<td valign="middle" align="left">4.3 &#xb1; 3.55</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">euploidy rate</td>
<td valign="middle" align="left">0.24 &#xb1; 0.23<sup>a</sup></td>
<td valign="middle" align="left">0.27 &#xb1; 0.22<sup>b</sup></td>
<td valign="middle" align="left">0.46 &#xb1; 0.34<sup>a,b</sup></td>
<td valign="middle" align="left"><sup>a</sup><italic>p</italic> = 0.002,<sup>b</sup><italic>p</italic>&lt;0.0005</td>
</tr>
<tr>
<td valign="middle" align="left">aneuploidy rate</td>
<td valign="middle" align="left">0.67 &#xb1; 0.26<sup>a</sup></td>
<td valign="middle" align="left">0.63 &#xb1; 0.27<sup>b</sup></td>
<td valign="middle" align="left">0.44 &#xb1; 0.37<sup>a,b</sup></td>
<td valign="middle" align="left"><sup>a</sup><italic>p</italic> = 0.002,<sup>b</sup><italic>p</italic>&lt;0.0005</td>
</tr>
<tr>
<td valign="middle" align="left">mosaicism rate</td>
<td valign="middle" align="left">0.08 &#xb1; 0.14</td>
<td valign="middle" align="left">0.1 &#xb1; 0.18</td>
<td valign="middle" align="left">0.1 &#xb1; 0.13</td>
<td valign="middle" align="left"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Values presented as mean &#xb1; SD.</p></fn>
<fn>
<p><sup>a,b</sup>Statistical significance (P &lt; 0.05) among groups in the independent samples t-test analysis.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_3">
<title>Comparison of AMH and embryo quality analysis results stratified by the number of embryos that can be biopsied</title>
<p>When stratified by the number of embryos available for biopsy (1-2, 3-4, &#x2265;5), both the AMH level(2.04 &#xb1; 2.01 vs. 3.37 &#xb1; 2.65vs. 5.75 &#xb1; 4.4) and the euploidy rate of embryos(0.29 &#xb1; 0.4 vs. 0.41 &#xb1; 0.3vs. 0.53 &#xb1; 0.24) were positively correlated with the number of biopsied embryos, whereas the aneuploidy rate(0.59 &#xb1; 0.44 vs. 0.46 &#xb1; 0.31vs. 0.34 &#xb1; 0.25) was negatively correlated with the number of biopsied embryos (<xref ref-type="table" rid="T3"><bold>Table&#xa0;3</bold></xref>). The t-test showed that there were significant differences between all two groups of analyses except the mosaicism rate group. The logistic regression analysis showed significant negative correlation between the number of biopsied embryos and percentage of aneuploid embryos (P&lt;0.0001), but this association is not particularly robust (R<sup>2</sup> = 0.0564) (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>).</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>AMH and embryo quality analysis results stratified by the number of embryos that can be biopsied.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">AMH and embryo quality</th>
<th valign="middle" align="left">biopsied embryos&#x2265;5 (n=169)</th>
<th valign="middle" align="left">biopsied embryos3-4 (n=163)</th>
<th valign="middle" align="left">biopsied embryos&lt;3 (n=120)</th>
<th valign="middle" align="left">P</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">AMH</td>
<td valign="middle" align="left">5.75 &#xb1; 4.4<sup>a,c</sup></td>
<td valign="middle" align="left">3.37 &#xb1; 2.65<sup>a,b</sup></td>
<td valign="middle" align="left">2.04 &#xb1; 2.01<sup>b,c</sup></td>
<td valign="middle" align="left"><sup>a</sup><italic>p</italic>&lt;0.0005,<sup>b</sup><italic>p</italic>&lt;0.0005<break/><sup>c</sup><italic>p</italic>&lt;0.0005</td>
</tr>
<tr>
<td valign="middle" align="left">euploidy rate</td>
<td valign="middle" align="left">0.53 &#xb1; 0.24<sup>a,c</sup></td>
<td valign="middle" align="left">0.41 &#xb1; 0.3<sup>a,b</sup></td>
<td valign="middle" align="left">0.29 &#xb1; 0.4<sup>b,c</sup></td>
<td valign="middle" align="left"><sup>a</sup><italic>p</italic>&lt;0.0005,<sup>b</sup><italic>p</italic> = 0.002<break/><sup>c</sup><italic>p</italic>&lt;0.0005</td>
</tr>
<tr>
<td valign="middle" align="left">aneuploidy rate</td>
<td valign="middle" align="left">0.34 &#xb1; 0.25<sup>a,c</sup></td>
<td valign="middle" align="left">0.46 &#xb1; 0.31<sup>a,b</sup></td>
<td valign="middle" align="left">0.59 &#xb1; 0.44<sup>b,c</sup></td>
<td valign="middle" align="left"><sup>a</sup><italic>p</italic> = 0.001,<sup>b</sup><italic>p</italic> = 0.001<break/><sup>c</sup><italic>p</italic>&lt;0.0005</td>
</tr>
<tr>
<td valign="middle" align="left">mosaicism rate</td>
<td valign="middle" align="left">0.13 &#xb1; 0.14</td>
<td valign="middle" align="left">0.13 &#xb1; 0.18<sup>a</sup></td>
<td valign="middle" align="left">0.12 &#xb1; 0.28<sup>a</sup></td>
<td valign="middle" align="left"><sup>a</sup><italic>p</italic> = 0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Values presented as mean &#xb1; SD.</p></fn>
<fn>
<p><sup>a,b,c</sup>Statistical significance (P &lt; 0.05) among groups in the independent samples t-test analysis.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_4">
<title>Comparison of embryo quality analysis results stratified by AMH</title>
<p>Stratification by AMH level (&#x2264;1.68 ng/ml, &gt;1.68 ng/ml) revealed the x&#x305; &#xb1; SD for each parameter; the euploidy rate of embryos was significantly higher in the &gt;1.68 ng/ml group compared to the &#x2264;1.68 ng/ml group (P = 0.017, 0.35 &#xb1; 0.38 vs. 0.42 &#xb1; 0.32)and aneuploidy rate of embryos was significantly lower(P = 0.025, 0.53 &#xb1; 0.40 vs. 0.45 &#xb1; 0.35). (<xref ref-type="table" rid="T4"><bold>Table&#xa0;4</bold></xref>). The logistic regression analysis showed significant negative correlation between AMH level and percentage of aneuploid embryos (P&lt;0.0001), but the strength of correlation remaining moderate (R<sup>2</sup> = 0.0502) (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>).</p>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>Embryo quality analysis results stratified by AMH.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">Embryo quality</th>
<th valign="middle" align="left">AMH&gt;1.68(n=372)</th>
<th valign="middle" align="left">AMH &#x2264; 1.68 (n=170)</th>
<th valign="top" align="left">P</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">euploidy rate</td>
<td valign="middle" align="left">0.42 &#xb1; 0.32</td>
<td valign="middle" align="left">0.35 &#xb1; 0.38</td>
<td valign="middle" align="left"><italic>p</italic> = 0.017</td>
</tr>
<tr>
<td valign="middle" align="left">aneuploidy rate</td>
<td valign="middle" align="left">0.45 &#xb1; 0.35</td>
<td valign="middle" align="left">0.53 &#xb1; 0.40</td>
<td valign="middle" align="left"><italic>p</italic> = 0.025</td>
</tr>
<tr>
<td valign="middle" align="left">mosaicism rate</td>
<td valign="middle" align="left">0.13 &#xb1; 0.14</td>
<td valign="middle" align="left">0.13 &#xb1; 0.27</td>
<td valign="middle" align="left"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Values presented as mean &#xb1; SD.</p></fn>
<fn>
<p>Statistical significance (P &lt; 0.05) among groups in the independent samples t-test analysis.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>Currently, assisted human reproduction technology has significantly advanced; however, enhancing the clinical pregnancy rate remains a subject warranting further investigation. AMH, a peptide mainly secreted by the gonads, plays a crucial role in human reproduction. It operates independently of the menstrual cycle and exhibits autocrine, endocrine, and paracrine functions within the reproductive system. AMH&#x2019;s significance in the field of assisted reproduction stems from its correlation with a woman&#x2019;s age and the number of antral follicles, making it a valuable marker for assessing ovarian reserve and ovarian response during ovulation induction. Nonetheless, its predictive value for embryo quality and pregnancy outcomes remains inconclusive (<xref ref-type="bibr" rid="B12">12</xref>&#x2013;<xref ref-type="bibr" rid="B16">16</xref>).</p>
<p>In this study, by retrospectively analyzing 542 patients in PGT-A cycles, categorized by age, BMI, number of biopsied embryos, and AMH levels, we found a significant correlation between female age and embryo quality. The relationship between female age and embryo quality can be attributed to the impact of oocyte quality on embryo quality. It is well-documented that age-related declines in ovarian reserve and oocyte quality can hinder the development of fertilized eggs, leading to a higher rate of aneuploidy (<xref ref-type="bibr" rid="B17">17</xref>), which is align with the findings of this study. In addition, we found that the mosaicism rate of embryos decreased significantly in the older age group, as the reports said mosaicism were more prevalent among younger patients (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B19">19</xref>), which may indicate that with age, the embryo&#x2019;s ability to self-repair chromosomal abnormalities in the early cleavage decreases, which corresponds to a decrease in mosaicism.</p>
<p>Prior studies have shown that BMI has an inverse association with AMH levels in patients with polycystic ovarian syndrome (PCOS) (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B21">21</xref>), but our data showed no difference between AMH and BMI in PGT-A cycles. Grouping by BMI revealed no correlation with AMH values but with embryo quality, the euploid and aneuploidy rates of the embryos show statistically significant differences (&#x2265;25 kg/m&#xb2;vs &lt;18.5 kg/m&#xb2;; 18.5&#x2013;25 kg/m&#xb2;vs &lt;18.5 kg/m&#xb2;). Our previous data (unpublished) have shown that weight loss in some PGT patients leads to a higher number of euploid embryos in subsequent PGT cycles. This suggests that individual weight regulation may improve embryo quality. But other studies investigated the number and percentage of euploid,&#xa0;aneuploid and mosaic embryos did not vary according to BMI (<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B23">23</xref>), further studies involving larger cohorts are necessary. However, high BMI also can lead to an increased risk of miscarriage&#xa0;after euploid embryo transfer (<xref ref-type="bibr" rid="B24">24</xref>), these women trying to become pregnant should be advised weight reduction before pregnancy.</p>
<p>Some studies have shown that the pregnancy rate increases with the increase of the number of eggs while acquired eggs &#x2264; 15, the pregnancy rate does not change significantly between 15 and 20 eggs acquired, and the pregnancy rate decreases with the increase of the number of eggs acquired when the number of eggs acquired is &gt; 20 (<xref ref-type="bibr" rid="B25">25</xref>), which shows that the number of eggs acquired is not the more the better, but the quality of the eggs and the quality of the embryos that are formed afterward is more important. At this stage, all the embryos available for biopsy in our center are relatively high-quality 5-6-day blastocysts, which to some extent reflects the quality of the embryos. At this stage, AMH serves as an excellent indicator of ovarian reserve, with numerous studies establishing models to predict oocyte yield based on AMH levels (<xref ref-type="bibr" rid="B26">26</xref>), and our statistics grouped according to the number of embryos biopsied demonstrated a strong linear correlation with AMH levels, which can also be considered for further prediction of the number of embryos biopsied. In addition, our results show that the number of embryos biopsied is positively correlated with the euploidy rate of embryos and negatively correlated with the aneuploidy rate of embryos, which can be a good predictor of PGT-A outcome.</p>
<p>Grouping by AMH values showed significant difference in embryo quality between the low (&#x2264;1.68 ng/mL) and the high AMH group (&gt;1.68 ng/mL). We selected 1.68 ng/mL (12 pmol/L) as the AMH cutoff based on Arce et&#xa0;al. (<xref ref-type="bibr" rid="B27">27</xref>), who demonstrated its superiority in predicting both low oocyte yield and cumulative live birth rate&#x2014;outcomes directly relevant to PGT-A success&#x2014;compared to thresholds focused solely on poor ovarian response diagnosis (<xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B29">29</xref>). Given the predictive value of AMH levels for embryo quality, they can be used clinically to anticipate oocyte and embryo conditions and guide ovulation induction protocols. Previous papers have also been controversial on whether AMH is correlated with aneuploidy rates in embryos. For example, Pipari&#x2019;s report concluded that AMH is not correlated with aneuploidy rates (<xref ref-type="bibr" rid="B30">30</xref>), but the correlation between age and aneuploidy rates in synchronous statistics did not reach a very significant difference, which is also inconsistent with the statistical results of other papers (<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B32">32</xref>).Although female age is more favorable than AMH in predicting aneuploidy in embryos, younger women with lower ovarian reserve appeared to have better outcomes than older women with good ovarian reserve, higher AMH values may partially mitigate the age-related decline in live birth rates in older women (<xref ref-type="bibr" rid="B33">33</xref>). When comparing AMH and female age, AMH is a superior predictor of oocyte yield, miscarriage and live birth compared to female age (<xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B35">35</xref>).</p>
<p>In conclusion, combining the results of the present study and previous studies, serum AMH levels were found to be strongly associated with female age and the number of embryos biopsied. AMH levels also serve as a valuable predictor of embryo quality. Therefore, it can be used as a reference indicator to predict embryo quality when factors such as age are not effective. In our follow-up work, we can also try to establish a relevant model to predict embryo quality by AMH value. Our data can help individualized counseling for patients preparing for PGT-A. Since this study was based on a limited number of cases and data from a single center, these findings need to be confirmed by a larger cohort study.</p>
</sec>
</body>
<back>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material. Further inquiries can be directed to the corresponding author.</p></sec>
<sec id="s6" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The studies involving humans were approved by The ethics committee of Suzhou Municipal Hospital. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written&#xa0;informed consent to participate in this study. Written informed consent was obtained from the individual(s) for the publication of&#xa0;any potentially identifiable images or data included&#xa0;in this article.</p></sec>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>MN: Writing &#x2013; original draft, Conceptualization, Formal analysis, Investigation, Writing &#x2013; review &amp; editing. HZ: Formal analysis, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. JS: Investigation, Writing &#x2013; review &amp; editing. GZ: Visualization, Writing &#x2013; review &amp; editing. SX: Validation, Writing &#x2013; original draft. AZ: Resources, Writing &#x2013; original draft. YP: Writing &#x2013; original draft, Software. GL: Validation, Writing &#x2013; original draft. JD: Investigation, Writing &#x2013; original draft. QM: Visualization, Writing &#x2013; original draft. HL: Methodology, Writing &#x2013; review &amp; editing. JF: Resources, Writing &#x2013; review &amp; editing. JO: Writing &#x2013; review &amp; editing, Conceptualization, Data curation, Investigation, Project administration, Resources, Supervision, Writing &#x2013; original draft.</p></sec>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>Author HZ and JF were employed by the company Peking Jabrehoo Med Tech Co., Ltd.</p>
<p>The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p></sec>
<sec id="s10" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p></sec>
<sec id="s11" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors&#xa0;and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p></sec>
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<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2798080">Marek Gowkielewicz</ext-link>, University of Warmia and Mazury in Olsztyn, Poland</p></fn>
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