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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Endocrinol.</journal-id>
<journal-title>Frontiers in Endocrinology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Endocrinol.</abbrev-journal-title>
<issn pub-type="epub">1664-2392</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fendo.2025.1537360</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Endocrinology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Association between female waist-hip ratio and live birth in patients undergoing <italic>in vitro</italic> fertilization: a retrospective cohort study</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Ye</surname>
<given-names>Mingming</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2905388"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Yang</surname>
<given-names>Yingying</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1754231"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Cai</surname>
<given-names>Chenting</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2284682"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Zhen</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Qiu</surname>
<given-names>Andong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1843663"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>He</surname>
<given-names>Jia</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ma</surname>
<given-names>Jing</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/454973"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Bukulmez</surname>
<given-names>Orhan</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1316383"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Norman</surname>
<given-names>Robert J.</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/886030"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Teng</surname>
<given-names>Xiaoming</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Chen</surname>
<given-names>Miaoxin</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1238884"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Centre for Assisted Reproduction, Shanghai Key Laboratory of Maternal Fetal Medicine, Shanghai Institute of Maternal-Fetal Medicine and Gynecologic Oncology, Shanghai First Maternity and Infant Hospital, School of Medicine, Tongji University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Clinical Research Unit, Shanghai Key Laboratory of Maternal Fetal Medicine, Shanghai Institute of Maternal-Fetal Medicine and Gynecologic Oncology, Shanghai First Maternity and Infant Hospital, School of Medicine, Tongji University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>School of Medicine, Tongji University</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Department of Endocrinology and Metabolism, Renji Hospital, Shanghai Jiao Tong University School of Medicine</institution>, <addr-line>Shanghai</addr-line>, <country>China</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Division of Reproductive Endocrinology and Infertility, Department of Obstetrics and Gynecology, The University of Texas Southwestern Medical Center</institution>, <addr-line>Dallas, TX</addr-line>, <country>United States</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Robinson Research Institute, School of Pediatrics and Reproductive Health, The University of Adelaide</institution>, <addr-line>Adelaide, SA</addr-line>, <country>Australia</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Qi Chen, The University of Auckland, New Zealand</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Kazem Nouri, TFP Kinderwunsch Wien, Austria</p>
<p>Huili Zhu, Sichuan University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Xiaoming Teng, <email xlink:href="mailto:tengxiaoming@51mch.com">tengxiaoming@51mch.com</email>; Miaoxin Chen, <email xlink:href="mailto:chenmiaoxin@51mch.com">chenmiaoxin@51mch.com</email>
</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2020;These authors have contributed equally to this work</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>27</day>
<month>02</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1537360</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>11</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>10</day>
<month>02</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Ye, Yang, Cai, Li, Qiu, He, Ma, Bukulmez, Norman, Teng and Chen</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Ye, Yang, Cai, Li, Qiu, He, Ma, Bukulmez, Norman, Teng and Chen</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>Maternal obesity is associated with adverse pregnancy outcomes. It negatively affects IVF/ICSI outcomes and offspring health. However, it is unclear whether waist-hip ratio (WHR) has an impact on outcomes of <italic>in vitro</italic> fertilization (IVF) or intracytoplasmic sperm injection (ICSI) cycles.</p>
</sec>
<sec>
<title>Methods</title>
<p>A retrospective cohort study screened 943 patients who underwent IVF/ICSI treatment between February and June 2020 in Shanghai, China, and 828 patients were finally included in the analyses. The body weight, height, waist circumference and hip circumference were measured before ovarian stimulation, and their IVF/ICSI outcomes were followed up. The cut-off point of WHR was determined by the area under the receiver operating characteristic (ROC) curve. Live birth rate from the first embryo transfer cycle was the primary outcome. The secondary outcomes included cumulative live birth, miscarriage rate and birthweight.</p>
</sec>
<sec>
<title>Results</title>
<p>Women with relatively high WHR (&#x2265;0.783) showed lower live birth rate (adjusted odds ratio (aOR): 0.657, 95%CI: 0.466-0.926), lower cumulative live birth rate (aOR: 0.580, 95%CI: 0.413-0.814), and higher miscarriage rate (aOR=2.865, 95%CI: 1.300-6.316) as compared with those with low WHR (&lt;0.783), independently of BMI. Joint WHR and BMI analyses showed that, compared with the reference group (those with low WHR and normal weight), those with high WHR and normal BMI had lower live birth rate (aOR=0.653, 95%CI: 0.447-0.954) and cumulative live birth rate (aOR=0.600, 95%CI: 0.413-0.872), and higher miscarriage rate (aOR=2.865, 95%CI: 1.229-6.676), Whereas the patients with both high WHR and high BMI only showed a significant lower cumulative live birth rate (aOR=0.612, 95%CI: 0.404-0.926). Moreover, there was no significant association between BMI and pregnancy outcomes, or between maternal WHR and birth weights.</p>
</sec>
<sec>
<title>Conclusions</title>
<p>Our results demonstrated that higher WHR was associated with lower fecundability in women undergoing IVF/ICSI cycles, independently of BMI. Interestingly, the adverse effects of central obesity were more evident in patients with lower BMI. Thus WHR appears to be a better predictor of female fertility treatment outcomes as compared with BMI.</p>
</sec>
</abstract>
<kwd-group>
<kwd>
<italic>In vitro</italic> fertilisation</kwd>
<kwd>central obesity</kwd>
<kwd>waist-hip ratio</kwd>
<kwd>body mass index</kwd>
<kwd>live birth rate</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="5"/>
<equation-count count="0"/>
<ref-count count="45"/>
<page-count count="10"/>
<word-count count="5094"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Reproduction</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Worldwide, overweight and obesity are growing at an alarming rate and has nearly doubled since 1975, accounting for a third of the world&#x2019;s population (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). Overweight and obesity is typically classified by body mass index (BMI) and associated with an increased risk of non-communicable diseases and premature death (<xref ref-type="bibr" rid="B3">3</xref>). A retrospective observational study showed a 50% decline of delivery rate in women with BMI&gt;40kg/m<sup>2</sup> who underwent <italic>in-vitro</italic> fertilization (IVF) (<xref ref-type="bibr" rid="B4">4</xref>). Compared with the normal weight peers, obese women have significantly lower live birth rate following IVF (<xref ref-type="bibr" rid="B5">5</xref>). However, some studies did not observe the negative association between increased BMI and IVF outcomes (<xref ref-type="bibr" rid="B6">6</xref>&#x2013;<xref ref-type="bibr" rid="B8">8</xref>).</p>
<p>The relationship between BMI and body fat content varies among different ethnic groups. As compared with Caucasians of the same sex, age and BMI, Asian people generally have higher proportion of body fat (<xref ref-type="bibr" rid="B9">9</xref>), which will result in an underestimate of health risks. Usually, body fat content and fat distribution are considered important indicators of health risk. Dual-energy x-ray absorptiometry (DEXA) is recognized as the gold standard for quantifying abdominal fat mass (<xref ref-type="bibr" rid="B10">10</xref>). However, the complexity and high cost of DEXA extremely limits its routine clinical use. Recently, waist circumference (WC) or waist hip ratio (WHR), which could be more easily measured, is recommended as an index for central obesity by the World Health Organization (WHO) (<xref ref-type="bibr" rid="B11">11</xref>). Interestingly, compared with BMI, WHR is more closely associated with metabolic risk factors, cardiovascular morbidity and mortality (<xref ref-type="bibr" rid="B12">12</xref>).</p>
<p>WHR was positively associated with the risk of female infertility (<xref ref-type="bibr" rid="B13">13</xref>). To date, few studies have examined the effect of WHR on IVF outcomes. A prospective cohort study involving 542 women in the Netherlands showed that increased WHR was associated with the decreased odds of conception per artificial insemination cycle (<xref ref-type="bibr" rid="B14">14</xref>). However, a study of Asian women (Chinese, Malay and Indian) showed that central obesity indices (including WHR) were not associated with fecundability (<xref ref-type="bibr" rid="B15">15</xref>). Thus, it is still unclear whether WHR is associated with IVF outcomes.</p>
<p>This study aimed to investigate the association between WHR and pregnancy outcome including live birth, cumulative live birth, miscarriage and neonatal outcomes in women undergoing IVF/intracytoplasmic sperm injection (ICSI) cycles.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Participants</title>
<p>This retrospective study screened 943 patients who underwent IVF or ICSI treatment between February and June of 2020 in the Centre for Assisted Reproduction of Shanghai First Maternity and Infant Hospital. Patients were excluded for the study if they: (1) were over 45 years old (N=2), (2) did not undergo oocyte retrieval (N=3), (3) did not obtain transferable embryos (N=50), or (4) did not undergo embryo transfer (N=60). The flowchart of participants included in this study is shown in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>. This study was approved by the Research Ethics Committee of Shanghai First Maternity and Infant Hospital (KS21211).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Flowchart of patients included in this study.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-16-1537360-g001.tif"/>
</fig>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>IVF procedures</title>
<p>All included patients had received controlled ovarian stimulation (COS), including long GnRH agonist (GnRH-a) protocol, GnRH antagonist (GnRH-ant) protocol, short GnRH-a protocol, mild stimulation protocol and progestin-primed ovarian stimulation (PPOS) protocol. The details of each protocol were described previously (<xref ref-type="bibr" rid="B16">16</xref>). Oocytes were retrieved 34-36 h after HCG injection. The process of semen preparation, conventional IVF/ICSI, embryo culture and assessment were performed as described previously (<xref ref-type="bibr" rid="B17">17</xref>). For women who underwent fresh embryo transfer, one or two high-quality embryos were transferred three or five days after oocyte retrieval under transabdominal ultrasound guidance. Luteal phase support was started on the day of oocyte retrieval as described previously (<xref ref-type="bibr" rid="B16">16</xref>). Endometrial preparation protocols and luteal phase support for frozen-thawed embryo transfer were described previously (<xref ref-type="bibr" rid="B16">16</xref>). Luteal-phase support was maintained in women with a positive hCG test until ten weeks of pregnancy.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Anthropometric measurements</title>
<p>All subjects were measured in light clothes without shoes and hats. Body weight was measured by weight scale to the nearest 0.1kg. Height was measured in meters by a rangefinder. A tapeline was used to measure the WC and hip circumference to the nearest 0.1cm. The WC was measured at the narrowest part of the torso, which is mid-way between the inferior border of the rib cage and the superior aspect of the iliac crest. The hip circumference was measured at the level of the trochanters, which is the maximal extension of the buttocks. WHR was calculated by dividing waist circumstance by hip circumference. Weight, height, waist and hip circumference were measured twice by a nurse throughout the study, and the mean value of these measurements was used in our study to minimize errors.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Outcomes and covariates</title>
<p>The primary outcome was live birth after the first embryo transfer of the IVF cycles, defined as the delivery of one or more living infants (&#x2265;22 weeks gestation or birth weight more than 500 g). Cumulative live birth refers to the sum of deliveries with at least one live birth in the current IVF cycle including all fresh and/or frozen embryo transfers until one live birth was delivered or until all embryos were used, whichever occurs first (<xref ref-type="bibr" rid="B18">18</xref>). Biochemical pregnancy was defined as serum beta-hCG&#x2265;10 IU/L 14 days after embryo transfer. Biochemical pregnancy loss was defined as a pregnancy diagnosed only by the detection of beta-hCG in serum without any ultrasonographical evidence. Clinical pregnancy was defined when at least one gestational sac was observed on ultrasonography 7 weeks after embryo transfer with or without heart beat, including ectopic pregnancy. Multiple pregnancies were defined as a pregnancy with two or more gestational sacs or positive heart beats 7 weeks after embryo transfer. Miscarriage was defined as the spontaneous loss of an intra-uterine pregnancy prior to 22 weeks gestation. Stillbirth was defined as fetal death occurring during late pregnancy (at 22 completed weeks of gestational age and later) or during childbirth. Preterm birth (PTB) was defined as births that took place before 37 weeks gestation. Low birth weight (LBW) and macrosomia were identified as birthweight &lt;2500g and &gt;4000g, respectively. Small for gestational age (SGA) was identified as birthweight &lt;10th percentile and large for gestational age (LGA) was identified as birthweight &gt;90th percentile, based on Chinese reference singleton newborns stratified by gestational age and sex at birth (<xref ref-type="bibr" rid="B19">19</xref>).</p>
<p>The cut-off point of BMI &#x2265;24kg/m<sup>2</sup> and BMI &#x2265;28kg/m<sup>2</sup> were adopted for overweight and obesity respectively as recommended for the Chinese population (<xref ref-type="bibr" rid="B20">20</xref>). Other variables which may affect the outcomes of IVF/ICSI were also included in the analysis, including female age, educational level, type of infertility, factors of infertility, number of previous IVF cycles, duration of infertility, stimulation protocol, duration of stimulation, total gonadotrophin dose, number of oocytes retrieved, fertilization method, type of embryo transfer, numbers of embryos transferred, and endometrial thickness on embryo transfer day.</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Statistical analyses</title>
<p>Demographic characteristics of the participants were described as means &#xb1; standard deviations (SD) for continuous variable, when they met normal distribution, otherwise, median and interquartile ranges were reported. Counts (percentages) were presented for categorical variables. Students&#x2019; t-test was applied to compare the difference between two groups for normally distributed variables. Chi-squared tests were used to compare qualitative data, and Fisher&#x2019;s exact test was applied when the expected frequency was less than five. The dataset included in this study had no missing data. Data management and statistical analysis was performed using SAS statistical analysis software, version 9.4 (SAS Institute, Inc). Two-sided <italic>p</italic>&lt;0.05 were considered as statistically significant.</p>
<p>The optimal cut point for female WHR was determined by evaluating the area under the receiver operating characteristic (ROC) curve in univariable logistic regression model with a live birth event as a dependent variable and the female WHR (continuous variable) as an independent predictor. The optimal cut point (0.783) was selected, which has the highest Youden Index. Then the female WHR was categorized into low (0.62-&lt;0.783) and high (0.783-&lt;1.09). Univariable logistic regressions and multiple logistic regression models were performed to determine the impacts of female WHR on pregnancy outcomes including live birth, cumulative live birth and miscarriage. The multiple logistic regression models for live birth and miscarriage were adjusted for female age, female education level, female BMI, type of embryo transfer, endometrial thickness, type of infertility, factors of infertility, number of IVF cycle, stimulation protocol, fertilization method, stage of embryo transferred, number of embryo(s) transferred, male WHR. The multiple logistic regression models for cumulative live birth were adjusted for female age, female education level, female BMI, type of infertility, factors of infertility, number of IVF cycle, stimulation protocol, fertilization method, and male WHR. The relationship between female BMI and pregnancy outcomes was analyzed in the same way.</p>
<p>We categorized female WHR as low and high, and weight as normal (BMI: 18.5-&lt;24kg/m<sup>2</sup>) and overweight (BMI &#x2265;24kg/m<sup>2</sup>) separately. Then we created a 4-category variable to represent the joint WHR and BMI. In the analysis of joint WHR and BMI with live birth, cumulative live birth and miscarriage, participants with low WHR and normal weight were set as the reference group, and similar covariates were adjusted in the logistic regression models. The area under the curve (AUC) of the female waist-hip ratio with that of BMI was performed by univariable regression models. The interaction between female BMI and waist-hip ratio was analyzed according to the multivariate regression.</p>
<p>In order to confirm the effects of central obesity on IVF/ICSI outcomes, WC was also analyzed in the same way with WHR, while the optimal cut-off value of waist circumference was 74.5cm. Then the female WC was categorized into low (56.0-&lt;74.5cm) and high (74.5-&lt;110.0cm).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<p>In total, 828 couples were included in the study. Since we didn&#x2019;t observe significant associations between male factors and pregnancy outcomes, only the associations between female characteristics were presented. The mean age of the females was 32.4 &#xb1; 4.2 years. The average BMI and WHR of women were 22.8 &#xb1; 3.2 kg/m<sup>2</sup> and 0.82 &#xb1; 0.06, respectively. The percentage of overweight and obesity was 22.5% and 7.5% in this cohort. Moreover, women with higher WHR tended to use higher doses of medication during stimulation. In addition, WHR was inversely associated with the number of oocytes collected. The characteristics of the participants are shown in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Demographic characteristics of the patients.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="left"/>
<th valign="middle" rowspan="2" align="left">Whole cohort<break/>(N=828)</th>
<th valign="middle" colspan="2" align="left">Female waist-hip-ratio</th>
<th valign="middle" rowspan="2" align="left">P-value</th>
</tr>
<tr>
<th valign="middle" align="left">Low (N=239)</th>
<th valign="middle" align="left">High (N=589)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Female age (years)</td>
<td valign="middle" align="left">32.4 &#xb1; 4.2</td>
<td valign="middle" align="left">32.1 &#xb1; 3.9</td>
<td valign="middle" align="left">32.6 &#xb1; 4.3</td>
<td valign="middle" align="left">0.100</td>
</tr>
<tr>
<th valign="middle" align="left">Female education level</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">0.011</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;&#x2264;High school</td>
<td valign="middle" align="left">236 (28.5)</td>
<td valign="middle" align="left">51 (21.3)</td>
<td valign="middle" align="left">185 (31.5)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Junior College degree</td>
<td valign="middle" align="left">185 (22.4)</td>
<td valign="middle" align="left">51 (21.3)</td>
<td valign="middle" align="left">134 (22.8)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;College degree</td>
<td valign="middle" align="left">304 (36.8)</td>
<td valign="middle" align="left">101 (42.3)</td>
<td valign="middle" align="left">203 (34.5)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Postgraduate degree</td>
<td valign="middle" align="left">102 (12.3)</td>
<td valign="middle" align="left">36 (15.1)</td>
<td valign="middle" align="left">66 (11.2)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="left">Body mass index (kg/m<sup>2</sup>)</th>
<th valign="middle" align="left">22.8 &#xb1; 3.2</th>
<th valign="middle" align="left">21.0 &#xb1; 2.2</th>
<th valign="middle" align="left">23.5 &#xb1; 3.2</th>
<th valign="middle" align="left">&lt;0.001</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;&lt;18.5</td>
<td valign="middle" align="left">36 (4.3)</td>
<td valign="middle" align="left">25 (10.5)</td>
<td valign="middle" align="left">11 (1.9)</td>
<td valign="middle" align="left">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;18.5-&lt;24</td>
<td valign="middle" align="left">544 (65.7)</td>
<td valign="middle" align="left">192 (80.3)</td>
<td valign="middle" align="left">352 (59.8)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;24-&lt;28</td>
<td valign="middle" align="left">186 (22.5)</td>
<td valign="middle" align="left">19 (8.0)</td>
<td valign="middle" align="left">167 (28.4)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;&#x2265;28</td>
<td valign="middle" align="left">62 (7.5)</td>
<td valign="middle" align="left">3 (1.3)</td>
<td valign="middle" align="left">59 (10.0)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">Female waist-hip-ratio</td>
<td valign="middle" align="left">0.82 &#xb1; 0.06</td>
<td valign="middle" align="left">0.75 &#xb1; 0.02</td>
<td valign="middle" align="left">0.85 &#xb1; 0.05</td>
<td valign="middle" align="left">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">Male Waist-hip-ratio</td>
<td valign="middle" align="left">0.90 &#xb1; 0.06</td>
<td valign="middle" align="left">0.89 &#xb1; 0.06</td>
<td valign="middle" align="left">0.90 &#xb1; 0.06</td>
<td valign="middle" align="left">0.002</td>
</tr>
<tr>
<td valign="middle" align="left">Duration of infertility (years)</td>
<td valign="middle" align="left">2 (1-4)</td>
<td valign="middle" align="left">2 (1-4)</td>
<td valign="middle" align="left">2 (1-4)</td>
<td valign="middle" align="left">0.392</td>
</tr>
<tr>
<th valign="middle" align="left">Type of infertility (%)</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">0.249</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Primary</td>
<td valign="middle" align="left">436 (52.7)</td>
<td valign="middle" align="left">134 (56.1)</td>
<td valign="middle" align="left">302 (51.4)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Secondary</td>
<td valign="middle" align="left">391 (47.3)</td>
<td valign="middle" align="left">105 (43.9)</td>
<td valign="middle" align="left">286 (48.6)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="left">Factors of infertility (%)</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">0.664</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Male factor</td>
<td valign="middle" align="left">225 (27.2)</td>
<td valign="middle" align="left">59 (24.7)</td>
<td valign="middle" align="left">166 (28.2)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Female factor</td>
<td valign="middle" align="left">522 (63.1)</td>
<td valign="middle" align="left">157 (65.7)</td>
<td valign="middle" align="left">365 (62.0)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Combined factor</td>
<td valign="middle" align="left">66 (8.0)</td>
<td valign="middle" align="left">20 (8.4)</td>
<td valign="middle" align="left">46 (7.8)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Unexplained</td>
<td valign="middle" align="left">14 (1.7)</td>
<td valign="middle" align="left">3 (1.3)</td>
<td valign="middle" align="left">11 (1.9)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="left">Number of IVF cycle (%)</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">0.878</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;First</td>
<td valign="middle" align="left">619 (74.8)</td>
<td valign="middle" align="left">176 (73.6)</td>
<td valign="middle" align="left">443 (75.2)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Second</td>
<td valign="middle" align="left">114 (13.8)</td>
<td valign="middle" align="left">35 (14.6)</td>
<td valign="middle" align="left">79 (13.4)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;&#x2265;Third</td>
<td valign="middle" align="left">95 (11.5)</td>
<td valign="middle" align="left">28 (11.7)</td>
<td valign="middle" align="left">67 (11.4)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="left">Stimulation protocol (%)</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">0.565</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;GnRH agonist</td>
<td valign="middle" align="left">234 (28.3)</td>
<td valign="middle" align="left">69 (28.9)</td>
<td valign="middle" align="left">165 (28.0)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;GnRH antagonist</td>
<td valign="middle" align="left">317 (38.3)</td>
<td valign="middle" align="left">85 (35.6)</td>
<td valign="middle" align="left">232 (39.4)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Other protocols</td>
<td valign="middle" align="left">277 (33.4)</td>
<td valign="middle" align="left">85 (35.6)</td>
<td valign="middle" align="left">192 (32.6)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">Duration of stimulation (days)</td>
<td valign="middle" align="left">9 (8-11)</td>
<td valign="middle" align="left">9 (8-11)</td>
<td valign="middle" align="left">9 (8-12)</td>
<td valign="middle" align="left">0.003</td>
</tr>
<tr>
<td valign="middle" align="left">Starting gonadotropin dose (IU)</td>
<td valign="middle" align="left">225 (150-225)</td>
<td valign="middle" align="left">187 (150-225)</td>
<td valign="middle" align="left">225 (150-225)</td>
<td valign="middle" align="left">0.393</td>
</tr>
<tr>
<td valign="middle" align="left">Total gonadotropin dose (IU)</td>
<td valign="middle" align="left">1800 (1500-2300)</td>
<td valign="middle" align="left">1800 (1350-2175)</td>
<td valign="middle" align="left">1875 (1500-2475)</td>
<td valign="middle" align="left">&lt;0.001</td>
</tr>
<tr>
<td valign="middle" align="left">Number of oocytes retrieved</td>
<td valign="middle" align="left">9 (5-14)</td>
<td valign="middle" align="left">10 (7-15)</td>
<td valign="middle" align="left">9 (5-14)</td>
<td valign="middle" align="left">0.001</td>
</tr>
<tr>
<th valign="middle" align="left">Fertilisation method (%)</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">0.047</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;IVF</td>
<td valign="middle" align="left">450 (54.3)</td>
<td valign="middle" align="left">117 (49.0)</td>
<td valign="middle" align="left">333 (56.5)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;ICSI</td>
<td valign="middle" align="left">378 (45.7)</td>
<td valign="middle" align="left">122 (51.0)</td>
<td valign="middle" align="left">256 (43.5)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">Fertilisation rate</td>
<td valign="middle" align="left">0.80 (0.64-1.00)</td>
<td valign="middle" align="left">0.78 (0.65-0.92)</td>
<td valign="middle" align="left">0.80 (0.63-1.00)</td>
<td valign="middle" align="left">0.705</td>
</tr>
<tr>
<td valign="middle" align="left">Cleavage rate</td>
<td valign="middle" align="left">1 (1-1)</td>
<td valign="middle" align="left">1 (1-1)</td>
<td valign="middle" align="left">1 (1-1)</td>
<td valign="middle" align="left">0.251</td>
</tr>
<tr>
<td valign="middle" align="left">Available embryo rate</td>
<td valign="middle" align="left">0.50 (0.38-0.71)</td>
<td valign="middle" align="left">0.50 (0.36-0.71)</td>
<td valign="middle" align="left">0.50 (0.38-0.71)</td>
<td valign="middle" align="left">0.649</td>
</tr>
<tr>
<th valign="middle" align="left">Type of embryo transfer</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">0.127</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Frozen</td>
<td valign="middle" align="left">553 (66.8)</td>
<td valign="middle" align="left">169 (70.7)</td>
<td valign="middle" align="left">384 (65.2)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Fresh</td>
<td valign="middle" align="left">275 (33.2)</td>
<td valign="middle" align="left">70 (29.3)</td>
<td valign="middle" align="left">205 (34.8)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="left">Stage of embryos transferred</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">0.046</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Cleavage</td>
<td valign="middle" align="left">608 (73.4)</td>
<td valign="middle" align="left">164 (68.6)</td>
<td valign="middle" align="left">444 (75.4)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Blastocyst</td>
<td valign="middle" align="left">220 (26.6)</td>
<td valign="middle" align="left">75 (31.4)</td>
<td valign="middle" align="left">145 (24.6)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="left">Number of embryos transferred</th>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left"/>
<th valign="middle" align="left">0.991</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;One</td>
<td valign="middle" align="left">745 (90.0)</td>
<td valign="middle" align="left">215 (90.0)</td>
<td valign="middle" align="left">530 (90.0)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;Two</td>
<td valign="middle" align="left">83 (10.0)</td>
<td valign="middle" align="left">24 (10.0)</td>
<td valign="middle" align="left">59 (10.0)</td>
<td valign="middle" align="left"/>
</tr>
<tr>
<th valign="middle" align="left">Endometrial thickness (mm)</th>
<th valign="middle" align="left">10.0 (9.0-12.0)</th>
<th valign="middle" align="left">10.0 (8.7-12.0)</th>
<th valign="middle" align="left">10.0 (9.0-12.0)</th>
<th valign="middle" align="left">0.960</th>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;&lt;8</td>
<td valign="middle" align="left">59 (7.1)</td>
<td valign="middle" align="left">20 (8.4)</td>
<td valign="middle" align="left">39 (6.6)</td>
<td valign="middle" align="left">0.376</td>
</tr>
<tr>
<td valign="middle" align="left">&#x2003;&#x2265;8</td>
<td valign="middle" align="left">769 (92.9)</td>
<td valign="middle" align="left">219 (91.6)</td>
<td valign="middle" align="left">550 (93.4)</td>
<td valign="middle" align="left"/>
</tr>
</tbody>
</table>
</table-wrap>
<p>The pregnancy outcomes of patients are shown in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>. The relationship between BMI and pregnancy outcomes was not presented as there was no statistical difference (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S1</bold>
</xref>). The live birth rate was 33.8% and the miscarriage rate was 7.0% in the whole cohort. Compared with women with relatively high WHR (&#x2265;0.783), those with low WHR (&lt;0.783) showed higher rates of live birth (40.2% <italic>vs</italic>. 31.2%, P=0.014) and cumulative live birth (59.0% <italic>vs</italic>. 47.0%, P=0.002), and lower rates of miscarriage (3.4% <italic>vs</italic>. 8.5%, P=0.009). We did not observe statistical significance in other outcomes between the two groups such as biochemical pregnancy rate and clinical pregnancy rate (P &gt; 0.05, <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Pregnancy outcomes of patients in different waist-hip ratio groups.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="left"/>
<th valign="middle" rowspan="2" align="left">Whole cohort (N=828)</th>
<th valign="middle" colspan="2" align="left">Female waist-hip ratio</th>
<th valign="middle" rowspan="2" align="left">P-value</th>
</tr>
<tr>
<th valign="middle" align="left">Low (N=239)</th>
<th valign="middle" align="left">High (N=589)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Biochemical pregnancy</td>
<td valign="middle" align="left">394 (47.6)</td>
<td valign="middle" align="left">119 (49.8)</td>
<td valign="middle" align="left">275 (46.7)</td>
<td valign="middle" align="left">0.418</td>
</tr>
<tr>
<td valign="middle" align="left">Biochemical pregnancy loss</td>
<td valign="middle" align="left">48 (5.8)</td>
<td valign="middle" align="left">14 (5.9)</td>
<td valign="middle" align="left">34 (5.8)</td>
<td valign="middle" align="left">0.962</td>
</tr>
<tr>
<td valign="middle" align="left">Clinical pregnancy</td>
<td valign="middle" align="left">346 (41.8)</td>
<td valign="middle" align="left">105 (43.9)</td>
<td valign="middle" align="left">241 (40.9)</td>
<td valign="middle" align="left">0.425</td>
</tr>
<tr>
<td valign="middle" align="left">Multiple pregnancy</td>
<td valign="middle" align="left">21 (2.5)</td>
<td valign="middle" align="left">5 (2.1)</td>
<td valign="middle" align="left">16 (2.7)</td>
<td valign="middle" align="left">0.605</td>
</tr>
<tr>
<td valign="middle" align="left">Miscarriage</td>
<td valign="middle" align="left">58 (7.0)</td>
<td valign="middle" align="left">8 (3.4)</td>
<td valign="middle" align="left">50 (8.5)</td>
<td valign="middle" align="left">0.009</td>
</tr>
<tr>
<td valign="middle" align="left">Ectopic pregnancy</td>
<td valign="middle" align="left">7 (0.9)</td>
<td valign="middle" align="left">1 (0.4)</td>
<td valign="middle" align="left">6 (1.0)</td>
<td valign="middle" align="left">0.680</td>
</tr>
<tr>
<td valign="middle" align="left">Stillbirth</td>
<td valign="middle" align="left">1 (0.1)</td>
<td valign="middle" align="left">0</td>
<td valign="middle" align="left">1 (0.2)</td>
<td valign="middle" align="left">1.000</td>
</tr>
<tr>
<td valign="middle" align="left">Live birth</td>
<td valign="middle" align="left">280 (33.8)</td>
<td valign="middle" align="left">96 (40.2)</td>
<td valign="middle" align="left">184 (31.2)</td>
<td valign="middle" align="left">0.014</td>
</tr>
<tr>
<td valign="middle" align="left">Twins</td>
<td valign="middle" align="left">11 (1.3)</td>
<td valign="middle" align="left">3 (1.3)</td>
<td valign="middle" align="left">8 (1.4)</td>
<td valign="middle" align="left">1.000</td>
</tr>
<tr>
<td valign="middle" align="left">Cumulative live birth</td>
<td valign="middle" align="left">418 (50.5)</td>
<td valign="middle" align="left">141 (59.0)</td>
<td valign="middle" align="left">277 (47.0)</td>
<td valign="middle" align="left">0.002</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Univariate regression and multivariate regression analyses showed similar results (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). After adjusting for female age, female BMI and other potential confounders, the multivariable logistic regression analyses showed that female WHR was negatively associated with live birth rate and cumulative live birth rate with the adjusted odds ratio (aOR) at 0.657 (95%CI: 0.466-0.926) and 0.580 (95%CI: 0.413-0.814) respectively, and positively associated with miscarriage rate (aOR=2.865, 95%CI: 1.300-6.316) (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>).</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Multivariable analysis for live birth, miscarriage and cumulative live birth.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="left"/>
<th valign="middle" colspan="4" align="left">Univariable regression</th>
<th valign="top" colspan="4" align="left">Multiple regression#</th>
</tr>
<tr>
<th valign="middle" align="left">cOR</th>
<th valign="middle" colspan="2" align="left">95% CI</th>
<th valign="middle" align="left">P value</th>
<th valign="middle" align="left">aOR</th>
<th valign="middle" colspan="2" align="left">95% CI</th>
<th valign="middle" align="left">P value</th>
</tr>
</thead>
<tbody>
<tr>
<th valign="middle" colspan="9" align="left">Live birth</th>
</tr>
<tr>
<td valign="middle" align="left">Female Waist-hip ratio (High vs Low)</td>
<td valign="top" align="left">0.677</td>
<td valign="top" align="left">0.495</td>
<td valign="top" align="left">0.924</td>
<td valign="top" align="left">0.014</td>
<td valign="bottom" align="left">0.657</td>
<td valign="bottom" align="left">0.466</td>
<td valign="bottom" align="left">0.926</td>
<td valign="top" align="left">0.016</td>
</tr>
<tr>
<th valign="middle" colspan="9" align="left">Miscarriage</th>
</tr>
<tr>
<td valign="middle" align="left">Female Waist-hip ratio (High vs Low)</td>
<td valign="top" align="left">2.678</td>
<td valign="top" align="left">1.250</td>
<td valign="top" align="left">5.738</td>
<td valign="top" align="left">0.011</td>
<td valign="bottom" align="left">2.865</td>
<td valign="bottom" align="left">1.300</td>
<td valign="bottom" align="left">6.316</td>
<td valign="bottom" align="left">0.009</td>
</tr>
<tr>
<th valign="middle" colspan="9" align="left">Cumulative Live birth</th>
</tr>
<tr>
<td valign="middle" align="left">Female Waist-hip ratio (High vs Low)</td>
<td valign="top" align="left">0.617</td>
<td valign="top" align="left">0.455</td>
<td valign="top" align="left">0.837</td>
<td valign="top" align="left">0.002</td>
<td valign="bottom" align="left">0.580</td>
<td valign="bottom" align="left">0.413</td>
<td valign="bottom" align="left">0.814</td>
<td valign="bottom" align="left">0.002</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>cOR, crude odds ratio; 95%CI, 95% confidence interval; aOR, adjusted odds ratio.</p>
</fn>
<fn>
<p>#Regression Model for live birth and miscarriage was adjusted for female age, Female education level, female BMI, Type of embryo transfer, endometrial thickness, type of infertility, factors of infertility, number of IVF cycle, stimulation protocol, fertilization method, stage of embryo transferred, number of embryo(s) transferred, male Waist-hip ratio.</p>
</fn>
<fn>
<p>Regression Model for cumulative live birth was adjusted for female age, Female education level, female BMI, type of infertility, factors of infertility, number of IVF cycle, stimulation protocol, fertilization method, total number of embryo(s) transferred, male Waist-hip ratio.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>The associations of joint WHR and BMI with live birth, cumulative live birth and miscarriage were shown in <xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>. There was no significant difference between the reference group with low WHR and normal weight and the group with low WHR and overweight. Compared with the reference group, the group with high WHR and normal weight had lower live birth rate (aOR=0.653, 95%CI: 0.447-0.954) and cumulative live birth rate (aOR=0.600, 95%CI: 0.413-0.872) and higher miscarriage rate (aOR=2.865, 95%CI: 1.229-6.676). In contrast, participants with both high WHR and BMI only showed a significant lower cumulative live birth rate (P=0.020), and a trend towards lower live birth rate (P=0.078) as well as a higher miscarriage rate (P=0.111). Besides, waist-hip ratio (high <italic>vs</italic> low) showed the greater value of AUC than BMI (<xref ref-type="table" rid="T5">
<bold>Table&#xa0;5</bold>
</xref>). There was no interaction between female BMI and waist-hip ratio according to the multivariate analyses for live birth, miscarriage as well as cumulative live birth (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S2</bold>
</xref>). The P value of Hosmer and Lemeshow goodness of fit test for the multivariable logistic regression was 0.959, suggesting the model had high goodness of fit.</p>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>Odds ratios of live birth, miscarriage and cumulative live birth based on the joint multivariable regression analysis.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="left">Female Waist-hip ratio</th>
<th valign="middle" rowspan="2" align="left">Female BMI</th>
<th valign="middle" rowspan="2" align="left">N</th>
<th valign="top" colspan="4" align="left">Live birth</th>
<th valign="top" colspan="4" align="left">Miscarriage</th>
<th valign="top" colspan="4" align="left">Cumulative Live birth</th>
</tr>
<tr>
<th valign="middle" align="left">aOR</th>
<th valign="middle" colspan="2" align="left">95% CI</th>
<th valign="middle" align="left">P value</th>
<th valign="middle" align="left">aOR</th>
<th valign="middle" colspan="2" align="left">95% CI</th>
<th valign="middle" align="left">P value</th>
<th valign="middle" align="left">aOR</th>
<th valign="middle" colspan="2" align="left">95% CI</th>
<th valign="middle" align="left">P value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" rowspan="2" align="left">Low</td>
<td valign="middle" align="left">Normal weight (18.5-&lt;24)</td>
<td valign="middle" align="left">192</td>
<td valign="middle" align="left">ref</td>
<td valign="middle" align="left">&#x2013;</td>
<td valign="middle" align="left">&#x2013;</td>
<td valign="middle" align="left">&#x2013;</td>
<td valign="middle" align="left">Ref</td>
<td valign="middle" align="left">&#x2013;</td>
<td valign="middle" align="left">&#x2013;</td>
<td valign="middle" align="left">&#x2013;</td>
<td valign="middle" align="left">ref</td>
<td valign="middle" align="left">&#x2013;</td>
<td valign="middle" align="left">&#x2013;</td>
<td valign="middle" align="left">&#x2013;</td>
</tr>
<tr>
<td valign="middle" align="left">Overweight (&#x2265;24)</td>
<td valign="middle" align="left">22</td>
<td valign="middle" align="left">1.321</td>
<td valign="middle" align="left">0.525</td>
<td valign="middle" align="left">3.323</td>
<td valign="middle" align="left">0.555</td>
<td valign="middle" align="left">1.326</td>
<td valign="middle" align="left">0.153</td>
<td valign="middle" align="left">11.528</td>
<td valign="middle" align="left">0.798</td>
<td valign="middle" align="left">1.823</td>
<td valign="middle" align="left">0.668</td>
<td valign="middle" align="left">4.976</td>
<td valign="middle" align="left">0.241</td>
</tr>
<tr>
<td valign="middle" rowspan="2" align="left">High</td>
<td valign="middle" align="left">Normal weight (18.5-&lt;24)</td>
<td valign="middle" align="left">352</td>
<td valign="middle" align="left">0.653</td>
<td valign="middle" align="left">0.447</td>
<td valign="middle" align="left">0.954</td>
<td valign="middle" align="left">0.027</td>
<td valign="middle" align="left">2.865</td>
<td valign="middle" align="left">1.229</td>
<td valign="middle" align="left">6.676</td>
<td valign="middle" align="left">0.015</td>
<td valign="middle" align="left">0.600</td>
<td valign="middle" align="left">0.413</td>
<td valign="middle" align="left">0.872</td>
<td valign="middle" align="left">0.007</td>
</tr>
<tr>
<td valign="middle" align="left">Overweight (&#x2265;24)</td>
<td valign="middle" align="left">226</td>
<td valign="middle" align="left">0.683</td>
<td valign="middle" align="left">0.448</td>
<td valign="middle" align="left">1.043</td>
<td valign="middle" align="left">0.078</td>
<td valign="middle" align="left">2.131</td>
<td valign="middle" align="left">0.841</td>
<td valign="middle" align="left">5.400</td>
<td valign="middle" align="left">0.111</td>
<td valign="middle" align="left">0.612</td>
<td valign="middle" align="left">0.404</td>
<td valign="middle" align="left">0.926</td>
<td valign="middle" align="left">0.020</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>aOR, adjusted odds ratio; 95%CI, 95% confidence interval.</p>
</fn>
<fn>
<p>#Regression Model for live birth and miscarriage was adjusted for female age, Female education level, Type of embryo transfer, endometrial thickness, type of infertility, factors of infertility, number of IVF cycle, stimulation protocol, fertilization method, stage of embryo transferred, number of embryo(s) transferred, male Waist-hip ratio.</p>
</fn>
<fn>
<p>Regression Model for cumulative live birth was adjusted for female age, Female education level, type of infertility, factors of infertility, number of IVF cycle, stimulation protocol, fertilization method, total number of embryo(s) transferred, male Waist-hip ratio.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T5" position="float">
<label>Table&#xa0;5</label>
<caption>
<p>AUC of the female waist-hip ratio and BMI with pregnancy outcomes from univariable regression.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" align="left">
</th>
<th valign="middle" align="left">Live birth</th>
<th valign="middle" align="left">Miscarriage</th>
<th valign="middle" align="left">Cumulative Live birth</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" align="left">Waist-hip ratio (High vs Low)</td>
<td valign="middle" align="left">0.541</td>
<td valign="middle" align="left">0.581</td>
<td valign="middle" align="left">0.549</td>
</tr>
<tr>
<td valign="middle" align="left">BMI (overweight vs normal weight)</td>
<td valign="middle" align="left">0.510</td>
<td valign="middle" align="left">0.508</td>
<td valign="middle" align="left">0.517</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Moreover, we separately analyzed the relationship between female&#xa0;waist circumference and IVF/ICSI outcomes (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Tables S3</bold>
</xref>&#x2013;<xref ref-type="supplementary-material" rid="SM1">
<bold>S5</bold>
</xref>). Consistent with the WHR analysis, higher waist circumference was associated with lower live birth rate (aOR=0.635, 95%CI: 0.445-0.907) and cumulative live birth rate (aOR=0.592, 95%CI: 0.422-0.831) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S4</bold>
</xref>). Women with normal BMI and higher waist circumference also had significant lower live birth (aOR=0.636, 95%CI: 0.437-0.924) and cumulative live birth (aOR=0.642, 95%CI: 0.451-0.915) rates than those with normal BMI and low waist circumference (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S5</bold>
</xref>). In addition, we did not observe any associations between BMI (neither continuable variable nor BMI categorized using Chinese/Asian/WHO criteria) and live birth in the current population (<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B20">20</xref>).</p>
<p>To further investigate the effect of maternal WHR on offspring, we included neonatal outcomes in our analysis. Although the offspring of women with high WHR had higher mean birthweight than those with low WHR, the difference between the groups was not statistically significant (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table S6</bold>
</xref>).</p>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<sec id="s4_1">
<label>4.1</label>
<title>Main findings</title>
<p>This study showed that Chinese women with WHR values above 0.783 had lower live birth rate with a higher miscarriage rate and lower cumulative live birth rate compared with women having WHR less than 0.783, independently of BMI. However, there was no significant associations between BMI and IVF pregnancy outcomes. These results suggest that WHR may be a better predictor of adverse outcomes than BMI in women who underwent IVF/ICSI treatments.</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Interpretation</title>
<p>Evidence suggests that obesity has a negative impact on both the follicle environment and embryo development, which may contribute to impaired endometrial decidualization and placental abnormalities (<xref ref-type="bibr" rid="B21">21</xref>&#x2013;<xref ref-type="bibr" rid="B23">23</xref>). The levels of free fatty acids, markers of inflammation, and insulin resistance are increased in the follicular environment of women with obesity who underwent IVF (<xref ref-type="bibr" rid="B24">24</xref>). In addition, central obesity disrupts the stability of the hypothalamic-pituitary-ovarian axis by affecting the secretion of leptin, reactive oxygen species and other adipokines, which further exacerbates metabolic and reproductive abnormalities (<xref ref-type="bibr" rid="B25">25</xref>). Moreover, abdominal obesity may lead to an imbalance in the secretion of sex hormones, especially androgens, which is known to cause infertility in women (<xref ref-type="bibr" rid="B26">26</xref>).</p>
<p>As the most widely used indicator of obesity, BMI is closely related to female fertility (<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B27">27</xref>). However, consistent with previous studies (<xref ref-type="bibr" rid="B6">6</xref>&#x2013;<xref ref-type="bibr" rid="B8">8</xref>), there were no significant associations between elevated BMI and IVF outcomes in our study. For example, the OR between BMI and cumulative live birth were not statistically significant, whether WHR was adjusted in the multivariate regression analysis model or not. These results may be due to the differences in the study population, BMI values, sample size, selection bias or analysis methods. For instance, only 30% of women in this study were overweight or obese and most were of normal weight.</p>
<p>When comparing women with similar BMI, those with central obesity had higher risk of anovulation (<xref ref-type="bibr" rid="B28">28</xref>). A retrospective study of Chinese women found that normal weight obesity (normal BMI but a high percentage of body fat) was associated with lower number of retrieved oocytes, fertilized oocytes, cleaved embryos and good-quality embryos (<xref ref-type="bibr" rid="B29">29</xref>). Women undergoing IVF with higher WC had lower live birth rate and higher spontaneous miscarriage rate (<xref ref-type="bibr" rid="B30">30</xref>, <xref ref-type="bibr" rid="B31">31</xref>). In contrast, the reduction in WC was associated with an increased odds of pregnancy (<xref ref-type="bibr" rid="B32">32</xref>). A prospective cohort study observed delayed conception among black women in the United States with high WHR (&#x2265;0.85) after controlling for BMI (<xref ref-type="bibr" rid="B33">33</xref>). The pregnancy rate of IVF cycles was lower in women with WHR &#x2265;0.80 than those with gynoid body shape, independent of BMI (<xref ref-type="bibr" rid="B34">34</xref>). However, the effects of WHR on major IVF outcomes, such as live birth are not clear. Our study showed that women with relatively high WHR (&#x2265;0.783) were associated with lower live birth rate and higher miscarriage rate, regardless of BMI. Since WHR was not associated with biochemical or clinical pregnancy rates, our data suggest that lower live birth rate was due to higher miscarriage rate in women with central obesity. Consistently, higher WC was associated with lower live birth rate after adjusting for BMI and other confounding factors in this study. We further compared the pregnancy outcome AUCs of the female waist-hip ratio with that of BMI. It turned out that the waist-hip ratio (high <italic>vs</italic> low) showed the highest AUCs. And there was no interaction between WHR and BMI regardless of pregnancy outcomes, which suggested that WHR appears to be a better predictor of female fertility treatment outcomes.</p>
<p>Interestingly, we found that the number of ampoules of gonadotrophin (both initial and total) administered was significantly higher in women with higher WHR, which had not been previously reported. Souter et&#xa0;al. had previously reported heavier women tended to need higher dose of gonadotropins during the stimulation protocol (<xref ref-type="bibr" rid="B35">35</xref>). And the mean number of oocytes collected was negatively related to female body weight (<xref ref-type="bibr" rid="B6">6</xref>), which is consistent with our findings.</p>
<p>Since even non-obese Asians show increased health risk associated with body fat percentage, common BMI indicators do not apply to Asians. We used the Chinese criteria of overweight (BMI &#x2265; 24 kg/m&#xb2;) and obesity (BMI &#x2265; 28 kg/m&#xb2;) in this study (<xref ref-type="bibr" rid="B20">20</xref>), which is higher than the WHO criteria for Asians. Previous studies have reported different thresholds for WHR threshold ranging from 0.80 to 0.85 in women (<xref ref-type="bibr" rid="B36">36</xref>). However, there is no consensus for WHR threshold in different ethnic populations. In our study, we observed a lower WHR threshold (&#x2265;0.783) in this cohort, indicating that Chinese women may have a lower WHR threshold as an index of central obesity. When taking both WHR and BMI into account, we found that women of normal weight but high WHR showed statistically significant reduction in fertility, which suggested that WHR rather than BMI was associated with adverse IVF outcomes for Chinese women.</p>
<p>With substantial improvements in cryopreservation and frozen embryo transfer techniques, cumulative live birth rate has been considered a better indicator of the quality and success of IVF by both the patients and the clinicians (<xref ref-type="bibr" rid="B37">37</xref>). As the yield of oocyte increases, the cumulative live birth rate increased significantly. Conversely, the reduction of oocyte quality was associated with lower cumulative live birth rate (<xref ref-type="bibr" rid="B38">38</xref>). Maternal obesity can lead to a decline in oocyte quality (<xref ref-type="bibr" rid="B39">39</xref>). However, the relationship between central obesity and cumulative live birth rate had never been reported before. Our findings indicated that women with higher WHR were associated with lower cumulative live birth rate.</p>
<p>Maternal overnutrition will change the environmental conditions <italic>in utero</italic>, leading to altered epigenetic modifications, which further affects offspring metabolism (<xref ref-type="bibr" rid="B40">40</xref>). Increasing evidence suggests that children of obese mothers have an increased risk of obesity, partly due to maternal overnutrition leading to an oversupply of fatty acids and glucose to the fetus (<xref ref-type="bibr" rid="B41">41</xref>, <xref ref-type="bibr" rid="B42">42</xref>). Other studies have also reported that maternal overweight/obesity is associated with an increased risk of high birthweight and subsequent overweight/obesity and fatty liver in offspring (<xref ref-type="bibr" rid="B43">43</xref>, <xref ref-type="bibr" rid="B44">44</xref>). For every 0.1 unit increase in maternal WHR, the birthweight of offspring increased by 120 g (<xref ref-type="bibr" rid="B45">45</xref>). However, the effects of maternal WHR on IVF offspring have not been reported in the literature. Although we observed some minor differences in the results, it was not statistically significant and this may be due to the&#xa0;low percentage of obesity in this study.</p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Strengths</title>
<p>This study has several strengths. To our knowledge, this is the first study mainly focused on the association between WHR and IVF/ICSI outcomes including live birth and cumulative live birth among Chinese women who underwent fresh or frozen embryo transfer. Different from the variable definition of &#x201c;pregnancy rate&#x201d;, live birth rate is the preferable standard for evaluating IVF outcomes. Besides, cumulative live birth rate is an important indicator that reflecting the status of all oocytes obtained from a single IVF/ICSI cycle, and the ultimate goal for patients. Notably, two thirds of women in this study were of normal weight, and our findings demonstrated that WHR is an independent factor that is associated with adverse IVF outcomes including the high risk of miscarriage and lower odds of live birth and cumulative live birth. Moreover, the anthropometric and covariate data were collected prior to ovarian stimulation, and most of patients (about 86%) subsequently underwent embryo transfer cycles. Additionally, to adjust for major confounders, multivariable logistic regression analysis was used to minimize bias.</p>
</sec>
<sec id="s4_4">
<label>4.4</label>
<title>Limitations</title>
<p>There are some limitations in this study. The main limitation is that the data came from a single IVF center as a retrospective study, which could only provide limited individual covariate information. Secondly, although WHR makes it easier to measure abdominal obesity than as compared to the complexity and high cost of DEXA, it is an anthropometric indicator and is almost constant for small weight fluctuations, and there may be measurement errors. Thirdly, for some patients who underwent frozen embryo transfers, there are variable time intervals between embryo transfer and oocyte retrieval. During this time, women&#x2019;s WHR might have changed, thus might introduce error for the pregnancy outcomes estimation. Fourth, in clinical practice various protocols were utilized in the IVF/ICSI process, which might contribute to the potential biases in the study.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusions</title>
<p>This retrospective cohort study showed that relatively high value of WHR (&#x2265;0.783) was associated with poorer IVF/ICSI outcomes, including increased risk of miscarriage, decreased rates of live birth and cumulative live birth, independent of BMI and other confounders. Joint WHR and BMI analyses suggest a strong association between central obesity and adverse IVF outcomes, highlighting that WHR may be of more concern than BMI when evaluating IVF/ICSI outcomes in the future. Although our study highlights the reproductive harms of central obesity in women, prospective studies are needed to validate our results. Furthermore, we need to determine a clinically significant WHR cut-off value, so as to provide better pre-conceptional counselling for women undergoing <italic>in vitro</italic> fertilization.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The studies involving humans were approved by The Research Ethics Committee of Shanghai First Maternity and Infant Hospital (KS21211). The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>MY: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. YY: Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. CC: Writing &#x2013; review &amp; editing. ZL: Writing &#x2013; review &amp; editing. AQ: Writing &#x2013; review &amp; editing. JH: Writing &#x2013; review &amp; editing. JM: Writing &#x2013; review &amp; editing. OB: Writing &#x2013; review &amp; editing. RN: Writing &#x2013; review &amp; editing. XT: Writing &#x2013; review &amp; editing. MC: Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This work was supported by a grant from the Science and Technology Commission of Shanghai Municipality (23Y11909600), three grants from the Clinical Research Plan of Shanghai Hospital Development Center (SHDC2020CR4080, SHDC2023CRS027), three grants from the National Natural Science Foundation of China (81871213, 81671468, 82404279), and a grant from Shanghai Municipal Health (Grant No. 20214Y0254).</p>
</sec>
<sec id="s10" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s11" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec id="s12" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s13" sec-type="supplementary-material">
<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/fendo.2025.1537360/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fendo.2025.1537360/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table1.doc" id="SM1" mimetype="application/msword"/>
</sec>
<fn-group>
<title>Abbreviations</title>
<fn fn-type="abbr" id="abbrev1">
<p>aOR, Adjusted odds ratio; BMI, Body mass index; COS, Controlled ovarian stimulation; DEXA, Dual-energy x-ray absorptiometry; ICSI, Intracytoplasmic sperm injection; IVF, <italic>In vitro</italic> fertilization; LBW, Low birth weight; LGA, Large for gestational age; PPOS, Progestin-primed ovarian stimulation; PTB, Preterm birth; ROC, Receiver operating characteristic; SGA, Small for gestational age; WC, Waist circumference; WHO, World Health Organization; WHR, Waist hip ratio.</p>
</fn>
</fn-group>
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