<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article article-type="research-article" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xml:lang="EN">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Reprod. Health</journal-id>
<journal-title>Frontiers in Reproductive Health</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Reprod. Health</abbrev-journal-title>
<issn pub-type="epub">2673-3153</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/frph.2023.1321284</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Reproductive Health</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Restoration of serum estradiol and reduced incidence of miscarriage in patients with low serum estradiol during pregnancy: a retrospective cohort study using a multifactorial protocol including DHEA</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Boyle</surname><given-names>Phil</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/2545928/overview"/><role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/><role content-type="https://credit.niso.org/contributor-roles/data-curation/"/><role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/><role content-type="https://credit.niso.org/contributor-roles/investigation/"/><role content-type="https://credit.niso.org/contributor-roles/methodology/"/><role content-type="https://credit.niso.org/contributor-roles/project-administration/"/><role content-type="https://credit.niso.org/contributor-roles/resources/"/><role content-type="https://credit.niso.org/contributor-roles/supervision/"/><role content-type="https://credit.niso.org/contributor-roles/validation/"/><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"><name><surname>Andralojc</surname><given-names>Karolina</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/556512/overview" /><role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/><role content-type="https://credit.niso.org/contributor-roles/data-curation/"/><role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/><role content-type="https://credit.niso.org/contributor-roles/methodology/"/><role content-type="https://credit.niso.org/contributor-roles/validation/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
<contrib contrib-type="author"><name><surname>van der Velden</surname><given-names>Susanne</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref><role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/><role content-type="https://credit.niso.org/contributor-roles/validation/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
<contrib contrib-type="author"><name><surname>Najmabadi</surname><given-names>Shahpar</given-names></name>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref><role content-type="https://credit.niso.org/contributor-roles/data-curation/"/><role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
<contrib contrib-type="author"><name><surname>de Groot</surname><given-names>Theun</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff6"><sup>6</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/590545/overview" /><role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/><role content-type="https://credit.niso.org/contributor-roles/data-curation/"/><role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/><role content-type="https://credit.niso.org/contributor-roles/validation/"/><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"><name><surname>Turczynski</surname><given-names>Craig</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff7"><sup>7</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/2544833/overview" /><role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/><role content-type="https://credit.niso.org/contributor-roles/project-administration/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/></contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Stanford</surname><given-names>Joseph B.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x002A;</xref><uri xlink:href="https://loop.frontiersin.org/people/205701/overview" /><role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/><role content-type="https://credit.niso.org/contributor-roles/data-curation/"/><role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/><role content-type="https://credit.niso.org/contributor-roles/methodology/"/><role content-type="https://credit.niso.org/contributor-roles/supervision/"/><role content-type="https://credit.niso.org/contributor-roles/validation/"/><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"><label><sup>1</sup></label><institution>International Institute for Restorative Reproductive Medicine</institution>, <addr-line>London</addr-line>, <country>United Kingdom</country></aff>
<aff id="aff2"><label><sup>2</sup></label><institution>NeoFertility Clinic</institution>, <addr-line>Dublin</addr-line>, <country>Ireland</country></aff>
<aff id="aff3"><label><sup>3</sup></label><institution>Department of Medical Microbiology, Radboud University Medical Center</institution>, <addr-line>Nijmegen</addr-line>, <country>Netherlands</country></aff>
<aff id="aff4"><label><sup>4</sup></label><institution>Kath. Karl-Leisner-Klinikum</institution>, <addr-line>Kleve</addr-line>, <country>Germany</country></aff>
<aff id="aff5"><label><sup>5</sup></label><institution>Office of Cooperative Reproductive Health, Department of Family and Preventive Medicine, University of Utah</institution>, <addr-line>Salt Lake City, UT</addr-line>, <country>United States</country></aff>
<aff id="aff6"><label><sup>6</sup></label><institution>Department of Medical Microbiology and Infectious Diseases, Canisius Wilhelmina Hospital</institution>, <addr-line>Nijmegen</addr-line>, <country>Netherlands</country></aff>
<aff id="aff7"><label><sup>7</sup></label><institution>Billings Ovulation Method Association-USA</institution>, <addr-line>Saint Cloud, MN</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p><bold>Edited by:</bold> Paolo Ivo Cavoretto, San Raffaele Hospital (IRCCS), Italy</p></fn>
<fn fn-type="edited-by"><p><bold>Reviewed by:</bold> Bruno Miguel Fonseca, University of Porto, Portugal</p>
<p>Essam R. Othman, Assiut University, Egypt</p></fn>
<corresp id="cor1"><label>&#x002A;</label><bold>Correspondence:</bold> Joseph B. Stanford <email>joseph.stanford@utah.edu</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>04</day><month>01</month><year>2024</year></pub-date>
<pub-date pub-type="collection"><year>2023</year></pub-date>
<volume>5</volume><elocation-id>1321284</elocation-id>
<history>
<date date-type="received"><day>13</day><month>10</month><year>2023</year></date>
<date date-type="accepted"><day>08</day><month>12</month><year>2023</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2024 Boyle, Andralojc, van der Velden, Najmabadi, de Groot, Turczynski and Stanford.</copyright-statement>
<copyright-year>2024</copyright-year><copyright-holder>Boyle, Andralojc, van der Velden, Najmabadi, de Groot, Turczynski and Stanford</copyright-holder><license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://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.</p></license>
</permissions>
<abstract>
<sec><title>Background</title>
<p>Low serum estradiol in early pregnancy is associated with an elevated risk of miscarriage. We sought to determine whether efforts to restore low blood estradiol via estradiol or dehydroepiandrosterone (DHEA) supplementation would reduce the risk of miscarriage as part of a multifactorial symptom-based treatment protocol.</p>
</sec>
<sec><title>Methods</title>
<p>This retrospective cohort study included women with low serum estradiol levels in early pregnancy, defined as &#x2264;50&#x0025; of reference levels by gestational age. Estradiol or DHEA were administered orally, and the primary outcome measure was serum estradiol level, in reference to gestational age. The secondary outcome measures included miscarriage, birth weight, and gestational age at birth.</p>
</sec>
<sec><title>Results</title>
<p>We found no significant effect of estradiol supplementation on serum estradiol levels referenced to gestational age, while DHEA supplementation strongly increased estradiol levels. For pregnancies with low estradiol, the miscarriage rate in the non-supplemented group was 45.5&#x0025;, while miscarriage rate in the estradiol and DHEA supplemented groups were 21.2&#x0025; (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.067) and 17.5&#x0025; (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.038), respectively. Birth weight, size, gestational age, and preterm deliveries were not significantly different. No sexual abnormalities were reported in children (<italic>n</italic>&#x2009;&#x003D;&#x2009;29) of DHEA-supplemented patients after 5&#x2013;7 years follow-up.</p>
</sec>
<sec><title>Conclusions</title>
<p>In conclusion, DHEA supplementation restored serum estradiol levels, and when included in the treatment protocol, there was a statistically significant reduction in miscarriage.</p>
</sec>
</abstract>
<kwd-group>
<kwd>pregnancy</kwd>
<kwd>miscarriage</kwd>
<kwd>estradiol</kwd>
<kwd>dehydroepiandrosterone</kwd>
<kwd>restorative reproductive medicine</kwd>
</kwd-group>
<contract-sponsor id="cn001">Funding for this study was provided through the Institute for Restorative Reproductive Medicine in America (IRRMA).</contract-sponsor>
<counts>
<fig-count count="6"/>
<table-count count="6"/><equation-count count="0"/><ref-count count="57"/><page-count count="0"/><word-count count="0"/></counts><custom-meta-wrap><custom-meta><meta-name>section-at-acceptance</meta-name><meta-value>Gynecology</meta-value></custom-meta></custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro"><title>Introduction</title>
<p>Human pregnancy is a complex process requiring tight regulation of the maternal system to support fetal development and maintain a successful pregnancy. Dysregulation of the maternal system or genetic abnormalities of the fetus may lead to pregnancy loss, most commonly as miscarriage (<xref ref-type="bibr" rid="B1">1</xref>). In some cases, the cause for miscarriage is found, which may be related to genetic, infectious or immunological factors, or result from abnormalities with implantation, uterine anatomy or the endocrine system (<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B3">3</xref>). Unfortunately, the etiology is not identified in most cases. This may be due to underlying pathologies not identified in routine clinical investigation or from factors not yet known to play a role in an adverse pregnancy outcome (<xref ref-type="bibr" rid="B2">2</xref>).</p>
<p>One factor may be low levels of the hormone estradiol, which was discovered almost a century ago (<xref ref-type="bibr" rid="B4">4</xref>). Estradiol plays an essential role in pregnancy, as demonstrated in animal models. In mice, estradiol was shown to be essential for implantation (<xref ref-type="bibr" rid="B5">5</xref>). In baboons, Albracht et al. demonstrated that a strong reduction in estradiol levels induced miscarriage in 50&#x0025; of pregnancies (<xref ref-type="bibr" rid="B6">6</xref>). These miscarriages were fully prevented by the supplementation of estradiol (<xref ref-type="bibr" rid="B6">6</xref>). In humans, the importance of estradiol in pregnancy is supported by the fact that the aromatase inhibiting drug letrozole is currently under investigation as a cotreatment to induce abortion (<xref ref-type="bibr" rid="B7">7</xref>).</p>
<p>In human pregnancy, estradiol production increases &#x223C;5 days after conception (<xref ref-type="bibr" rid="B8">8</xref>), via the corpus luteum and then around 9 weeks of gestation by the placenta (<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B10">10</xref>). A small number of clinical studies demonstrate a correlation between low estradiol levels and adverse pregnancy outcomes. In 1992, Check et al. demonstrated that serum estradiol levels were significantly lower during pregnancies that ended in miscarriage (<xref ref-type="bibr" rid="B11">11</xref>). This observation was confirmed again in 2022 when Deng et al. reported that levels of estradiol during pregnancy were significantly lower in miscarried pregnancies compared to normal pregnancies (<xref ref-type="bibr" rid="B12">12</xref>). Recent reports demonstrate that low estradiol levels are correlated with adverse pregnancy outcome, like preeclampsia (<xref ref-type="bibr" rid="B13">13</xref>&#x2013;<xref ref-type="bibr" rid="B15">15</xref>) and small for gestational age babies (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B17">17</xref>). It is not clear whether these low estradiol levels are a cause or consequence of the pregnancy complications; however, estradiol biosynthesis tended to be lower at a gestational age preceding preeclampsia (<xref ref-type="bibr" rid="B18">18</xref>).</p>
<p>Estradiol production takes place via conversion of cholesterol into pregnenolone, dehydroepiandrosterone (DHEA), androgens and finally estradiol (<xref ref-type="bibr" rid="B19">19</xref>). DHEA seems to be a key prohormone for estradiol production, as estradiol levels in postmenopausal women increase with DHEA supplementation (<xref ref-type="bibr" rid="B20">20</xref>). DHEA supplementation prior to pregnancy has been suggested to increase the rate of spontaneous pregnancies in women with diminished ovarian function (<xref ref-type="bibr" rid="B21">21</xref>). Furthermore, Tagawa et al. found a physiologic increase of blood DHEA levels in the first and second trimester of pregnancy (<xref ref-type="bibr" rid="B22">22</xref>). However, the impact of DHEA supplementation on estradiol levels during pregnancy is currently unknown.</p>
<p>In the NeoFertility clinic, Dublin, Ireland, treatment of early pregnancy is aimed to reduce the risk of miscarriage for women with a history of infertility and/or recurrent miscarriage. Over the past 12 years, evaluation and treatment in early pregnancy has included tracking serum estradiol levels. For women with low estradiol levels, supplementing with estradiol (in the earlier years of this cohort) or DHEA (in the later years of this cohort) has been used to attempt to normalize serum estradiol levels and reduce the risk of miscarriage. These treatments were part of a multifactorial approach to restore reproductive function based on symptoms and serial measurement of hormone levels, which evolved during the study period. To get more insight into estradiol levels throughout pregnancies resulting in miscarriage or term births, and to assess the potential impact of estradiol or DHEA supplementation in patients with low serum estradiol in pregnancy, we retrospectively analysed serum estradiol levels and pregnancy outcome in pregnant patients who were or were not treated with estradiol or DHEA.</p>
</sec>
<sec id="s2" sec-type="methods"><title>Materials and methods</title>
<sec id="s2a"><title>Setting</title>
<p>Between 2009 and 2017, a restorative reproductive medicine (RRM) clinic (now known as NeoFertility) operated in two sites in Ireland, Galway, and Dublin. All patients are medically managed for underlying health issues and treated while attempting to conceive naturally. There were five physicians providing services during this time, all of whom were licensed for family medicine in Ireland. All had received training in RRM, specifically natural procreative technology, which uses the Creighton Model fertility chart to assess menstrual cycle and reproductive function (<xref ref-type="bibr" rid="B23">23</xref>, <xref ref-type="bibr" rid="B24">24</xref>). They underwent mentoring with the clinic medical director (PB) to RRM approaches and clinic procedures.</p>
</sec>
<sec id="s2b"><title>Medical records and data collection</title>
<p>The data used for this study were routinely collected from patients during their initial and subsequent visits as recorded in the medical records. Additional clinical information customarily collected through phone, mail, e-mail, or survey, and placed in the chart. Data required for this study were abstracted from the existing medical records and entered into a database, with secondary verification of the information occurring as needed. Extracted data were anonymized with unique identifiers.</p>
</sec>
<sec id="s2c"><title>Routine checking of estradiol levels during pregnancy</title>
<p>Starting in 2009, the clinic routinely checked serum estradiol levels repeatedly in all pregnancies. Blood draw for serum estradiol analysis was performed in the morning. The analyses were performed by clinical laboratories throughout Ireland and reported in standard units of pmol/L. The precise day of gestation at each blood draw was determined, as described below. Levels were checked weekly in very early pregnancy, prior to an ultrasound to establish early pregnancy viability, which was usually performed around 7 weeks gestation. After the pregnancy was noted to be viable on ultrasound, estradiol levels continued to be checked at intervals throughout pregnancy.</p>
</sec>
<sec id="s2d"><title>Reference data for estradiol in pregnancy</title>
<p>To identify patients with low estradiol levels in early pregnancy, starting in 2009, a reference range for levels of estradiol in pregnancies that proceeded to term was used from prior work by Check and colleagues, as shown in (<xref ref-type="table" rid="T1">Table&#x00A0;1</xref>) (<xref ref-type="bibr" rid="B11">11</xref>). Additionally, for this current paper, we generated a reference range of estradiol in this clinic population by analyzing retrospectively estradiol levels from 104 pregnancies of women who had term live singleton births, who were not supplemented with estradiol, DHEA or pregnenolone, and who did not have gestational diabetes mellitus. For the first trimester of pregnancy, the estradiol level was analyzed in one week intervals: from 3 weeks 0 days to 3 weeks 6 days, from 4 weeks 0 days to 4 weeks 6 days, and so on. Also, for the entire pregnancy, the estradiol level was analyzed in 2-week intervals: From 3 weeks 0 days to 4 weeks 6 days, from 5 weeks 0 days to 6 weeks 6 days, and so on. Each estradiol level was assigned to its associated weekly or biweekly interval and all estradiol levels of all patients for each time interval were averaged as well as the precise day of gestation within each time interval. This resulted in a clinic-specific reference range for estradiol values in pregnancies, shown in <xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref>, which we used for all subsequent analyses in this paper. In this group, we also explored whether estradiol levels varied by maternal age.</p>
<table-wrap id="T1" position="float"><label>Table 1</label>
<caption><p>Threshold of serum estradiol used to initiate oral supplementation of estradiol or DHEA and desired target serum levels<xref ref-type="table-fn" rid="table-fn1"><sup>a</sup></xref>.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Adjusted gestational age (weeks)</th>
<th valign="top" align="center">Threshold E2 concentration (pmol/L)</th>
<th valign="top" align="center">Normal concentration (pmol/L)</th>
<th valign="top" align="center">Miscarriage concentration (pmol/L)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="center">500</td>
<td valign="top" align="center">778</td>
<td valign="top" align="center">642</td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="center">700</td>
<td valign="top" align="center">1,053</td>
<td valign="top" align="center">715</td>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="center">1,000</td>
<td valign="top" align="center">1,545</td>
<td valign="top" align="center">693</td>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="center">1,500</td>
<td valign="top" align="center">2,154</td>
<td valign="top" align="center">510</td>
</tr>
<tr>
<td valign="top" align="left">8</td>
<td valign="top" align="center">2,000</td>
<td valign="top" align="center">2,693</td>
<td valign="top" align="center">1,141</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn1"><label><sup>a</sup></label><p>Adapted from Check JH, Lurie D, Davies E, Vetter B. Comparison of first trimester serum estradiol levels in aborters versus nonaborters during maintenance of normal progesterone levels. <italic>Gynecol Obstet Invest</italic> 1992;34(4):206&#x2013;10.</p></fn>
</table-wrap-foot>
</table-wrap>
<fig id="F1" position="float"><label>Figure 1</label>
<caption><p>Serum estradiol levels throughout pregnancy. Serum estradiol levels of patients with the last menstrual period between April 2012 and July 2017 (<italic>n</italic>&#x2009;&#x003D;&#x2009; l04), who had term deliveries (&#x2265;&#x2009;37 weeks) and were not supplemented with estradiol, DHEA or pregnenolone, were retrospectively analyzed. Patients with multiple pregnancies or diagnosed with preexisting or gestational diabetes mellitus were excluded from analysis. Pregnancies were quasi-randomly selected within this time frame with the aim to include at least 100 pregnancies. For the first trimester, estradiol levels were averaged from weekly intervals (<bold>A</bold>), while for the full pregnancy biweekly intervals were used (<bold>B</bold>). Precisetime points from weekly and biweekly intervals were determined by averaging the days of estradiol analysis within these intervals. Data are presented as mean with standard deviation. The number above the line indicates the number of measurements per time point.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="frph-05-1321284-g001.tif"/>
</fig>
</sec>
<sec id="s2e"><title>Analysis of relative estradiol levels during pregnancy</title>
<p>Relative serum estradiol levels were obtained by dividing the absolute estradiol value for each patient and gestational age to the respective reference level of the associated gestational age interval in the clinic-specific reference data (reference levels shown in <xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref>), yielding a percentage of the gestational-age specific estradiol level. The relative serum estradiol levels before vs. after estradiol or DHEA supplementation were obtained by calculating the average of all relative estradiol levels obtained 1&#x2013;10 days before vs. the average of all available relative estradiol levels obtained 1&#x2013;6 weeks after supplementation, for each pregnancy.</p>
</sec>
<sec id="s2f"><title>Patient inclusion and exclusion criteria</title>
<p>The inclusion criteria for the main analysis were all pregnancies clinically identified with low estradiol levels in the first trimester of pregnancy, who either did not receive supplementation with estradiol or DHEA (2009&#x2013;2011), or who were treated with estradiol (2013&#x2013;2015), or DHEA (2015&#x2013;2017). Exclusion criteria were having a basal relative serum estradiol &#x003E;50&#x0025; of the reference level (specific for gestational age), multiple gestation, receiving supplementation with both estradiol and DHEA, having received supplementation only in the second or third trimester, or not having serum estradiol levels available before or after supplementation was started, and presence of a severe genetic disorder of the fetus. The number of women excluded for each criterion is given in <xref ref-type="fig" rid="F2">Figure&#x00A0;2</xref>.</p>
<fig id="F2" position="float"><label>Figure 2</label>
<caption><p>Overview of exclusion criteria. NA, not applicable. <sup>1</sup>For the year 2017, patients with both estradiol and DHEA treatment were not extracted from patient database. Consequently, the 129 DHEA treated patients and 33 excluded patients for combined treatment from 2014- 2017 represent an underestimation. <sup>2</sup>There were no patients who received pregnenolone before estradiol or DHEA supplementation or within the first 6 weeks of estradiol or DHEA supplementation. E2, estradiol; DHEA, dehydroepiandrosterone.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="frph-05-1321284-g002.tif"/>
</fig>
</sec>
<sec id="s2g"><title>Supplementation with estradiol or DHEA</title>
<p>Estradiol and DHEA are available by prescription only in Ireland. Supplementation was by prescription, with the medication obtained from a pharmacy.</p>
</sec>
<sec id="s2h"><title>Identification of gestational age, miscarriage, viable pregnancies and small/large for gestational age babies</title>
<p>Gestational age was determined clinically by estimated day of ovulation (peak mucus day) (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B26">26</xref>), and confirmed by early pregnancy ultrasound with crown-rump length, usually at 7 weeks gestation. Miscarriage was defined as loss of pregnancy before 24 weeks of gestational age. The presence of small or large for gestational age at birth was determined by using the 10th percentile values from the Intergrowth-21st standards for newborn weight (<xref ref-type="bibr" rid="B27">27</xref>). We assigned the birth weight at a gestational age of&#x2009;&#x00D7;&#x2009;weeks and 0&#x2013;3 days to week x, while days 4&#x2013;6 were assigned to week x&#x2009;&#x002B;&#x2009;1.</p>
</sec>
<sec id="s2i"><title>Statistical analysis</title>
<p>Data are presented as mean with standard error of the mean (SEM), unless indicated otherwise. One-way ANOVA with Bonferroni correction was applied to evaluate serum estradiol levels between estradiol and DHEA supplemented patients before or after supplementation. One-way ANOVA with Tukey&#x0027;s Honestly Significant Difference (HSD) test was applied to evaluate pregnancy outcome parameters. Logistic regression was used to determine the odds of miscarriage for patients given estradiol, or DHEA, as compared to neither hormone, unadjusted, and adjusted for woman&#x0027;s age, history of prior miscarriage, and history of prior live birth, which are characteristics associated with the risk of miscarriage. We also adjusted for the prescribed use of other medications, besides estradiol or DHEA, which had substantial differences in prevalence between the treatment groups.</p>
</sec>
<sec id="s2j"><title>Ethics approval</title>
<p>The study was approved by Beacon Hospital Research Ethics Committee (BHREC), reference number BEA0187. The analysis was conducted under additional ethics approval from the University of Utah, IRB &#x0023;80947. Data were abstracted from usual clinical data sources and patient anonymity was maintained by recording data as de-identified prior to analysis. There was no requirement for written informed consent of participants.</p>
</sec>
</sec>
<sec id="s3" sec-type="results"><title>Results</title>
<sec id="s3a"><title>Patients</title>
<p>For the main analysis, we analyzed pregnancies identified with baseline estradiol levels &#x003C;&#x003D;50&#x0025; of the gestational age reference range, who received no estradiol or DHEA treatment (<italic>n</italic>&#x2009;&#x003D;&#x2009;22; 2009&#x2013;2011), or who received estradiol (<italic>n</italic>&#x2009;&#x003D;&#x2009;52; 2013&#x2013;2015), or who received DHEA (<italic>n</italic>&#x2009;&#x003D;&#x2009;40; 2015&#x2013;2017). The clinical characteristics of these pregnancies (114 pregnancies from 110 women) are given in <xref ref-type="table" rid="T3">Table&#x00A0;2</xref>. The mean woman&#x0027;s age was in the range 36&#x2013;37 years; over 80&#x0025; had prior pregnancies, and the mean number of miscarriages among those with prior pregnancies was 2.1&#x2013;2.4. Most women (86&#x0025;&#x2013;92&#x0025;) received progesterone during pregnancy, as well as other treatments shown.</p>
<table-wrap id="T3" position="float"><label>Table 2</label>
<caption><p>Characteristics and other treatments of 114 pregnant patients with low serum estradiol in early pregnancy by treatment.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="2"/>
<th valign="top" align="center" colspan="3">Treatment</th>
</tr>
<tr>
<th valign="top" align="center">No Estradiol or DHEA 2009&#x2013;2011</th>
<th valign="top" align="center">Estradiol 2013&#x2013;2015</th>
<th valign="top" align="center">DHEA 2015&#x2013;2017</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Medication dose [mg; mean (range)]</td>
<td valign="top" align="center">&#x2014;</td>
<td valign="top" align="center">4.0 [2.0&#x2013;6.0]</td>
<td valign="top" align="center">24.2 [10.0&#x2013;50.0]</td>
</tr>
<tr>
<td valign="top" align="left">Total patients</td>
<td valign="top" align="center">22</td>
<td valign="top" align="center">52</td>
<td valign="top" align="center">40</td>
</tr>
<tr>
<td valign="top" align="left">Mean age</td>
<td valign="top" align="center">37.3</td>
<td valign="top" align="center">36.1</td>
<td valign="top" align="center">37.2</td>
</tr>
<tr>
<td valign="top" align="left">Previous live birth (&#x0025;)</td>
<td valign="top" align="center">50.0</td>
<td valign="top" align="center">50.0</td>
<td valign="top" align="center">55.0</td>
</tr>
<tr>
<td valign="top" align="left">Conceived always miscarried (&#x0025;)</td>
<td valign="top" align="center">40.9</td>
<td valign="top" align="center">28.8</td>
<td valign="top" align="center">37.5</td>
</tr>
<tr>
<td valign="top" align="left">Mean number of previous miscarriage</td>
<td valign="top" align="center">2.1</td>
<td valign="top" align="center">2.1</td>
<td valign="top" align="center">2.4</td>
</tr>
<tr>
<td valign="top" align="left">Never previously conceived (&#x0025;)</td>
<td valign="top" align="center">13.6</td>
<td valign="top" align="center">21.2</td>
<td valign="top" align="center">10.0</td>
</tr>
<tr>
<td valign="top" align="left" colspan="4">Other treatments during current pregnancy (&#x0025;)<xref ref-type="table-fn" rid="table-fn4"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">Vitamin B6</td>
<td valign="top" align="center">9.5</td>
<td valign="top" align="center">7.7</td>
<td valign="top" align="center">10.0</td>
</tr>
<tr>
<td valign="top" align="left">Vitamin B12</td>
<td valign="top" align="center">9.5</td>
<td valign="top" align="center">9.6</td>
<td valign="top" align="center">5.0</td>
</tr>
<tr>
<td valign="top" align="left">Selenium</td>
<td valign="top" align="center">&#x2014;</td>
<td valign="top" align="center">11.5</td>
<td valign="top" align="center">27.5</td>
</tr>
<tr>
<td valign="top" align="left">Aspirin<xref ref-type="table-fn" rid="table-fn5"><sup>b</sup></xref></td>
<td valign="top" align="center">19.0</td>
<td valign="top" align="center">28.8</td>
<td valign="top" align="center">37.5</td>
</tr>
<tr>
<td valign="top" align="left">Enoxaparin</td>
<td valign="top" align="center">4.8</td>
<td valign="top" align="center">7.7</td>
<td valign="top" align="center">5.0</td>
</tr>
<tr>
<td valign="top" align="left">Progesterone</td>
<td valign="top" align="center">85.7</td>
<td valign="top" align="center">92.3</td>
<td valign="top" align="center">90.0</td>
</tr>
<tr>
<td valign="top" align="left">Levothyroxine<xref ref-type="table-fn" rid="table-fn6"><sup>c</sup></xref></td>
<td valign="top" align="center">14.3</td>
<td valign="top" align="center">19.2</td>
<td valign="top" align="center">40.0</td>
</tr>
<tr>
<td valign="top" align="left">Hydrocortisone</td>
<td valign="top" align="center">4.8</td>
<td valign="top" align="center">1.9</td>
<td valign="top" align="center">-</td>
</tr>
<tr>
<td valign="top" align="left">Metformin</td>
<td valign="top" align="center">9.5</td>
<td valign="top" align="center">9.6</td>
<td valign="top" align="center">5.0</td>
</tr>
<tr>
<td valign="top" align="left">Low-dose Naltrexone<xref ref-type="table-fn" rid="table-fn7"><sup>d</sup></xref></td>
<td valign="top" align="center">38.1</td>
<td valign="top" align="center">40.4</td>
<td valign="top" align="center">75.0</td>
</tr>
<tr>
<td valign="top" align="left">Prednisolone<xref ref-type="table-fn" rid="table-fn8"><sup>e</sup></xref></td>
<td valign="top" align="center">4.8</td>
<td valign="top" align="center">46.2</td>
<td valign="top" align="center">60.0</td>
</tr>
<tr>
<td valign="top" align="left">Pregnenolone<xref ref-type="table-fn" rid="table-fn9"><sup>f</sup></xref></td>
<td valign="top" align="center">&#x2014;</td>
<td valign="top" align="center">&#x2014;</td>
<td valign="top" align="center">20.0</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn3"><p>DHEA&#x2009;&#x003D;&#x2009;dehydroepiandrosterone.</p></fn>
<fn id="table-fn4"><label><sup>a</sup></label><p>Folic acid, Omega-3 fish oil and vitamin D3 were routinely prescribed to all patients.</p></fn>
<fn id="table-fn5"><label><sup>b</sup></label><p>Aspirin 75&#x2005;mg given for abnormal thrombophilia screen.</p></fn>
<fn id="table-fn6"><label><sup>c</sup></label><p>Levothyroxine for borderline thyroid dysfunction to keep TSH levels between 1&#x2013;2&#x2005;iu/L.</p></fn>
<fn id="table-fn7"><label><sup>d</sup></label><p>Low dose Naltrexone 3&#x2013;4.5&#x2005;mg nightly for persistent fatigue, low mood, anxiety, PMS and dysmenorrhea.</p></fn>
<fn id="table-fn8"><label><sup>e</sup></label><p>Prednisolone 5&#x2005;mg once per morning for PCOS, hyperandrogenemia or low DHEA.</p></fn>
<fn id="table-fn9"><label><sup>f</sup></label><p>Started after first 6 weeks of DHEA supplementation.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3b"><title>Serum estradiol levels in pregnancies proceeding to term</title>
<p>As described above, reference data for serum estradiol in pregnancy were generated from patients with full term pregnancies from 2012 to 2017, who did not receive estradiol or other medication that might increase estradiol levels, including DHEA and pregnenolone. With a goal of analyzing about 100 pregnancies, 126 pregnancies were selected. After excluding multiple pregnancies or those with preexisting or gestational diabetes mellitus, 104 out of 126 pregnancies were included. A complete overview of clinical characteristics and treatments for this reference population is presented in <xref ref-type="table" rid="T2">Table&#x00A0;3</xref>. Mean serum estradiol at one week after estimated ovulation (p7) was 745 pmol/L (<italic>n</italic>&#x2009;&#x003D;&#x2009;41) (<xref ref-type="fig" rid="F1">Figure&#x00A0;1A</xref>). Throughout the first trimester these estradiol levels steadily increased, leading to a mean 7,643 pmol/L (<italic>n</italic>&#x2009;&#x003D;&#x2009;25) at the 12th week of pregnancy. In the second and third trimester, serum estradiol levels kept increasing until the 31st week to mean 50,986 pmol/L (<italic>n</italic>&#x2009;&#x003D;&#x2009;13), after which the number of data points was considered insufficient to calculate mean estimates (<xref ref-type="fig" rid="F1">Figure&#x00A0;1B</xref>). In addition, to explore whether age affected serum estradiol levels in this patient population, the 104 patients were split in patients of &#x2264;35 years (<italic>n</italic>&#x2009;&#x003D;&#x2009;51, average of 32,5 years) and &#x003E;35 years (<italic>n</italic>&#x2009;&#x003D;&#x2009;53, average of 38,2 years) at the day of conception. Estradiol levels were not statistically different between these age groups, although they tended to be lower in the elder group after 19 weeks of pregnancy (<xref ref-type="fig" rid="F3">Figure&#x00A0;3</xref>).</p>
<table-wrap id="T2" position="float"><label>Table 3</label>
<caption><p>Characteristics of reference population: patients with normal serum estradiol in early pregnancy and subsequent term pregnancies; data from these women were used to derive the referent values in <xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref>.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
</colgroup>
<tbody>
<tr>
<td valign="top" align="left">All patients (<italic>n</italic>)</td>
<td valign="top" align="center">104</td>
</tr>
<tr>
<td valign="top" align="left">Age (mean)</td>
<td valign="top" align="center">35.4</td>
</tr>
<tr>
<td valign="top" align="left">Previous live birth (percent yes)</td>
<td valign="top" align="center">43.4</td>
</tr>
<tr>
<td valign="top" align="left">Conceived always miscarried (percent yes)</td>
<td valign="top" align="center">21</td>
</tr>
<tr>
<td valign="top" align="left">Never conceived (percent yes)</td>
<td valign="top" align="center">30</td>
</tr>
<tr>
<td valign="top" align="left">Previous number of miscarriage in woman who conceived (mean)</td>
<td valign="top" align="center">1.2</td>
</tr>
<tr>
<td valign="top" align="left">Treatments during pregnancy<xref ref-type="table-fn" rid="table-fn2"><sup>a</sup></xref></td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">
<list list-type="simple">
<list-item><label>&#x2022;</label><p>Vitamin B6 (&#x0025;)</p></list-item>
</list></td>
<td valign="top" align="center">&#x2014;</td>
</tr>
<tr>
<td valign="top" align="left">
<list list-type="simple">
<list-item><label>&#x2022;</label><p>Vitamin B12 (&#x0025;)</p></list-item>
</list></td>
<td valign="top" align="center">1.9</td>
</tr>
<tr>
<td valign="top" align="left">
<list list-type="simple">
<list-item><label>&#x2022;</label><p>Selenium (&#x0025;)</p></list-item>
</list></td>
<td valign="top" align="center">10.6</td>
</tr>
<tr>
<td valign="top" align="left">
<list list-type="simple">
<list-item><label>&#x2022;</label><p>Aspirin (&#x0025;)</p></list-item>
</list></td>
<td valign="top" align="center">26.0</td>
</tr>
<tr>
<td valign="top" align="left">
<list list-type="simple">
<list-item><label>&#x2022;</label><p>Enoxaparin (&#x0025;)</p></list-item>
</list></td>
<td valign="top" align="center">1.0</td>
</tr>
<tr>
<td valign="top" align="left">
<list list-type="simple">
<list-item><label>&#x2022;</label><p>Progesterone (&#x0025;)</p></list-item>
</list></td>
<td valign="top" align="center">85.6</td>
</tr>
<tr>
<td valign="top" align="left">
<list list-type="simple">
<list-item><label>&#x2022;</label><p>Levothyroxine (&#x0025;)</p></list-item>
</list></td>
<td valign="top" align="center">25.0</td>
</tr>
<tr>
<td valign="top" align="left">
<list list-type="simple">
<list-item><label>&#x2022;</label><p>Hydrocortisone (&#x0025;)</p></list-item>
</list></td>
<td valign="top" align="center">&#x2014;</td>
</tr>
<tr>
<td valign="top" align="left">
<list list-type="simple">
<list-item><label>&#x2022;</label><p>Metformin (&#x0025;)</p></list-item>
</list></td>
<td valign="top" align="center">18.3</td>
</tr>
<tr>
<td valign="top" align="left">
<list list-type="simple">
<list-item><label>&#x2022;</label><p>Low-dose Naltrexone (&#x0025;)</p></list-item>
</list></td>
<td valign="top" align="center">48.1</td>
</tr>
<tr>
<td valign="top" align="left">
<list list-type="simple">
<list-item><label>&#x2022;</label><p>Prednisolone (&#x0025;)</p></list-item>
</list></td>
<td valign="top" align="center">18.3</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn2"><label><sup>a</sup></label><p>Folic acid, Omega-3 fish oil and vitamin D3 were standardly prescribed to all patients during pregnancy.</p></fn>
</table-wrap-foot>
</table-wrap>
<fig id="F3" position="float"><label>Figure 3</label>
<caption><p>Serum estradiol levels in younger vs older pregnant woman. Serum estradiol levels of patients not supplemented with estradiol from 2012 to 2017 (<italic>n&#x2009;</italic>&#x003D;&#x2009;104), who had term deliveries, were retrospectively analyzed. (See <xref ref-type="fig" rid="F1">Figure 1</xref> and <xref ref-type="table" rid="T2">Table&#x00A0;3</xref>.) For this figure, patients were stratified in 35 years (<italic>n</italic>&#x2009;&#x003D;&#x2009;51, average of 32.5 years) and &#x003E;35 years (<italic>n&#x2009;</italic>&#x003D;&#x2009;53, average of 38.2 years) at the day of conception. Precise time points from weekly and biweekly intervals were determined by averaging the days of estradiol analysis within these intervals. Data are presented as mean with one standard deviation.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="frph-05-1321284-g003.tif"/>
</fig>
</sec>
<sec id="s3c"><title>DHEA supplementation is effective to increase serum estradiol</title>
<p>From 2011 onwards, pregnant woman with low blood estradiol levels were identified clinically based on thresholds which were obtained from Check et al. (<xref ref-type="bibr" rid="B11">11</xref>) (<xref ref-type="table" rid="T1">Table&#x00A0;1</xref>). Women with low estradiol were supplemented with oral estradiol in 2013&#x2013;2015 and in 2015&#x2013;2017 with oral DHEA. After having established an internal reference estradiol curve for full-term pregnancies as described above and shown in <xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref>, cohorts of estradiol- and DHEA-supplemented patients were established, based on inclusion and exclusion criteria noted above, with exclusion criteria presented in <xref ref-type="fig" rid="F2">Figure&#x00A0;2</xref>. This led to the inclusion of 52 out of 91 estradiol-supplemented patients (last menstrual period between May 2013 and January 2015) and 40 out of 129 DHEA-supplemented patients (last menstrual period between April 2015 and September 2017).</p>
<p>On average, both estradiol and DHEA supplementation started at 6.9 weeks of gestation. Baseline relative estradiol levels were a relative mean of 32.3&#x0025; and 33.2&#x0025; of reference levels for the estradiol and DHEA group respectively, which was not significantly different. After supplementation for 1&#x2013;6 weeks, this reached a mean of 41.6&#x0025; (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.14, compared to baseline level) and 90.2&#x0025; (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.0001, compared to baseline level) (median of 37.7&#x0025; and 87.2&#x0025;). DHEA supplementation led to significantly higher relative serum estradiol levels as compared to estradiol supplementation (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.0001). Oral estradiol did not increase serum estradiol levels to 100&#x0025; of reference level in any patient, while 35&#x0025; of DHEA supplemented patients reached this level (<xref ref-type="fig" rid="F4">Figure&#x00A0;4</xref>). This response to DHEA supplementation is illustrated by representative patients treated with estradiol or DHEA only and in patients who were first treated with estradiol, followed by DHEA (<xref ref-type="fig" rid="F5">Figure&#x00A0;5</xref>). In 17 patients with estradiol supplementation there was a decrease in relative serum estradiol levels, while all patients supplemented with DHEA had an increase.</p>
<fig id="F4" position="float"><label>Figure 4</label>
<caption><p>DHEA supplementation increased relative serum estradiol levels in all patients. Serum estradiol levels (in pmol/L) of all patit:nts with low estradiol kvds and suppkmt:nkd with estradiol (<italic>n</italic>&#x2009;&#x003D;&#x2009;52) or with DHEA (<italic>n</italic>&#x2009;&#x003D;&#x2009;40) compared to 2012&#x2013;2017 reference data and the relative serum estradiol levels 1&#x2013;10 days before and 1&#x2013;6 weeks after supplementation . Values were averaged and compared (red hash mark). &#x002A;<italic>p&#x2009;</italic>&#x003C;&#x2009;0.05 statistically significant difference. Suppl, supplementation.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="frph-05-1321284-g004.tif"/>
</fig>
<fig id="F5" position="float"><label>Figure 5</label>
<caption><p>Serum estradiol levels in representative patients supplemented with estradiol or DHEA. Serum estradiol levels in patients supplemented with estradiol or DHEA were retrospectively analyzed. Serum estradiol levels of representative patients are shown who initially exhibited low serum estradiol in relation to 2012&#x2013;2017 reference levels (indicated by dashed line) and were subsequently treated with estradiol only (<bold>A</bold>), estradiol followed by DHEA (<bold>B</bold>) or DHEA only (<bold>C</bold>). Total daily dose of estradiol and DHEA is indicated. E2, estradiol; DHEA, dehydroepiandrosterone.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="frph-05-1321284-g005.tif"/>
</fig>
</sec>
<sec id="s3d"><title>Estradiol and DHEA supplementation associated with lower incidence of miscarriage as compared to non-treated patients</title>
<p>To determine the potential effect of increasing serum estradiol on the rate of pregnancy loss, pregnancy outcomes in patients supplemented with estradiol (2013&#x2013;2015 cohort) or DHEA (2015&#x2013;2017 cohort) were compared with untreated patients (2009&#x2013;2011 cohort); all patients initially had low estradiol levels in early pregnancy. The patient characteristics and other treatments were presented in <xref ref-type="table" rid="T3">Table&#x00A0;2</xref>. As shown in <xref ref-type="table" rid="T4">Table&#x00A0;4</xref>, the latter group the miscarriage rate was 45.5&#x0025;, while this was 17.5&#x0025; for the patients supplemented with DHEA (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.038) and 21.2&#x0025; (<italic>p</italic>&#x2009;&#x003D;&#x2009;0.067) for those supplemented with estradiol. There was no significant difference in the rates of low birth weight or pre-term deliveries among these groups, although the numbers of these events were small. Comparing serum estradiol levels in patients with subsequent viable pregnancy or miscarriage we found that in both estradiol and DHEA supplemented patients, pregnancies resulting in miscarriage had a blunted increase of serum estradiol with supplementation (<xref ref-type="fig" rid="F6">Figure&#x00A0;6</xref>). Finally, we also compared the start and dose of estradiol and DHEA supplementation in the viable pregnancies and the miscarriages. We found that the average start of estradiol and DHEA supplementation was respectively 7.3 and 7.0 weeks in the viable pregnancies and 5.6 and 6.4 weeks with miscarriage while the average maximal dose was respectively 4.1 and 24.1&#x2005;mg in the viable pregnancies and 4.4 and 26.4&#x2005;mg with miscarriage, indicating that the full-term pregnancies with low serum estradiol were not related to a higher dose or earlier administration.</p>
<table-wrap id="T4" position="float"><label>Table 4</label>
<caption><p>Estradiol or DHEA supplementation and pregnancy outcome in 114 pregnant women with low serum estradiol levels in early pregnancy.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="2"/>
<th valign="top" align="center" colspan="3">Treatment</th>
</tr>
<tr>
<th valign="top" align="center">No Estradiol or DHEA 2009&#x2013;2011</th>
<th valign="top" align="center">Estradiol 2013&#x2013;2015</th>
<th valign="top" align="center">DHEA 2015&#x2013;2017</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Total patients</td>
<td valign="top" align="center">22</td>
<td valign="top" align="center">52</td>
<td valign="top" align="center">40</td>
</tr>
<tr>
<td valign="top" align="left" colspan="4">Pregnancy outcomes <italic>n</italic> (&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left">Miscarriage</td>
<td valign="top" align="center">10 (45.5)</td>
<td valign="top" align="center">11 (21.2)</td>
<td valign="top" align="center">7 (17.5)&#x002A;</td>
</tr>
<tr>
<td valign="top" align="left">Premature delivery</td>
<td valign="top" align="center">0 (0)</td>
<td valign="top" align="center">4 (7.7)</td>
<td valign="top" align="center">3 (7.5)</td>
</tr>
<tr>
<td valign="top" align="left">Term delivery</td>
<td valign="top" align="center">11 (50.0)</td>
<td valign="top" align="center">36 (69.2)</td>
<td valign="top" align="center">30 (75.0)</td>
</tr>
<tr>
<td valign="top" align="left">Missing</td>
<td valign="top" align="center">1 (4.5)</td>
<td valign="top" align="center">1 (1.9)</td>
<td valign="top" align="center">0 (0)</td>
</tr>
<tr>
<td valign="top" align="left">Births</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">40</td>
<td valign="top" align="center">33</td>
</tr>
<tr>
<td valign="top" align="left" colspan="4">Fetal outcomes <italic>n</italic> (&#x0025;)</td>
</tr>
<tr>
<td valign="top" align="left">Very low birth weight (&#x003C;1,500 gr)</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
</tr>
<tr>
<td valign="top" align="left">Low birth weight (1,500&#x2013;2,500 gr)</td>
<td valign="top" align="center">1 (9.1)</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">2 (6.1)</td>
</tr>
<tr>
<td valign="top" align="left">Preterm (&#x003C;37 weeks</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">4 (10.0)</td>
<td valign="top" align="center">3 (9.1)</td>
</tr>
<tr>
<td valign="top" align="left">Small for gestational age</td>
<td valign="top" align="center">2 (18.2)</td>
<td valign="top" align="center">3 (7.5)</td>
<td valign="top" align="center">2 (6.1)</td>
</tr>
<tr>
<td valign="top" align="left">Large for gestational age</td>
<td valign="top" align="center">4 (36.4)</td>
<td valign="top" align="center">6 (15.0)</td>
<td valign="top" align="center">6 (18.2)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn10"><p>DHEA&#x2009;&#x003D;&#x2009;dehydroepiandrosterone.</p></fn>
<fn id="table-fn11"><p>&#x002A;<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05 as compared to &#x201C;No Estradiol or DHEA&#x201D;.</p></fn>
</table-wrap-foot>
</table-wrap>
<fig id="F6" position="float"><label>Figure 6</label>
<caption><p>Relative serum estradiol levels after estradiol or DHEA supplementation are highest in viable pregnancies. Serum estradiol levels of all patients with low serum estradiol levels and supplemented with estradiol (<italic>n</italic>&#x2009;&#x003D;&#x2009;52) or with DHEA (<italic>n</italic>&#x2009;&#x003D;&#x2009;40) with known birth outcome were analyzed and relative serum estradiol levels 1-10 days before and 1&#x2013;6 weeks after supplementation and compared between viable pregnancies and those leading to miscarriage. &#x002A;<italic>p</italic>&#x2009;&#x003C;&#x2009;0.05. Suppl, supplementation; E2, estradiol; DHEA, dehydroepiandrosterone.</p></caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="frph-05-1321284-g006.tif"/>
</fig>
<p>In a logistic regression model, the odds ratio (unadjusted) for miscarriage was 0.32 for treatment with estradiol, and 0.25 for treatment with DHEA. In models adjusted for woman&#x0027;s age, prior miscarriage, prior live birth, and/or the use of naltrexone and prednisolone, the adjusted odds ratios were very similar, but not statistically significant when naltrexone and prednisolone use was added to the adjustment (<xref ref-type="table" rid="T5">Table&#x00A0;5</xref>).</p>
<table-wrap id="T5" position="float"><label>Table 5</label>
<caption><p>Odds ratio of miscarriage with estradiol or DHEA treatment, in reference to no treatment, in women with low serum estradiol levels in early pregnancy.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="2">Number of Pregnancies</th>
<th valign="top" align="center" colspan="3">Treatment</th>
</tr>
<tr>
<th valign="top" align="center">No Treatment 22</th>
<th valign="top" align="center">Estradiol 52</th>
<th valign="top" align="center">DHEA 40</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center" colspan="3">Odds ratio, (95&#x0025; confidence interval)<xref ref-type="table-fn" rid="table-fn12"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">Unadjusted</td>
<td valign="top" align="center">1 reference</td>
<td valign="top" align="center"><bold>0.32 (0.11, 0.94)</bold></td>
<td valign="top" align="center"><bold>0.25 (0.08, 0.82)</bold></td>
</tr>
<tr>
<td valign="top" align="left">Model 1: adjusted for woman&#x0027;s age, prior miscarriage, prior live birth</td>
<td valign="top" align="center">1 reference</td>
<td valign="top" align="center">0.33 (0.08, 1.28)</td>
<td valign="top" align="center"><bold>0.19 (0.04, 0.81)</bold></td>
</tr>
<tr>
<td valign="top" align="left">Model 2: adjusted for use of naltrexone, and use of prednisolone.</td>
<td valign="top" align="center">1 reference</td>
<td valign="top" align="center"><bold>0.26 (0.08, 0.86)</bold></td>
<td valign="top" align="center">0.27 (0.07, 1.03)</td>
</tr>
<tr>
<td valign="top" align="left">Model 3: adjusted for woman&#x0027;s age, prior miscarriage, prior live birth, use of naltrexone, and use of prednisolone.</td>
<td valign="top" align="center">1 reference</td>
<td valign="top" align="center">0.32 (0.07, 1.39)</td>
<td valign="top" align="center">0.26 (0.05, 1.34)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn12"><label><sup>a</sup></label><p>Odds ratios that are statistically significant are bolded.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3e"><title>No reports of abnormalities in sexual development with long-term follow-up of children from DHEA-treated patients</title>
<p>A clinical follow-up was obtained 5&#x2013;7 years after birth, using the same questionnaire for all patients who received DHEA during pregnancy. The questionnaire informed for birth parameters, mode of delivery, complications for fetus or mother during pregnancy or at time of birth, concerns for motor or cognitive development of the child and for any health-related issues of children. The questionnaire was completed for 29 out of 33 children. In around 20&#x0025; of pregnancies complications were experienced during pregnancy and at birth (<xref ref-type="table" rid="T6">Table&#x00A0;6</xref>). Few concerns were reported regarding the child&#x0027;s cognitive or motor development, while in 34.5&#x0025; of children health-related concerns were reported including asthma (<italic>n</italic>&#x2009;&#x003D;&#x2009;3), progressive hearing loss (<italic>n</italic>&#x2009;&#x003D;&#x2009;1), Blount&#x0027;s disease (<italic>n</italic>&#x2009;&#x003D;&#x2009;1), migraine (<italic>n</italic>&#x2009;&#x003D;&#x2009;1), hydronephrosis (<italic>n</italic>&#x2009;&#x003D;&#x2009;1) and enlarged tonsils (<italic>n</italic>&#x2009;&#x003D;&#x2009;1). There were no reports of any sexual abnormalities.</p>
<table-wrap id="T6" position="float"><label>Table 6</label>
<caption><p>Maternally reported clinical outcomes from DHEA-treated pregnancies, 5&#x2013;7 years after birth.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left"/>
<th valign="top" align="center"><italic>N</italic> (&#x0025;)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Total number of pregnancies with maternal report</td>
<td valign="top" align="center">29 (100)</td>
</tr>
<tr>
<td valign="top" align="left">Pregnancies with complications in mother</td>
<td valign="top" align="center">1 (3.4)</td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Complications in mother</td>
</tr>
<tr>
<td valign="top" align="left">Hypermesis</td>
<td valign="top" align="center">1 (3.4)</td>
</tr>
<tr>
<td valign="top" align="left">Pregnancies with complications in fetus</td>
<td valign="top" align="center">6 (20.7)</td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Complications in fetus</td>
</tr>
<tr>
<td valign="top" align="left">Placenta praevia</td>
<td valign="top" align="center">1 (3.4)</td>
</tr>
<tr>
<td valign="top" align="left">Preeclampsja</td>
<td valign="top" align="center">1 (3.4)</td>
</tr>
<tr>
<td valign="top" align="left">Growth restriction</td>
<td valign="top" align="center">1 (3.4)</td>
</tr>
<tr>
<td valign="top" align="left">Gestational diabetes</td>
<td valign="top" align="center">3 (10.3)</td>
</tr>
<tr>
<td valign="top" align="left">Bleeding</td>
<td valign="top" align="center">2 (6.9)</td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Mode of delivery</td>
</tr>
<tr>
<td valign="top" align="left">Vaginal</td>
<td valign="top" align="center">18 (62.1)</td>
</tr>
<tr>
<td valign="top" align="left">C-section planned</td>
<td valign="top" align="center">8 (27.6)</td>
</tr>
<tr>
<td valign="top" align="left">C-section unplanned</td>
<td valign="top" align="center">3 (10.3)</td>
</tr>
<tr>
<td valign="top" align="left">Pregnancies with complications at time of birth</td>
<td valign="top" align="center">6 (20.7)</td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Complications at time of birth</td>
</tr>
<tr>
<td valign="top" align="left">C-section unplanned</td>
<td valign="top" align="center">3 (10.3)</td>
</tr>
<tr>
<td valign="top" align="left">Born premature</td>
<td valign="top" align="center">2 (6.9)</td>
</tr>
<tr>
<td valign="top" align="left">Trouble breathing after birth</td>
<td valign="top" align="center">1 (3.4)</td>
</tr>
<tr>
<td valign="top" align="left">Children with concerns about motor development</td>
<td valign="top" align="center">2 (6.9)</td>
</tr>
<tr>
<td valign="top" align="left">Children with concerns about cognitive development</td>
<td valign="top" align="center">1 (3.4)</td>
</tr>
<tr>
<td valign="top" align="left">Children with other health-related issues</td>
<td valign="top" align="center">10 (34.5)</td>
</tr>
<tr>
<td valign="top" align="left" colspan="2">Child health-related issues</td>
</tr>
<tr>
<td valign="top" align="left">(Suspected) asthma</td>
<td valign="top" align="center">3 (10.3)</td>
</tr>
<tr>
<td valign="top" align="left">Progressive hearing loss</td>
<td valign="top" align="center">1 (3.4)</td>
</tr>
<tr>
<td valign="top" align="left">Blount&#x0027;s disease</td>
<td valign="top" align="center">1 (3.4)</td>
</tr>
<tr>
<td valign="top" align="left">Cow milk allergy</td>
<td valign="top" align="center">1 (3.4)</td>
</tr>
<tr>
<td valign="top" align="left">Hemangioma lip</td>
<td valign="top" align="center">1 (3.4)</td>
</tr>
<tr>
<td valign="top" align="left">Occupational therapy observation</td>
<td valign="top" align="center">3 (10.3)</td>
</tr>
<tr>
<td valign="top" align="left">Migraine</td>
<td valign="top" align="center">1 (3.4)</td>
</tr>
<tr>
<td valign="top" align="left">Hip dysplasia</td>
<td valign="top" align="center">1 (3.4)</td>
</tr>
<tr>
<td valign="top" align="left">Hydronephrosis</td>
<td valign="top" align="center">1 (3.4)</td>
</tr>
<tr>
<td valign="top" align="left">Large tonsils</td>
<td valign="top" align="center">1 (3.4)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s4" sec-type="discussion"><title>Discussion</title>
<p>The essential role of estradiol in pregnancy has been known for many decades; however, the impact of low estradiol levels in pregnancy outcome has had relatively little investigation. In this retrospective analysis in pregnancies of women who attended the NeoFertility clinic, Dublin for subfertility or pregnancy complications in 2009&#x2013;2017, we found that DHEA supplementation was very effective in increasing low serum estradiol levels, more so than direct estradiol supplementation. We also found that the percentage of miscarriages in the DHEA supplemented groups was significantly lower as compared to similar patients who did not receive DHEA or estradiol. No apparent difference in percentage of babies with low birth weight, preterm deliveries or small/large for gestational age babies were found. A clinical follow-up questionnaire to mothers about the children of the DHEA supplemented pregnancies did not reveal any apparent increase in health concerns or sexual morphology, although the number of children studied is small.</p>
<sec id="s4a"><title>Miscarriage coincides with low estradiol levels</title>
<p>Miscarriage is estimated to occur in up to 30&#x0025; of pregnancies, depending on the population, with about half of these occurring within the first weeks after conception (<xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B29">29</xref>). Although genetic aberrations are thought to cause around 50&#x0025; of miscarriages in the first trimester (<xref ref-type="bibr" rid="B30">30</xref>, <xref ref-type="bibr" rid="B31">31</xref>), the underlying cause in the majority of miscarriages is mostly not identified (<xref ref-type="bibr" rid="B32">32</xref>). It is critical to further identify the pathophysiological mechanisms to ultimately provide treatment, especially for women with recurrent miscarriage. In 1991, Check et al. demonstrated a strong correlation between pregnancy outcome and serum estradiol levels (<xref ref-type="bibr" rid="B11">11</xref>). Low estradiol would strongly indicate a deficiency in steroid production due to a lack of LH stimulation, or cellular response to LH during early pregnancy. It could also indicate a deficiency of the fetal adrenal-placenta unit during and after the transition to placental production of estradiol at 8&#x2013;10 weeks. Supplementation of progesterone, is a more common method of treating presumptive corpus luteum deficiency in early pregnancy to reduce the risk of miscarriage (<xref ref-type="bibr" rid="B33">33</xref>) and 86&#x0025;&#x2013;92&#x0025; of the patients in this study were supplemented, with no differences between the three treatment groups (<xref ref-type="table" rid="T3">Table&#x00A0;2</xref>).</p>
</sec>
<sec id="s4b"><title>Serum estradiol levels in healthy full-term pregnancies</title>
<p>Several older studies demonstrated a rise in serum estradiol after conception followed by further increases until delivery (<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B34">34</xref>, <xref ref-type="bibr" rid="B35">35</xref>). These studies used radioimmunoassay to determine estradiol, while currently serum estradiol is mostly measured by non-radioisotope labelled immunoassays or liquid chromatography/tandem mass spectrometry-based methods (<xref ref-type="bibr" rid="B36">36</xref>, <xref ref-type="bibr" rid="B37">37</xref>, <xref ref-type="bibr" rid="B38">38</xref>). The latter methods have also been used to determine serum estradiol in healthy pregnancies (<xref ref-type="bibr" rid="B39">39</xref>, <xref ref-type="bibr" rid="B40">40</xref>). The estradiol assays in this study were conducted at different clinical laboratories across Ireland, introducing an unknown level of between-lab variation. Thus, the reference levels used for this analysis cannot be directly compared to other laboratories and settings.</p>
</sec>
<sec id="s4c"><title>DHEA supplementation rapidly increases serum estradiol levels</title>
<p>Among women with low serum estradiol levels in early pregnancy, the mean relative serum estradiol level increased from 33.2&#x0025; to 90.2&#x0025; (<italic>p</italic>&#x2009;&#x003C;&#x2009;0.0001), after supplementation with DHEA.</p>
</sec>
<sec id="s4d"><title>Association of supplementation with reduced number of miscarriages</title>
<p>Among women with low serum estradiol in early pregnancy and no supplementation, the incidence of miscarriage was 45.5&#x0025;, as compared to 21.2&#x0025;, and 17.5&#x0025; for patients supplemented with estradiol and DHEA, respectively. In multivariable models, adjusting for the use of low dose naltrexone and prednisolone (other medications that differed between the treatment groups), and/or for women&#x0027;s age, prior miscarriage, and prior live birth, there was a consistent reduced odds (0.19&#x2013;0.33) of miscarriage with the supplementation of DHEA or estradiol, although only some of the models had effect estimates that were statistically significant. There might be an improved outcome when supplementation is started very early in pregnancy, or prior to pregnancy. A previous study demonstrated that prolonged DHEA supplementation before pregnancy increased the number of spontaneous pregnancies in couples who were preparing for IVF (<xref ref-type="bibr" rid="B21">21</xref>). Another prior study across two centers found that women with diminished ovarian reserve who were supplemented with DHEA for up to two months prior to IVF treatment had an unexpectedly low rate of miscarriage (about 15&#x0025;) (<xref ref-type="bibr" rid="B41">41</xref>).</p>
</sec>
<sec id="s4e"><title>Possible mechanisms of action</title>
<p>Together with progesterone, estradiol is essential for remodeling of the uterus to facilitate embryo implantation and placentation, also known as decidualization (<xref ref-type="bibr" rid="B42">42</xref>). Furthermore, estradiol stimulates the proliferative phase of endometrium, has vasodilation effects and is important for angiogenesis and therefore neovascularization (<xref ref-type="bibr" rid="B43">43</xref>&#x2013;<xref ref-type="bibr" rid="B45">45</xref>), which is crucial to ensure transport of oxygen and nutrients to the growing fetus.</p>
<p>It is believed that DHEA primarily functions as a steroid precursor for the production of androgens and estrogens (<xref ref-type="bibr" rid="B20">20</xref>). During the luteal phase of the cycle and the first 10 weeks of pregnancy, most of the progesterone and estradiol are produced by the corpus luteum (<xref ref-type="bibr" rid="B46">46</xref>). Therefore, DHEA supplementation is most likely being utilized by the luteinized theca and/or granulosa cells for this steroid production. We cannot rule out peripheral and or adrenal utilization however, especially when ovarian function is deficient, as is for example the case in post-menopausal women (<xref ref-type="bibr" rid="B20">20</xref>). After 10 weeks of gestation, it is the placenta that utilizes DHEA to make estrogen, as discussed below.</p>
</sec>
<sec id="s4f"><title>Safety concerns</title>
<p>A potential risk of estradiol supplementation is the potential development of thrombosis (<xref ref-type="bibr" rid="B47">47</xref>, <xref ref-type="bibr" rid="B48">48</xref>), which could also negatively affect placental development (<xref ref-type="bibr" rid="B49">49</xref>, <xref ref-type="bibr" rid="B50">50</xref>). This concern coupled with the fact that estradiol supplementation was less effective leads to a preference for the use of DHEA during pregnancy.</p>
<p>There is no literature available on prolonged DHEA supplementation in pregnancy. Nonetheless, there are various studies regarding long-term DHEA supplementation prior to IVF to improve pregnancy outcome (<xref ref-type="bibr" rid="B21">21</xref>, <xref ref-type="bibr" rid="B51">51</xref>). In most of these studies 25 milligrams of DHEA was taken three times daily by mouth for up to six months (<xref ref-type="bibr" rid="B51">51</xref>&#x2013;<xref ref-type="bibr" rid="B53">53</xref>). DHEA supplementation was associated with a decreased number of miscarriages (<xref ref-type="bibr" rid="B51">51</xref>, <xref ref-type="bibr" rid="B53">53</xref>). Serum DHEA or estradiol levels were not measured in any of these studies (<xref ref-type="bibr" rid="B51">51</xref>). The side effects with these dosages were minimal; however, those reported, like hair loss, oily skin and acne vulgaris, are related to its androgenic effects (<xref ref-type="bibr" rid="B51">51</xref>). In postmenopausal women oral supplementation of 50&#x2005;mg DHEA per day for 52 weeks was found to be safe (<xref ref-type="bibr" rid="B54">54</xref>). There are no published data regarding prolonged DHEA supplementation during pregnancy.</p>
<p>At the NeoFertility clinic serum estradiol was carefully monitored during pregnancy and DHEA was only supplemented with low serum estradiol levels. As DHEA supplementation in this study was restricted to woman with low serum estradiol levels and never exceeded 50&#x2005;mg/day, we believe that abnormally high serum androgen levels and severe side effects are unlikely. However, androgen levels were not measured in this study. An increase of androgen blood levels could impact fetal development, particular for female fetuses.</p>
<p>The luteal to placenta shift in synthesis of estradiol is completed around 8&#x2013;10 weeks of gestation (<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B55">55</xref>). However, the placenta can only make estrogen if there are sufficient levels of DHEA for enzymatic conversion. The DHEA for estrogen production comes from a combination of maternal and fetal sources, with the fetal adrenal gland becoming predominant around 10 weeks of gestation (<xref ref-type="bibr" rid="B55">55</xref>). Furthermore, the production of DHEA by the fetal adrenal gland is tightly regulated (<xref ref-type="bibr" rid="B55">55</xref>, <xref ref-type="bibr" rid="B56">56</xref>), therefore it is very likely that an increased maternal source of DHEA would reduce production by the fetal adrenal gland, preventing excess androgenization. In our long-term survey on children from DHEA-supplemented pregnancies, no sexual abnormalities were reported. In future studies, measurement of fetal androgens and the anogenital distance at birth would be valuable for addressing this potential concern.</p>
<p>Any drug or supplement used during pregnancy should be highly scrutinized to prevent harm to the developing fetus. An infamous example of this is the use of Diethylstilbestrol (DES) for the prevention of miscarriage and premature delivery from 1938 to 1971 (<xref ref-type="bibr" rid="B57">57</xref>). Diethylstilbestrol was also a form of estrogen supplementation, but it is a synthetic nonsteroidal estrogen which has a modified chemical structure and 3&#x2013;4 times higher affinity for the estrogen receptor (<xref ref-type="bibr" rid="B57">57</xref>). This difference is likely the reason it was classified as carcinogenic to humans in 2000 (<xref ref-type="bibr" rid="B57">57</xref>) and is no longer in use. This is contrasted by DHEA which is bio-identical, itself considered a weak hormone and a physiologic requirement during pregnancy which is tightly regulated.</p>
</sec>
<sec id="s4g"><title>Study limitations</title>
<p>Our observations of the link between DHEA supplementation and estradiol levels were made in a clinical setting and were not found in previously published literature. A major limitation of this study, however, is its retrospective nature, and relatively small number of pregnancies treated with DHEA. The assignment of treatment was not randomized but was changed over time periods of the clinical operations based on clinical data and symptomatology. Although the treatment groups had similar clinical characteristics, the potential for other unmeasured confounding factors exist. Other temporal trends in treatment (as noted in <xref ref-type="table" rid="T3">Table&#x00A0;2</xref>) may have contributed to differences in outcome for the patients who were treated with DHEA. Randomized, controlled studies are needed to confirm our observations and to further assess for adverse effects. All patients in this study were being evaluated and treated for subfertility and/or history of pregnancy loss andthese results may not necessarily apply to other types of patients.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions"><title>Conclusions</title>
<p>In conclusion, our results support prior work that low serum estradiol in early pregnancy is associated with miscarriage, demonstrate that DHEA supplementation increases serum estradiol levels in women who have low estradiol levels during early pregnancy, and suggest that administering DHEA has the potential to reduce the miscarriage rate in pregnancies with low serum estradiol levels. While reducing miscarriage is the purpose of our treatment, the multi-factorial nature of miscarriage makes it difficult to measure definitively an association with one treatment or biomarker in a clinical setting. However, low estradiol levels are an easily measurable biomarker that can be potentially treated, and should be further validated as a routine test and target of therapy for recurrent miscarriage.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability"><title>Data availability statement</title>
<p>The datasets presented in this article are not readily available because data were assembled from private medical records and are not publicly available. Data will be made available to the editors of the journal or query if necessary upon request. Requests to access the datasets should be directed to Phil <email>Boyle phil.boyle@neofertility.ie</email>. Data regarding any of the subjects in the study has not been previously published unless specified. Data will be made available to the editors of the journal for review or query upon request.</p>
</sec>
<sec id="s7" sec-type="ethics-statement"><title>Ethics statement</title>
<p>The studies involving humans were approved by Beacon Hospital Research Ethics Committee and the University of Utah Institutional Review Board. The studies were conducted in accordance with the local legislation and institutional requirements. The ethics committee/institutional review board waived the requirement of written informed consent for participation from the participants or the participants&#x2019; legal guardians/next of kin because this was a retrospective analysis of data abstracted from the existing medical records, anonymized with unique identifiers.</p>
</sec>
<sec id="s8" sec-type="author-contributions"><title>Author contributions</title>
<p>PB: Conceptualization, Data curation, Funding acquisition, Investigation, Methodology, Project administration, Resources, Supervision, Validation, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. KA: Conceptualization, Data curation, Formal Analysis, Methodology, Validation, Writing &#x2013; review &#x0026; editing. SV: Conceptualization, Validation, Writing &#x2013; review &#x0026; editing. SN: Data curation, Formal Analysis, Writing &#x2013; review &#x0026; editing. TG: Conceptualization, Data curation, Formal Analysis, Validation, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. CT: Conceptualization, Project administration, Writing &#x2013; review &#x0026; editing. JS: Conceptualization, Data curation, Formal Analysis, Methodology, Supervision, Validation, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec id="s9" sec-type="funding-information"><title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article.</p>
<p>Funding for this study was provided through the Institute for Restorative Reproductive Medicine in America (IRRMA).</p>
</sec>
<ack><title>Acknowledgments</title>
<p>We thank Linda O&#x0027;Neill (NeoFertility Clinic, Dublin, Ireland) for administrative assistance.</p>
</ack>
<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="disclaimer"><title>Publisher&#x0027;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ref-list><title>References</title>
<ref id="B1"><label>1.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Quenby</surname><given-names>S</given-names></name><name><surname>Gallos</surname><given-names>ID</given-names></name><name><surname>Dhillon-Smith</surname><given-names>RK</given-names></name><name><surname>Podesek</surname><given-names>M</given-names></name><name><surname>Stephenson</surname><given-names>MD</given-names></name><name><surname>Fisher</surname><given-names>J</given-names></name><etal/></person-group> <article-title>Miscarriage matters: the epidemiological, physical, psychological, and economic costs of early pregnancy loss</article-title>. <source>Lancet</source>. (<year>2021</year>) <volume>397</volume>(<issue>10285</issue>):<fpage>1658</fpage>&#x2013;<lpage>67</lpage>. <pub-id pub-id-type="doi">10.1016/S0140-6736(21)00682-6</pub-id><pub-id pub-id-type="pmid">33915094</pub-id></citation></ref>
<ref id="B2"><label>2.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pinar</surname><given-names>MH</given-names></name><name><surname>Gibbins</surname><given-names>K</given-names></name><name><surname>He</surname><given-names>M</given-names></name><name><surname>Kostadinov</surname><given-names>S</given-names></name><name><surname>Silver</surname><given-names>R</given-names></name></person-group>. <article-title>Early pregnancy losses: review of nomenclature, histopathology, and possible etiologies</article-title>. <source>Fetal Pediatr Pathol</source>. (<year>2018</year>) <volume>37</volume>(<issue>3</issue>):<fpage>191</fpage>&#x2013;<lpage>209</lpage>. <pub-id pub-id-type="doi">10.1080/15513815.2018.1455775</pub-id><pub-id pub-id-type="pmid">29737906</pub-id></citation></ref>
<ref id="B3"><label>3.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sharma</surname><given-names>D</given-names></name><name><surname>Sharma</surname><given-names>P</given-names></name><name><surname>Shastri</surname><given-names>S</given-names></name></person-group>. <article-title>Genetic, metabolic and endocrine aspect of intrauterine growth restriction: an update</article-title>. <source>J. Matern. Fetal Neonatal Med</source>. (<year>2017</year>) <volume>30</volume>(<issue>19</issue>):<fpage>2263</fpage>&#x2013;<lpage>75</lpage>. <pub-id pub-id-type="doi">10.1080/14767058.2016.1245285</pub-id><pub-id pub-id-type="pmid">27718783</pub-id></citation></ref>
<ref id="B4"><label>4.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Simpson</surname><given-names>E</given-names></name><name><surname>Santen</surname><given-names>RJ</given-names></name></person-group>. <article-title>Celebrating 75 years of oestradiol</article-title>. <source>J Mol Endocrinol</source>. (<year>2015</year>) <volume>55</volume>(<issue>3</issue>):<fpage>T1</fpage>&#x2013;<lpage>20</lpage>. <pub-id pub-id-type="doi">10.1530/JME-15-0128</pub-id><pub-id pub-id-type="pmid">26438567</pub-id></citation></ref>
<ref id="B5"><label>5.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Das</surname><given-names>A</given-names></name><name><surname>Mantena</surname><given-names>SR</given-names></name><name><surname>Kannan</surname><given-names>A</given-names></name><name><surname>Evans</surname><given-names>DB</given-names></name><name><surname>Bagchi</surname><given-names>MK</given-names></name><name><surname>Bagchi</surname><given-names>IC</given-names></name></person-group>. <article-title>De novo synthesis of estrogen in pregnant uterus is critical for stromal decidualization and angiogenesis</article-title>. <source>Proc Natl Acad Sci U S A</source>. (<year>2009</year>) <volume>106</volume>(<issue>30</issue>):<fpage>12542</fpage>&#x2013;<lpage>7</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.0901647106</pub-id><pub-id pub-id-type="pmid">19620711</pub-id></citation></ref>
<ref id="B6"><label>6.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Albrecht</surname><given-names>ED</given-names></name><name><surname>Aberdeen</surname><given-names>GW</given-names></name><name><surname>Pepe</surname><given-names>GJ</given-names></name></person-group>. <article-title>The role of estrogen in the maintenance of primate pregnancy</article-title>. <source>Am J Obstet Gynecol</source>. (<year>2000</year>) <volume>182</volume>(<issue>2</issue>):<fpage>432</fpage>&#x2013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1016/S0002-9378(00)70235-3</pub-id><pub-id pub-id-type="pmid">10694348</pub-id></citation></ref>
<ref id="B7"><label>7.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Behroozi-Lak</surname><given-names>T</given-names></name><name><surname>Derakhshan-Aydenloo</surname><given-names>S</given-names></name><name><surname>Broomand</surname><given-names>F</given-names></name></person-group>. <article-title>Evaluation of effect of letrozole prior to misoprostol in comparison with misoprostol alone in success rate of induced abortion</article-title>. <source>J Gynecol Obstet Hum Reprod</source>. (<year>2018</year>) <volume>47</volume>(<issue>3</issue>):<fpage>113</fpage>&#x2013;<lpage>7</lpage>. <pub-id pub-id-type="doi">10.1016/j.jogoh.2017.11.002</pub-id><pub-id pub-id-type="pmid">29122709</pub-id></citation></ref>
<ref id="B8"><label>8.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Stewart</surname><given-names>DR</given-names></name><name><surname>Overstreet</surname><given-names>JW</given-names></name><name><surname>Nakajima</surname><given-names>ST</given-names></name><name><surname>Lasley</surname><given-names>BL</given-names></name></person-group>. <article-title>Enhanced ovarian steroid secretion before implantation in early human pregnancy</article-title>. <source>J Clin Endocrinol Metab</source>. (<year>1993</year>) <volume>76</volume>(<issue>6</issue>):<fpage>1470</fpage>&#x2013;<lpage>6</lpage>. <pub-id pub-id-type="doi">10.1210/jcem.76.6.8501152</pub-id><pub-id pub-id-type="pmid">8501152</pub-id></citation></ref>
<ref id="B9"><label>9.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Berkane</surname><given-names>N</given-names></name><name><surname>Liere</surname><given-names>P</given-names></name><name><surname>Oudinet</surname><given-names>JP</given-names></name><name><surname>Hertig</surname><given-names>A</given-names></name><name><surname>Lefevre</surname><given-names>G</given-names></name><name><surname>Pluchino</surname><given-names>N</given-names></name><etal/></person-group> <article-title>From pregnancy to preeclampsia: a key role for estrogens</article-title>. <source>Endocr Rev</source>. (<year>2017</year>) <volume>38</volume>(<issue>2</issue>):<fpage>123</fpage>&#x2013;<lpage>44</lpage>. <pub-id pub-id-type="doi">10.1210/er.2016-1065</pub-id><pub-id pub-id-type="pmid">28323944</pub-id></citation></ref>
<ref id="B10"><label>10.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Devoto</surname><given-names>L</given-names></name><name><surname>Henriquez</surname><given-names>S</given-names></name><name><surname>Kohen</surname><given-names>P</given-names></name><name><surname>Strauss</surname><given-names>JF</given-names><suffix>III</suffix></name></person-group>. <article-title>The significance of estradiol metabolites in human corpus luteum physiology</article-title>. <source>Steroids</source>. (<year>2017</year>) <volume>123</volume>:<fpage>50</fpage>&#x2013;<lpage>4</lpage>. <pub-id pub-id-type="doi">10.1016/j.steroids.2017.05.002</pub-id><pub-id pub-id-type="pmid">28502859</pub-id></citation></ref>
<ref id="B11"><label>11.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Check</surname><given-names>JH</given-names></name><name><surname>Lurie</surname><given-names>D</given-names></name><name><surname>Davies</surname><given-names>E</given-names></name><name><surname>Vetter</surname><given-names>B</given-names></name></person-group>. <article-title>Comparison of first trimester serum estradiol levels in aborters versus nonaborters during maintenance of normal progesterone levels</article-title>. <source>Gynecol Obstet Invest</source>. (<year>1992</year>) <volume>34</volume>(<issue>4</issue>):<fpage>206</fpage>&#x2013;<lpage>10</lpage>. <pub-id pub-id-type="doi">10.1159/000292762</pub-id><pub-id pub-id-type="pmid">1487177</pub-id></citation></ref>
<ref id="B12"><label>12.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Deng</surname><given-names>D</given-names></name><name><surname>Sun</surname><given-names>R</given-names></name><name><surname>Du</surname><given-names>J</given-names></name><name><surname>Wu</surname><given-names>X</given-names></name><name><surname>Ma</surname><given-names>L</given-names></name><name><surname>Wang</surname><given-names>M</given-names></name><etal/></person-group> <article-title>Prediction of miscarriage in first trimester by serum estradiol, progesterone and beta-human chorionic gonadotropin within 9 weeks of gestation</article-title>. <source>BMC Pregnancy Childbirth</source>. (<year>2022</year>) <volume>22</volume>(<issue>112</issue>):<fpage>1</fpage>&#x2013;<lpage>11</lpage>. <pub-id pub-id-type="doi">10.1186/s12884-021-04158-w</pub-id><pub-id pub-id-type="pmid">34979996</pub-id></citation></ref>
<ref id="B13"><label>13.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wan</surname><given-names>J</given-names></name><name><surname>Hu</surname><given-names>Z</given-names></name><name><surname>Zeng</surname><given-names>K</given-names></name><name><surname>Yin</surname><given-names>Y</given-names></name><name><surname>Zhao</surname><given-names>M</given-names></name><name><surname>Chen</surname><given-names>M</given-names></name><etal/></person-group> <article-title>The reduction in circulating levels of estrogen and progesterone in women with preeclampsia</article-title>. <source>Pregnancy Hypertens</source>. (<year>2018</year>) <volume>11</volume>:<fpage>18</fpage>&#x2013;<lpage>25</lpage>. <pub-id pub-id-type="doi">10.1016/j.preghy.2017.12.003</pub-id><pub-id pub-id-type="pmid">29523268</pub-id></citation></ref>
<ref id="B14"><label>14.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jobe</surname><given-names>SO</given-names></name><name><surname>Tyler</surname><given-names>CT</given-names></name><name><surname>Magness</surname><given-names>RR</given-names></name></person-group>. <article-title>Aberrant synthesis, metabolism, and plasma accumulation of circulating estrogens and estrogen metabolites in preeclampsia implications for vascular dysfunction</article-title>. <source>Hypertension</source>. (<year>2013</year>) <volume>61</volume>(<issue>2</issue>):<fpage>480</fpage>&#x2013;<lpage>7</lpage>. <pub-id pub-id-type="doi">10.1161/HYPERTENSIONAHA.111.201624</pub-id><pub-id pub-id-type="pmid">23319542</pub-id></citation></ref>
<ref id="B15"><label>15.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hertig</surname><given-names>A</given-names></name><name><surname>Liere</surname><given-names>P</given-names></name><name><surname>Chabbert-Buffet</surname><given-names>N</given-names></name><name><surname>Fort</surname><given-names>J</given-names></name><name><surname>Pianos</surname><given-names>A</given-names></name><name><surname>Eychenne</surname><given-names>B</given-names></name><etal/></person-group> <article-title>Steroid profiling in preeclamptic women: evidence for aromatase deficiency</article-title>. <source>Am J Obstet Gynecol</source>. (<year>2010</year>) <volume>203</volume>(<issue>5</issue>):<fpage>477.e1</fpage>&#x2013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.1016/j.ajog.2010.06.011</pub-id><pub-id pub-id-type="pmid">20691412</pub-id></citation></ref>
<ref id="B16"><label>16.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Anelli</surname><given-names>GM</given-names></name><name><surname>Mando</surname><given-names>C</given-names></name><name><surname>Letizia</surname><given-names>T</given-names></name><name><surname>Mazzocco</surname><given-names>MI</given-names></name><name><surname>Novielli</surname><given-names>C</given-names></name><name><surname>Lisso</surname><given-names>F</given-names></name><etal/></person-group> <article-title>Placental ESRRG-CYP19A1 expressions and circulating 17-beta estradiol in IUGR pregnancies</article-title>. <source>Front Pediatr</source>. (<year>2019</year>) <volume>7</volume>:<fpage>154</fpage>. <pub-id pub-id-type="doi">10.3389/fped.2019.00154</pub-id><pub-id pub-id-type="pmid">31069202</pub-id></citation></ref>
<ref id="B17"><label>17.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Salas</surname><given-names>SP</given-names></name><name><surname>Marshall</surname><given-names>G</given-names></name><name><surname>Gutierrez</surname><given-names>BL</given-names></name><name><surname>Rosso</surname><given-names>P</given-names></name></person-group>. <article-title>Time course of maternal plasma volume and hormonal changes in women with preeclampsia or fetal growth restriction</article-title>. <source>Hypertension</source>. (<year>2006</year>) <volume>47</volume>(<issue>2</issue>):<fpage>203</fpage>&#x2013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1161/01.HYP.0000200042.64517.19</pub-id><pub-id pub-id-type="pmid">16380519</pub-id></citation></ref>
<ref id="B18"><label>18.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Berkane</surname><given-names>N</given-names></name><name><surname>Liere</surname><given-names>P</given-names></name><name><surname>Lefevre</surname><given-names>G</given-names></name><name><surname>Alfaidy</surname><given-names>N</given-names></name><name><surname>Nahed</surname><given-names>RA</given-names></name><name><surname>Vincent</surname><given-names>J</given-names></name><etal/></person-group> <article-title>Abnormal steroidogenesis and aromatase activity in preeclampsia</article-title>. <source>Placenta</source>. (<year>2018</year>) <volume>69</volume>:<fpage>40</fpage>&#x2013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.1016/j.placenta.2018.07.004</pub-id><pub-id pub-id-type="pmid">30213483</pub-id></citation></ref>
<ref id="B19"><label>19.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tang</surname><given-names>J</given-names></name><name><surname>Chen</surname><given-names>LR</given-names></name><name><surname>Chen</surname><given-names>KH</given-names></name></person-group>. <article-title>The utilization of dehydroepiandrosterone as a sexual hormone precursor in premenopausal and postmenopausal women: an overview</article-title>. <source>Pharmaceuticals (Basel, Switzerland)</source>. (<year>2021</year>) <volume>15</volume>(<issue>1</issue>):<fpage>1</fpage>&#x2013;<lpage>22</lpage>. <pub-id pub-id-type="doi">10.3390/ph15010046</pub-id><pub-id pub-id-type="pmid">35056059</pub-id></citation></ref>
<ref id="B20"><label>20.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhu</surname><given-names>Y</given-names></name><name><surname>Qiu</surname><given-names>L</given-names></name><name><surname>Jiang</surname><given-names>F</given-names></name><name><surname>G&#x0103;man</surname><given-names>MA</given-names></name><name><surname>Abudoraehem</surname><given-names>OS</given-names></name><name><surname>Okunade</surname><given-names>KS</given-names></name><etal/></person-group> <article-title>The effect of dehydroepiandrosterone (DHEA) supplementation on estradiol levels in women: a dose-response and meta-analysis of randomized clinical trials</article-title>. <source>Steroids</source>. (<year>2021</year>) <volume>173</volume>:<fpage>108889</fpage>. <pub-id pub-id-type="doi">10.1016/j.steroids.2021.108889</pub-id><pub-id pub-id-type="pmid">34246664</pub-id></citation></ref>
<ref id="B21"><label>21.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fusi</surname><given-names>FM</given-names></name><name><surname>Ferrario</surname><given-names>M</given-names></name><name><surname>Bosisio</surname><given-names>C</given-names></name><name><surname>Arnoldi</surname><given-names>M</given-names></name><name><surname>Zanga</surname><given-names>L</given-names></name></person-group>. <article-title>DHEA supplementation positively affects spontaneous pregnancies in women with diminished ovarian function</article-title>. <source>Gynecol. Endocrinol</source>. (<year>2013</year>) <volume>29</volume>(<issue>10</issue>):<fpage>940</fpage>&#x2013;<lpage>3</lpage>. <pub-id pub-id-type="doi">10.3109/09513590.2013.819087</pub-id><pub-id pub-id-type="pmid">23889217</pub-id></citation></ref>
<ref id="B22"><label>22.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tagawa</surname><given-names>N</given-names></name><name><surname>Hidaka</surname><given-names>Y</given-names></name><name><surname>Takano</surname><given-names>T</given-names></name><name><surname>Shimaoka</surname><given-names>Y</given-names></name><name><surname>Kobayashi</surname><given-names>Y</given-names></name><name><surname>Amino</surname><given-names>N</given-names></name></person-group>. <article-title>Serum concentrations of dehydroepiandrosterone and dehydroepiandrosterone sulfate and their relation to cytokine production during and after normal pregnancy</article-title>. <source>Clin Chim Acta</source>. (<year>2004</year>) <volume>340</volume>(<issue>1&#x2013;2</issue>):<fpage>187</fpage>&#x2013;<lpage>93</lpage>. <pub-id pub-id-type="doi">10.1016/j.cccn.2003.10.018</pub-id><pub-id pub-id-type="pmid">14734211</pub-id></citation></ref>
<ref id="B23"><label>23.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Stanford</surname><given-names>JB</given-names></name><name><surname>Parnell</surname><given-names>TA</given-names></name><name><surname>Boyle</surname><given-names>PC</given-names></name></person-group>. <article-title>Outcomes from treatment of infertility with natural procreative technology in an Irish general practice</article-title>. <source>J Am Board Fam Med</source>. (<year>2008</year>) <volume>21</volume>(<issue>5</issue>):<fpage>375</fpage>&#x2013;<lpage>84</lpage>. <pub-id pub-id-type="doi">10.3122/jabfm.2008.05.070239</pub-id><pub-id pub-id-type="pmid">18772291</pub-id></citation></ref>
<ref id="B24"><label>24.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Stanford</surname><given-names>JB</given-names></name><name><surname>Parnell</surname><given-names>T</given-names></name><name><surname>Kantor</surname><given-names>K</given-names></name><name><surname>Reeder</surname><given-names>MR</given-names></name><name><surname>Najmabadi</surname><given-names>S</given-names></name><name><surname>Johnson</surname><given-names>K</given-names></name><etal/></person-group> <article-title>International natural procreative technology evaluation and surveillance of treatment for subfertility (iNEST): enrollment and methods</article-title>. <source>Hum Reprod Open</source>. (<year>2022</year>) <volume>2022</volume>(<issue>3</issue>):<fpage>hoac033</fpage>. <pub-id pub-id-type="doi">10.1093/hropen/hoac033</pub-id><pub-id pub-id-type="pmid">35974874</pub-id></citation></ref>
<ref id="B25"><label>25.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fehring</surname><given-names>RJ</given-names></name></person-group>. <article-title>Accuracy of the peak day of cervical mucus as a biological marker of fertility</article-title>. <source>Contraception</source>. (<year>2002</year>) <volume>66</volume>(<issue>4</issue>):<fpage>231</fpage>&#x2013;<lpage>5</lpage>. <pub-id pub-id-type="doi">10.1016/S0010-7824(02)00355-4</pub-id><pub-id pub-id-type="pmid">12413617</pub-id></citation></ref>
<ref id="B26"><label>26.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Stanford</surname><given-names>JB</given-names></name><name><surname>Schliep</surname><given-names>KC</given-names></name><name><surname>Chang</surname><given-names>CP</given-names></name><name><surname>O&#x2019;Sullivan</surname><given-names>JP</given-names></name><name><surname>Porucznik</surname><given-names>CA</given-names></name></person-group>. <article-title>Comparison of woman-picked, expert-picked, and computer-picked peak day of cervical mucus with blinded urine luteinising hormone surge for concurrent identification of ovulation</article-title>. <source>Paediatr Perinat Epidemiol</source>. (<year>2020</year>) <volume>34</volume>(<issue>2</issue>):<fpage>105</fpage>&#x2013;<lpage>13</lpage>. <pub-id pub-id-type="doi">10.1111/ppe.12642</pub-id><pub-id pub-id-type="pmid">32101336</pub-id></citation></ref>
<ref id="B27"><label>27.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Villar</surname><given-names>J</given-names></name><name><surname>Cheikh Ismail</surname><given-names>L</given-names></name><name><surname>Victora</surname><given-names>CG</given-names></name><name><surname>Ohuma</surname><given-names>EO</given-names></name><name><surname>Bertino</surname><given-names>E</given-names></name><name><surname>Altman</surname><given-names>DG</given-names></name><etal/></person-group> <article-title>International standards for newborn weight, length, and head circumference by gestational age and sex: the newborn cross-sectional study of the INTERGROWTH-21st project</article-title>. <source>Lancet</source>. (<year>2014</year>) <volume>384</volume>(<issue>9946</issue>):<fpage>857</fpage>&#x2013;<lpage>68</lpage>. <pub-id pub-id-type="doi">10.1016/S0140-6736(14)60932-6</pub-id><pub-id pub-id-type="pmid">25209487</pub-id></citation></ref>
<ref id="B28"><label>28.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wilcox</surname><given-names>AJ</given-names></name><name><surname>Weinberg</surname><given-names>CR</given-names></name><name><surname>O&#x0027;Connor</surname><given-names>JF</given-names></name><name><surname>Baird</surname><given-names>DD</given-names></name><name><surname>Schlatterer</surname><given-names>JP</given-names></name><name><surname>Canfield</surname><given-names>RE</given-names></name><etal/></person-group> <article-title>Incidence of early loss of pregnancy</article-title>. <source>N Engl J Med</source>. (<year>1988</year>) <volume>319</volume>(<issue>4</issue>):<fpage>189</fpage>&#x2013;<lpage>94</lpage>. <pub-id pub-id-type="doi">10.1056/NEJM198807283190401</pub-id><pub-id pub-id-type="pmid">3393170</pub-id></citation></ref>
<ref id="B29"><label>29.</label><citation citation-type="book"><person-group person-group-type="author"><name><surname>Dugas</surname><given-names>C</given-names></name><name><surname>Slane</surname><given-names>VH</given-names></name></person-group>. <source>Miscarriage</source>. <publisher-loc>Treasure Island, FL</publisher-loc>: <publisher-name>StatPearls</publisher-name> (<year>2020</year>).</citation></ref>
<ref id="B30"><label>30.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Eiben</surname><given-names>B</given-names></name><name><surname>Bartels</surname><given-names>I</given-names></name><name><surname>B&#x00E4;hr-Porsch</surname><given-names>S</given-names></name><name><surname>Borgmann</surname><given-names>S</given-names></name><name><surname>Gatz</surname><given-names>G</given-names></name><name><surname>Gellert</surname><given-names>G</given-names></name><etal/></person-group> <article-title>Cytogenetic analysis of 750 spontaneous abortions with the direct-preparation method of chorionic villi and its implications for studying genetic causes of pregnancy wastage</article-title>. <source>Am J Hum Genet</source>. (<year>1990</year>) <volume>47</volume>(<issue>4</issue>):<fpage>656</fpage>&#x2013;<lpage>63</lpage>.<pub-id pub-id-type="pmid">2220806</pub-id></citation></ref>
<ref id="B31"><label>31.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Suzumori</surname><given-names>N</given-names></name><name><surname>Sugiura-Ogasawara</surname><given-names>M</given-names></name></person-group>. <article-title>Genetic factors as a cause of miscarriage</article-title>. <source>Curr Med Chem</source>. (<year>2010</year>) <volume>17</volume>(<issue>29</issue>):<fpage>3431</fpage>&#x2013;<lpage>7</lpage>. <pub-id pub-id-type="doi">10.2174/092986710793176302</pub-id><pub-id pub-id-type="pmid">20712563</pub-id></citation></ref>
<ref id="B32"><label>32.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Quintero-Ronderos</surname><given-names>P</given-names></name><name><surname>Mercier</surname><given-names>E</given-names></name><name><surname>Fukuda</surname><given-names>M</given-names></name><name><surname>Gonz&#x00E1;lez</surname><given-names>R</given-names></name><name><surname>Su&#x00E1;rez</surname><given-names>CF</given-names></name><name><surname>Patarroyo</surname><given-names>MA</given-names></name><etal/></person-group> <article-title>Novel genes and mutations in patients affected by recurrent pregnancy loss</article-title>. <source>PLoS One</source>. (<year>2017</year>) <volume>12</volume>(<issue>10</issue>):<fpage>e0186149</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0186149</pub-id><pub-id pub-id-type="pmid">29016666</pub-id></citation></ref>
<ref id="B33"><label>33.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Coomarasamy</surname><given-names>A</given-names></name><name><surname>Devall</surname><given-names>AJ</given-names></name><name><surname>Brosens</surname><given-names>JJ</given-names></name><name><surname>Quenby</surname><given-names>S</given-names></name><name><surname>Stephenson</surname><given-names>MD</given-names></name><name><surname>Sierra</surname><given-names>S</given-names></name><etal/></person-group> <article-title>Micronized vaginal progesterone to prevent miscarriage: a critical evaluation of randomized evidence</article-title>. <source>Am J Obstet Gynecol</source>. (<year>2020</year>) <volume>223</volume>(<issue>2</issue>):<fpage>167</fpage>&#x2013;<lpage>76</lpage>. <pub-id pub-id-type="doi">10.1016/j.ajog.2019.12.006</pub-id><pub-id pub-id-type="pmid">32008730</pub-id></citation></ref>
<ref id="B34"><label>34.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Berg</surname><given-names>FD</given-names></name><name><surname>Kuss</surname><given-names>E</given-names></name></person-group>. <article-title>Serum concentration and urinary excretion of &#x201C;classical&#x201D; estrogens, catecholestrogens and 2-methoxyestrogens in normal human pregnancy</article-title>. <source>Arch Gynecol Obstet</source>. (<year>1992</year>) <volume>251</volume>(<issue>1</issue>):<fpage>17</fpage>&#x2013;<lpage>27</lpage>. <pub-id pub-id-type="doi">10.1007/BF02718274</pub-id><pub-id pub-id-type="pmid">1312814</pub-id></citation></ref>
<ref id="B35"><label>35.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tulchinsky</surname><given-names>D</given-names></name><name><surname>Hobel</surname><given-names>CJ</given-names></name><name><surname>Yeager</surname><given-names>E</given-names></name><name><surname>Marshall</surname><given-names>JR</given-names></name></person-group>. <article-title>Plasma estrone, estradiol, estriol, progesterone, and 17-hydroxyprogesterone in human pregnancy. I. Normal pregnancy</article-title>. <source>Am J Obstet Gynecol</source>. (<year>1972</year>) <volume>112</volume>(<issue>8</issue>):<fpage>1095</fpage>&#x2013;<lpage>100</lpage>. <pub-id pub-id-type="doi">10.1016/0002-9378(72)90185-8</pub-id><pub-id pub-id-type="pmid">5025870</pub-id></citation></ref>
<ref id="B36"><label>36.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rosner</surname><given-names>W</given-names></name><name><surname>Hankinson</surname><given-names>SE</given-names></name><name><surname>Sluss</surname><given-names>PM</given-names></name><name><surname>Vesper</surname><given-names>HW</given-names></name><name><surname>Wierman</surname><given-names>ME</given-names></name></person-group>. <article-title>Challenges to the measurement of estradiol: an endocrine society position statement</article-title>. <source>J Clin Endocrinol Metab</source>. (<year>2013</year>) <volume>98</volume>(<issue>4</issue>):<fpage>1376</fpage>&#x2013;<lpage>87</lpage>. <pub-id pub-id-type="doi">10.1210/jc.2012-3780</pub-id><pub-id pub-id-type="pmid">23463657</pub-id></citation></ref>
<ref id="B37"><label>37.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Faupel-Badger</surname><given-names>JM</given-names></name><name><surname>Fuhrman</surname><given-names>BJ</given-names></name><name><surname>Xu</surname><given-names>X</given-names></name><name><surname>Falk</surname><given-names>RT</given-names></name><name><surname>Keefer</surname><given-names>LK</given-names></name><name><surname>Veenstra</surname><given-names>TD</given-names></name><etal/></person-group> <article-title>Comparison of liquid chromatography-tandem mass spectrometry, RIA, and ELISA methods for measurement of urinary estrogens</article-title>. <source>Cancer Epidemiol Biomarkers Prev</source>. (<year>2010</year>) <volume>19</volume>(<issue>1</issue>):<fpage>292</fpage>&#x2013;<lpage>300</lpage>. <pub-id pub-id-type="doi">10.1158/1055-9965.EPI-09-0643</pub-id><pub-id pub-id-type="pmid">20056650</pub-id></citation></ref>
<ref id="B38"><label>38.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Taylor</surname><given-names>AE</given-names></name><name><surname>Keevil</surname><given-names>B</given-names></name><name><surname>Huhtaniemi</surname><given-names>IT</given-names></name></person-group>. <article-title>Mass spectrometry and immunoassay: how to measure steroid hormones today and tomorrow</article-title>. <source>Eur J Endocrinol</source>. (<year>2015</year>) <volume>173</volume>(<issue>2</issue>):<fpage>D1</fpage>&#x2013;<lpage>12</lpage>. <pub-id pub-id-type="doi">10.1530/EJE-15-0338</pub-id></citation></ref>
<ref id="B39"><label>39.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Schock</surname><given-names>H</given-names></name><name><surname>Zeleniuch-Jacquotte</surname><given-names>A</given-names></name><name><surname>Lundin</surname><given-names>E</given-names></name><name><surname>Grankvist</surname><given-names>K</given-names></name><name><surname>Lakso</surname><given-names>H</given-names></name><name><surname>Idahl</surname><given-names>A</given-names></name><etal/></person-group> <article-title>Hormone concentrations throughout uncomplicated pregnancies: a longitudinal study</article-title>. <source>BMC Pregnancy Childbirth</source>. (<year>2016</year>) <volume>16</volume>(<issue>1</issue>):<fpage>146</fpage>. <pub-id pub-id-type="doi">10.1186/s12884-016-0937-5</pub-id><pub-id pub-id-type="pmid">27377060</pub-id></citation></ref>
<ref id="B40"><label>40.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Friis Petersen</surname><given-names>J</given-names></name><name><surname>Friis-Hansen</surname><given-names>LJ</given-names></name><name><surname>Jensen</surname><given-names>AK</given-names></name><name><surname>Nyboe Andersen</surname><given-names>A</given-names></name><name><surname>L&#x00F8;kkegaard</surname><given-names>ECL</given-names></name></person-group>. <article-title>Early pregnancy reference intervals; 29 serum analytes from 4 to 12 weeks&#x2019; gestation in naturally conceived and uncomplicated pregnancies resulting in live births</article-title>. <source>Clin Chem Lab Med</source>. (<year>2019</year>) <volume>57</volume>(<issue>12</issue>):<fpage>1956</fpage>&#x2013;<lpage>67</lpage>. <pub-id pub-id-type="doi">10.1515/cclm-2019-0495</pub-id><pub-id pub-id-type="pmid">31343977</pub-id></citation></ref>
<ref id="B41"><label>41.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gleicher</surname><given-names>N</given-names></name><name><surname>Ryan</surname><given-names>E</given-names></name><name><surname>Weghofer</surname><given-names>A</given-names></name><name><surname>Blanco-Mejia</surname><given-names>S</given-names></name><name><surname>Barad</surname><given-names>DH</given-names></name></person-group>. <article-title>Miscarriage rates after dehydroepiandrosterone (DHEA) supplementation in women with diminished ovarian reserve: a case control study</article-title>. <source>Reprod Biol Endocrinol</source>. (<year>2009</year>) <volume>7</volume>:<fpage>108</fpage>. <pub-id pub-id-type="doi">10.1186/1477-7827-7-108</pub-id><pub-id pub-id-type="pmid">19811650</pub-id></citation></ref>
<ref id="B42"><label>42.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Logan</surname><given-names>PC</given-names></name><name><surname>Steiner</surname><given-names>M</given-names></name><name><surname>Ponnampalam</surname><given-names>AP</given-names></name><name><surname>Mitchell</surname><given-names>MD</given-names></name></person-group>. <article-title>Cell cycle regulation of human endometrial stromal cells during decidualization</article-title>. <source>Reprod. Sci (Thousand Oaks, Calif)</source>. (<year>2012</year>) <volume>19</volume>(<issue>8</issue>):<fpage>883</fpage>&#x2013;<lpage>94</lpage>. <pub-id pub-id-type="doi">10.1177/1933719112438447</pub-id></citation></ref>
<ref id="B43"><label>43.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Corcoran</surname><given-names>JJ</given-names></name><name><surname>Nicholson</surname><given-names>C</given-names></name><name><surname>Sweeney</surname><given-names>M</given-names></name><name><surname>Charnock</surname><given-names>JC</given-names></name><name><surname>Robson</surname><given-names>SC</given-names></name><name><surname>Westwood</surname><given-names>M</given-names></name><etal/></person-group> <article-title>Human uterine and placental arteries exhibit tissue-specific acute responses to 17<italic>&#x03B2;</italic>-estradiol and estrogen-receptor-specific agonists</article-title>. <source>Mol Hum Reprod</source>. (<year>2014</year>) <volume>20</volume>(<issue>5</issue>):<fpage>433</fpage>&#x2013;<lpage>41</lpage>. <pub-id pub-id-type="doi">10.1093/molehr/gat095</pub-id><pub-id pub-id-type="pmid">24356876</pub-id></citation></ref>
<ref id="B44"><label>44.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhou</surname><given-names>K</given-names></name><name><surname>Gao</surname><given-names>Q</given-names></name><name><surname>Zheng</surname><given-names>S</given-names></name><name><surname>Pan</surname><given-names>S</given-names></name><name><surname>Li</surname><given-names>P</given-names></name><name><surname>Suo</surname><given-names>K</given-names></name><etal/></person-group> <article-title>17&#x03B2;-estradiol induces vasorelaxation by stimulating endothelial hydrogen sulfide release</article-title>. <source>Mol Hum Reprod</source>. (<year>2013</year>) <volume>19</volume>(<issue>3</issue>):<fpage>169</fpage>&#x2013;<lpage>76</lpage>. <pub-id pub-id-type="doi">10.1093/molehr/gas044</pub-id><pub-id pub-id-type="pmid">23041593</pub-id></citation></ref>
<ref id="B45"><label>45.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Morales</surname><given-names>DE</given-names></name><name><surname>McGowan</surname><given-names>KA</given-names></name><name><surname>Grant</surname><given-names>DS</given-names></name><name><surname>Maheshwari</surname><given-names>S</given-names></name><name><surname>Bhartiya</surname><given-names>D</given-names></name><name><surname>Cid</surname><given-names>MC</given-names></name><etal/></person-group> <article-title>Estrogen promotes angiogenic activity in human umbilical vein endothelial cells in vitro and in a murine model</article-title>. <source>Circulation</source>. (<year>1995</year>) <volume>91</volume>(<issue>3</issue>):<fpage>755</fpage>&#x2013;<lpage>63</lpage>. <pub-id pub-id-type="doi">10.1161/01.CIR.91.3.755</pub-id><pub-id pub-id-type="pmid">7530174</pub-id></citation></ref>
<ref id="B46"><label>46.</label><citation citation-type="book"><person-group person-group-type="author"><name><surname>Oliver</surname><given-names>R</given-names></name><name><surname>Pillarisetty</surname><given-names>LS</given-names></name></person-group>. <source>Anatomy, Abdomen and Pelvis, Ovary Corpus Luteum</source>. <publisher-loc>Treasure Island, FL</publisher-loc>: <publisher-name>StatPearls Publishing</publisher-name> (<year>2023</year>). <comment>Available at:</comment> <ext-link ext-link-type="uri" xlink:href="https://www.ncbi.nlm.nih.gov/books/NBK539704/">https://www.ncbi.nlm.nih.gov/books/NBK539704/</ext-link> <comment>(Updated January 1, 2023)</comment>.</citation></ref>
<ref id="B47"><label>47.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Beyer-Westendorf</surname><given-names>J</given-names></name><name><surname>Bauersachs</surname><given-names>R</given-names></name><name><surname>Hach-Wunderle</surname><given-names>V</given-names></name><name><surname>Zotz</surname><given-names>RB</given-names></name><name><surname>Rott</surname><given-names>H</given-names></name></person-group>. <article-title>Sex hormones and venous thromboembolism&#x2014;from contraception to hormone replacement therapy</article-title>. <source>VASA Zeitschrift fur Gefasskrankheiten</source>. (<year>2018</year>) <volume>47</volume>(<issue>6</issue>):<fpage>441</fpage>&#x2013;<lpage>50</lpage>. <pub-id pub-id-type="doi">10.1024/0301-1526/a000726</pub-id><pub-id pub-id-type="pmid">30008249</pub-id></citation></ref>
<ref id="B48"><label>48.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fruzzetti</surname><given-names>F</given-names></name><name><surname>Cagnacci</surname><given-names>A</given-names></name></person-group>. <article-title>Venous thrombosis and hormonal contraception: what&#x2019;s new with estradiol-based hormonal contraceptives?</article-title> <source>Open Access J Contracept</source>. (<year>2018</year>) <volume>9</volume>:<fpage>75</fpage>&#x2013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.2147/OAJC.S179673</pub-id><pub-id pub-id-type="pmid">30519125</pub-id></citation></ref>
<ref id="B49"><label>49.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Devis</surname><given-names>P</given-names></name><name><surname>Knuttinen</surname><given-names>MG</given-names></name></person-group>. <article-title>Deep venous thrombosis in pregnancy: incidence, pathogenesis and endovascular management</article-title>. <source>Cardiovasc Diagn Ther</source>. (<year>2017</year>) <volume>7</volume>(<issue>Suppl. 3</issue>):<fpage>S309</fpage>&#x2013;<lpage>19</lpage>. <pub-id pub-id-type="doi">10.21037/cdt.2017.10.08</pub-id><pub-id pub-id-type="pmid">29399535</pub-id></citation></ref>
<ref id="B50"><label>50.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Skeith</surname><given-names>L</given-names></name></person-group>. <article-title>Preventing venous thromboembolism during pregnancy and postpartum: crossing the threshold</article-title>. <source>Hematol Am Soc Hematol Educ Program</source>. (<year>2017</year>) <volume>2017</volume>(<issue>1</issue>):<fpage>160</fpage>&#x2013;<lpage>7</lpage>. <pub-id pub-id-type="doi">10.1182/asheducation-2017.1.160</pub-id></citation></ref>
<ref id="B51"><label>51.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fouany</surname><given-names>MR</given-names></name><name><surname>Sharara</surname><given-names>FI</given-names></name></person-group>. <article-title>Is there a role for DHEA supplementation in women with diminished ovarian reserve?</article-title> <source>J Assist Reprod Genet</source>. (<year>2013</year>) <volume>30</volume>(<issue>9</issue>):<fpage>1239</fpage>&#x2013;<lpage>44</lpage>. <pub-id pub-id-type="doi">10.1007/s10815-013-0018-x</pub-id><pub-id pub-id-type="pmid">23737215</pub-id></citation></ref>
<ref id="B52"><label>52.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Moawad</surname><given-names>AS</given-names></name><name><surname>Shaeer</surname><given-names>M</given-names></name></person-group>. <article-title>Long-term androgen priming by use of dehydroepiandrosterone (DHEA) improves IVF outcome in poor-responder patients. A randomized controlled study</article-title>. <source>Middle East Fertil Soc J</source>. (<year>2012</year>) <volume>17</volume>:<fpage>268</fpage>&#x2013;<lpage>74</lpage>. <pub-id pub-id-type="doi">10.1016/j.mefs.2012.11.002</pub-id></citation></ref>
<ref id="B53"><label>53.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Barad</surname><given-names>D</given-names></name><name><surname>Brill</surname><given-names>H</given-names></name><name><surname>Gleicher</surname><given-names>N</given-names></name></person-group>. <article-title>Update on the use of dehydroepiandrosterone supplementation among women with diminished ovarian function</article-title>. <source>J Assist Reprod Genet</source>. (<year>2007</year>) <volume>24</volume>(<issue>12</issue>):<fpage>629</fpage>&#x2013;<lpage>34</lpage>. <pub-id pub-id-type="doi">10.1007/s10815-007-9178-x</pub-id><pub-id pub-id-type="pmid">18071895</pub-id></citation></ref>
<ref id="B54"><label>54.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Panjari</surname><given-names>M</given-names></name><name><surname>Bell</surname><given-names>RJ</given-names></name><name><surname>Jane</surname><given-names>F</given-names></name><name><surname>Adams</surname><given-names>J</given-names></name><name><surname>Morrow</surname><given-names>C</given-names></name><name><surname>Davis</surname><given-names>SR</given-names></name></person-group>. <article-title>The safety of 52 weeks of oral DHEA therapy for postmenopausal women</article-title>. <source>Maturitas</source>. (<year>2009</year>) <volume>63</volume>(<issue>3</issue>):<fpage>240</fpage>&#x2013;<lpage>5</lpage>. <pub-id pub-id-type="doi">10.1016/j.maturitas.2009.03.020</pub-id><pub-id pub-id-type="pmid">19410392</pub-id></citation></ref>
<ref id="B55"><label>55.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kaludjerovic</surname><given-names>J</given-names></name><name><surname>Ward</surname><given-names>WE</given-names></name></person-group>. <article-title>The interplay between estrogen and fetal adrenal cortex</article-title>. <source>J Nutr Metab</source>. (<year>2012</year>) <volume>2012</volume>:<fpage>1</fpage>&#x2013;<lpage>12</lpage>. <pub-id pub-id-type="doi">10.1155/2012/837901</pub-id></citation></ref>
<ref id="B56"><label>56.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mesiano</surname><given-names>S</given-names></name><name><surname>Jaffe</surname><given-names>RB</given-names></name></person-group>. <article-title>Developmental and fuctional biology of the primate fetal adrenal cortex</article-title>. <source>Endocr Rev</source>. (<year>1997</year>) <volume>18</volume>(<issue>3</issue>):<fpage>378</fpage>&#x2013;<lpage>403</lpage>. <pub-id pub-id-type="doi">10.1210/edrv.18.3.0304</pub-id><pub-id pub-id-type="pmid">9183569</pub-id></citation></ref>
<ref id="B57"><label>57.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zamora-Leon</surname><given-names>P</given-names></name></person-group>. <article-title>Are the effects of DES over? A tragic lesson from the past</article-title>. <source>Int J Environ Res Public Health</source>. (<year>2021</year>) <volume>18</volume>:<fpage>10309</fpage>. <pub-id pub-id-type="doi">10.3390/ijerph181910309</pub-id><pub-id pub-id-type="pmid">34639609</pub-id></citation></ref></ref-list>
</back>
</article>