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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Nutr.</journal-id>
<journal-title>Frontiers in Nutrition</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Nutr.</abbrev-journal-title>
<issn pub-type="epub">2296-861X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fnut.2024.1479254</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Nutrition</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Study on the correlation between energy availability and subclinical menstrual disorders</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Bingzheng</surname> <given-names>Zhou</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author">
<name><surname>Zhuo</surname> <given-names>Jin</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
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<contrib contrib-type="author">
<name><surname>Qihao</surname> <given-names>Wang</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<contrib contrib-type="author" corresp="yes">
<name><surname>Lunhao</surname> <given-names>Bai</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2011408/overview"/>
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<aff id="aff1"><sup>1</sup><institution>Department of Orthopedics and Sports Medicine, Shengjing Hospital of China Medical University</institution>, <addr-line>Shenyang, Liaoning</addr-line>, <country>China</country></aff>
<aff id="aff2"><sup>2</sup><institution>Research Center for Universal Health, School of Public Health of China Medical University</institution>, <addr-line>Shenyang, Liaoning</addr-line>, <country>China</country></aff>
<aff id="aff3"><sup>3</sup><institution>Center of Reproductive Medicine, Department of Obstetrics and Gynecology, Shengjing Hospital of China Medical University</institution>, <addr-line>Shenyang, Liaoning</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Roberto Cannataro, University of Calabria, Italy</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Krista Austin, Performance &#x0026; Nutrition Coaching, United States</p>
<p>Jessica Garay, Syracuse University, United States</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Bai Lunhao, <email>lunhbai@163.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>29</day>
<month>11</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>11</volume>
<elocation-id>1479254</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>08</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>19</day>
<month>11</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Bingzheng, Zhuo, Qihao and Lunhao.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Bingzheng, Zhuo, Qihao and Lunhao</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec id="sec1">
<title>Background</title>
<p>There are few studies on the correlation between energy availability (EA) and subclinical menstrual disorders (SMD) in female athletes. This study aims to explore the differences in EA between female athletes with eumenorrhea and those with SMD, and the correlation between EA and the occurrence of SMD.</p>
</sec>
<sec id="sec2">
<title>Methods</title>
<p>Luteal phase defect (LPD) and anovulation were defined as SMD. Fifty-six adult female college athletes with regular menstrual cycles and no clinical symptoms of menstrual disorders (MD) were selected as subjects. The EA of the subjects was monitored, and SMD were identified. The EA was compared between the two groups, and the correlation between EA and the occurrence of SMD was analyzed.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>Nineteen subjects were identified as LPD, and 7 subjects were identified as anovulation. The occurrence of SMD was 46.4%. The EA of subjects with SMD was lower than that of subjects with eumenorrhea (<italic>t</italic> =&#x202F;3.165, <italic>p</italic>&#x202F;=&#x202F;0.003), and EA was negatively correlated with the occurrence of SMD (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.396, <italic>p</italic>&#x202F;=&#x202F;0.000).</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>There were differences in EA between female college athletes with eumenorrhea and SMD. EA was negatively correlated with the occurrence of SMD.</p>
</sec>
</abstract>
<kwd-group>
<kwd>energy availability</kwd>
<kwd>subclinical menstrual disorders</kwd>
<kwd>luteal phase defects</kwd>
<kwd>low energy availability</kwd>
<kwd>anovulation</kwd>
</kwd-group>
<contract-num rid="cn1">CXTD2022006</contract-num>
<contract-sponsor id="cn1">China Medical University<named-content content-type="fundref-id">10.13039/501100007300</named-content></contract-sponsor>
<counts>
<fig-count count="1"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="28"/>
<page-count count="5"/>
<word-count count="3648"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Sport and Exercise Nutrition</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<label>1</label>
<title>Introduction</title>
<p>Energy balance is crucial for athletes to maintain health and achieve excellent sports performance. Once athletes have insufficient energy intake (EI) or/and excessive exercise energy expenditure (EEE), the body lacks sufficient energy to maintain optimal health. In medicine, the condition in which energy imbalance leads to impaired physiological function of multiple organ systems is defined as Relative Energy Deficiency in Sport (RED-S), which expands the previous diagnostic of the Female Athlete Triad (FAT) (<xref ref-type="bibr" rid="ref1">1</xref>, <xref ref-type="bibr" rid="ref2">2</xref>).</p>
<p>The importance of EA in maintaining reproductive health has been confirmed (<xref ref-type="bibr" rid="ref3">3</xref>, <xref ref-type="bibr" rid="ref4">4</xref>). Loucks (<xref ref-type="bibr" rid="ref4">4</xref>) found that when the EA of healthy women was below 30&#x202F;kcal/kg FFM for 5 consecutive days, the pulsatile release of luteinizing hormone began to decrease. The change might lead to abnormal secretion of estrogen and progesterone in the ovaries, ultimately resulting in MD (<xref ref-type="bibr" rid="ref5">5</xref>, <xref ref-type="bibr" rid="ref6">6</xref>). Since Lucas proposed the hypothesis of the EA threshold for inducing MD, researchers have conducted corresponding validations (<xref ref-type="bibr" rid="ref7 ref8 ref9">7&#x2013;9</xref>). Lieberman (<xref ref-type="bibr" rid="ref7">7</xref>) and Williams (<xref ref-type="bibr" rid="ref8">8</xref>) found that in sedentary healthy females, controlling EA below the threshold did not induce MD in all subjects, but showed a difference in EA between the group with eumenorrhea and MD. Reed (<xref ref-type="bibr" rid="ref9">9</xref>) divided the subjects into eumenorrhea group, SMD group, and MD group based on reproductive health. The results of the study found that EA was different in the group with eumenorrhea and MD, but not in the group with eumenorrhea and SMD. Notably, Lieberman and Williams&#x2019;s study defined LPD, anovulation, and oligomenorrhea as MD (<xref ref-type="bibr" rid="ref7">7</xref>, <xref ref-type="bibr" rid="ref8">8</xref>). Reed&#x2019;s study defined inconsistent ovulation, anovulation, and oligomenorrhea as SMD, and amenorrhea as MD (<xref ref-type="bibr" rid="ref9">9</xref>).</p>
<p>Currently, the definition of MD is relatively broad. According to the severity of its continuous occurrence, MD can be divided into LPD, anovulation, oligomenorrhea, and amenorrhea. LPD and anovulation are considered subclinical states of MD and can usually quickly return to eumenorrhea by supplementing energy or reducing exercise consumption (<xref ref-type="bibr" rid="ref10 ref11 ref12">10&#x2013;12</xref>). Therefore, it is necessary to explore whether EA is different between eumenorrhea and SMD based on the renewed understanding of MD. Unlike Reed&#x2019;s study, this study defined LPD and anovulation as SMD.</p>
</sec>
<sec sec-type="materials|methods" id="sec6">
<label>2</label>
<title>Materials and methods</title>
<sec id="sec7">
<label>2.1</label>
<title>Subjects</title>
<p>We recruited subjects from the women&#x2019;s soccer, basketball, volleyball, and track teams of a university. The inclusion criteria for subjects were as follows: age&#x202F;&#x2265;&#x202F;18&#x202F;years, no history of pregnancy, no history of eating disorders, no use of contraceptive medications in the 12&#x202F;months prior to the study, and a self-reported menstrual cycle stability (26&#x2013;35&#x202F;days). Subjects who experienced oligomenorrhea or amenorrhea after the start of the study would be withdrawn. The research process is shown in <xref ref-type="fig" rid="fig1">Figure 1</xref>. Finally, 56 female college athletes who met the criteria voluntarily participated in this study. All subjects received written and verbal information about the study prior to participation and signed a written informed consent form. This study was approved by the institutional review board and strictly adhered to the relevant principles of the Declaration of Helsinki.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Flow chart of this study.</p>
</caption>
<graphic xlink:href="fnut-11-1479254-g001.tif"/>
</fig>
</sec>
<sec id="sec8">
<label>2.2</label>
<title>Test of EI, EEE and demographic parameters</title>
<p>A menstrual calendar was used to record the onset day and days of the subjects&#x2019; menstrual cycle. On the onset day of the menstrual cycle, EI and EEE were monitored for 5 consecutive days. Dietary nutrition analysis software (Health Technology, Shanghai, China) was used to analyze the data. The subjects&#x2019; training diaries were recorded, including exercise type and exercise time, and the exercise energy consumption was analyzed by calculating metabolic equivalent (<xref ref-type="bibr" rid="ref13">13</xref>).</p>
<p>A body composition analyzer (Omron, BCA-1A, OUQI Biotech, Shanghai, China) was used to test demographic parameters. On the morning of the 7th day of the menstrual cycle, the demographic parameters of the subjects were tested. The subjects should avoid strenuous exercise within 24&#x202F;h before the test, fast at night, and empty their bowels and bladder on the morning of the next day before the test. Tests were conducted on the four limbs with an 8-electrode electrical impedance device using a 0.8-ma current at 5, 50, 250, and 500&#x202F;kHz. Four electrodes were attached to the bilateral palms and thumbs, and the other 4 electrodes were attached to the anterior and posterior soles bilaterally. The test process strictly followed the instructions. EA was calculated as EA&#x202F;=&#x202F;Daily (EI-EEE) /FFM.</p>
</sec>
<sec id="sec9">
<label>2.3</label>
<title>Identification of LDP and anovulation</title>
<p>On the day after the bleeding stopped, the ovulation prediction kit (Diagnostic Kit for luteinizing Hormone Colloidal Gold, ACON Biotech, Hangzhou, China) was used to monitor the subjects&#x2019; morning urine samples every day until the end of the ovulation phase. Subjects took photos of the test using their smartphones and sent the picture to the study manager, who verified whether the test was positive or not. A negative result was defined as anovulation and the next stage of progesterone monitoring was terminated.</p>
<p>After ovulation, the median day of the luteal phase was calculated and defined as the mid-luteal phase. A fasting blood sample (8&#x202F;mL) was obtained in the morning of the day corresponding to the mid-luteal phase. The blood samples were transferred to a 10&#x202F;mL polypropylene tube and then sent to the laboratory. The blood samples were centrifuged at 1500&#x202F;g for 15&#x202F;min, and the serum was separated for detection. The detection instrument was the automatic particle chemiluminescence immune analyzer (UnicelTM DXI800Accsss, Beckman Coulter, Inc., United States), and the detection kit was purchased from the company. LPD was defined as the progesterone concentration&#x202F;&#x003C;&#x202F;5.12&#x202F;ng/mL.</p>
</sec>
<sec id="sec10">
<label>2.4</label>
<title>Statistical analysis</title>
<p>Continuous variables were expressed as mean&#x202F;&#x00B1;&#x202F;SD and categorical variables were presented as counts with percentages. Shapiro&#x2013;Wilk test was used to assess the normality of the data. T-test was used to compare continuous variables. Point-biserial correlation was used to analyze correlations. Data were processed using the SPSS 16.0 (Chicago, IL, United States), and <italic>p</italic>&#x202F;&#x003C;&#x202F;0.05 was considered statistically significant.</p>
</sec>
</sec>
<sec sec-type="results" id="sec11">
<label>3</label>
<title>Results</title>
<p>None of the 56 enrolled subjects demonstrated oligomenorrhea or amenorrhea. Nineteen (33.9%) subjects were LPD, and 7 (12.5%) subjects were anovulation. The occurrence of SMD was 46.4%. Compared with the eumenorrhea group, the SMD group had lower fat mass, percentage body fat (PBF), EEE, and EA (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05). There were no significant differences in age, timing of menarche, cycle length, stature, body mass, BMI, lean body mass, and EI between the two groups (<italic>p</italic>&#x202F;&#x003E;&#x202F;0.05; <xref ref-type="table" rid="tab1">Table 1</xref>).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Comparison of variables between the two groups.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Variables</th>
<th align="center" valign="top">Eumenorrhea</th>
<th align="center" valign="top">SMD</th>
<th align="center" valign="top"><italic>t</italic></th>
<th align="center" valign="top"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Age (year)</td>
<td align="center" valign="middle">22.3&#x202F;&#x00B1;&#x202F;2.0</td>
<td align="center" valign="middle">21.6&#x202F;&#x00B1;&#x202F;2.0</td>
<td align="center" valign="middle">1.299</td>
<td align="center" valign="middle">0.200</td>
</tr>
<tr>
<td align="left" valign="middle">Timing of menarche (year)</td>
<td align="center" valign="middle">12.5&#x202F;&#x00B1;&#x202F;1.3</td>
<td align="center" valign="middle">11.8&#x202F;&#x00B1;&#x202F;1.6</td>
<td align="center" valign="middle">1.594</td>
<td align="center" valign="middle">0.117</td>
</tr>
<tr>
<td align="left" valign="middle">Cycle length (day)</td>
<td align="center" valign="middle">28.8&#x202F;&#x00B1;&#x202F;1.7</td>
<td align="center" valign="middle">28.0&#x202F;&#x00B1;&#x202F;1.7</td>
<td align="center" valign="middle">1.831</td>
<td align="center" valign="middle">0.073</td>
</tr>
<tr>
<td align="left" valign="middle">Stature (cm)</td>
<td align="center" valign="middle">175.9&#x202F;&#x00B1;&#x202F;9.6</td>
<td align="center" valign="middle">174.3&#x202F;&#x00B1;&#x202F;10.3</td>
<td align="center" valign="middle">0.610</td>
<td align="center" valign="middle">0.544</td>
</tr>
<tr>
<td align="left" valign="middle">Body mass (kg)</td>
<td align="center" valign="middle">64.4&#x202F;&#x00B1;&#x202F;9.2</td>
<td align="center" valign="middle">61.3&#x202F;&#x00B1;&#x202F;8.4</td>
<td align="center" valign="middle">1.305</td>
<td align="center" valign="middle">0.197</td>
</tr>
<tr>
<td align="left" valign="middle">BMI (kg/m<sup>2</sup>)</td>
<td align="center" valign="middle">20.8&#x202F;&#x00B1;&#x202F;2.3</td>
<td align="center" valign="middle">20.2&#x202F;&#x00B1;&#x202F;2.3</td>
<td align="center" valign="middle">0.999</td>
<td align="center" valign="middle">0.322</td>
</tr>
<tr>
<td align="left" valign="middle">Fat mass (kg)</td>
<td align="center" valign="middle">11.5&#x202F;&#x00B1;&#x202F;3.6</td>
<td align="center" valign="middle">8.1&#x202F;&#x00B1;&#x202F;1.2</td>
<td align="center" valign="middle">4.551</td>
<td align="center" valign="middle">0.000&#x002A;</td>
</tr>
<tr>
<td align="left" valign="middle">Lean body mass (kg)</td>
<td align="center" valign="middle">52.9&#x202F;&#x00B1;&#x202F;8.8</td>
<td align="center" valign="middle">53.2&#x202F;&#x00B1;&#x202F;8.1</td>
<td align="center" valign="middle">4.015</td>
<td align="center" valign="middle">0.903</td>
</tr>
<tr>
<td align="left" valign="middle">PBF (%)</td>
<td align="center" valign="middle">18.0&#x202F;&#x00B1;&#x202F;5.4</td>
<td align="center" valign="middle">13.4&#x202F;&#x00B1;&#x202F;2.3</td>
<td align="center" valign="middle">&#x2212;0.122</td>
<td align="center" valign="middle">0.000&#x002A;</td>
</tr>
<tr>
<td align="left" valign="middle">EI (Kcal)</td>
<td align="center" valign="middle">2760.1&#x202F;&#x00B1;&#x202F;379.8</td>
<td align="center" valign="middle">2802.2&#x202F;&#x00B1;&#x202F;333.3</td>
<td align="center" valign="middle">&#x2212;0.436</td>
<td align="center" valign="middle">0.664</td>
</tr>
<tr>
<td align="left" valign="middle">EEE (Kcal)</td>
<td align="center" valign="middle">911.87&#x202F;&#x00B1;&#x202F;252.8</td>
<td align="center" valign="middle">1196.8&#x202F;&#x00B1;&#x202F;212.1</td>
<td align="center" valign="middle">&#x2212;4.527</td>
<td align="center" valign="middle">0.000&#x002A;</td>
</tr>
<tr>
<td align="left" valign="middle">EA (kcal/kg FFM/day)</td>
<td align="center" valign="middle">34.7&#x202F;&#x00B1;&#x202F;6.8</td>
<td align="center" valign="middle">30.2&#x202F;&#x00B1;&#x202F;2.2</td>
<td align="center" valign="middle">3.165</td>
<td align="center" valign="middle">0.003&#x002A;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;Statistically significant difference (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05).</p>
</table-wrap-foot>
</table-wrap>
<p>In correlation analysis, age, timing of menarche, cycle length, stature, body mass, BMI, lean body mass, and EI were not associated with the occurrence of SMD (<italic>p</italic>&#x202F;&#x003E;&#x202F;0.05). Fat mass, PBF, EEE, and EA were correlated with the occurrence of SMD (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.05).</p>
</sec>
<sec sec-type="discussion" id="sec12">
<label>4</label>
<title>Discussion</title>
<p>This study found that LPD and anovulation had a relatively high occurrence rate (46.4%), which was consistent with the previous studies (50&#x2013;55%) (<xref ref-type="bibr" rid="ref14">14</xref>, <xref ref-type="bibr" rid="ref15">15</xref>). In terms of the identification methods for LPD and anovulation, this study adopted a combination of menstrual calendars, urine pregnancy tests, and serum progesterone tests. Early studies mainly relied on the measurement of daily hormone levels to identify LPD and anovulation. However, the frequency of specimen collection and its economic cost became the main challenges of such studies (<xref ref-type="bibr" rid="ref16">16</xref>, <xref ref-type="bibr" rid="ref17">17</xref>). Recent studies have shown that using menstrual calendars, urine pregnancy tests, and serum progesterone tests can effectively identify LPD and anovulation with the lowest frequency of specimen collection and economic cost (<xref ref-type="bibr" rid="ref18">18</xref>, <xref ref-type="bibr" rid="ref19">19</xref>).</p>
<p>Currently, in the classification of MD, LPD and anovulation usually have regular menstrual cycles and lack obvious clinical symptoms compared to oligomenorrhea and amenorrhea. This characteristic makes it difficult to identify LPD and anovulation by questionnaire surveys (<xref ref-type="bibr" rid="ref16">16</xref>, <xref ref-type="bibr" rid="ref17">17</xref>). Anovulation refers to the phenomenon where the ovaries fail to form mature follicles and thus cannot ovulate. LPD refers to insufficient progesterone secretion during the luteal phase or the premature regression of the corpus luteum (<xref ref-type="bibr" rid="ref16">16</xref>, <xref ref-type="bibr" rid="ref17">17</xref>). In terms of identification methodology, ovulation prediction kits are non-invasive and cost-effective tools that can indirectly identify anovulation. For LPD, invasive serum progesterone test is still considered the gold standard method for current identification (<xref ref-type="bibr" rid="ref16">16</xref>, <xref ref-type="bibr" rid="ref17">17</xref>). Currently, there is no consensus on the minimum progesterone level required for reliable diagnosis of LPD (16 or 9.54&#x202F;nmol/L) (<xref ref-type="bibr" rid="ref20 ref21 ref22 ref23 ref24">20&#x2013;24</xref>). Relevant studies recommend that when performing a single measurement, the progesterone concentration should be set at a conservative limit of at least 16&#x202F;nmol/L (<xref ref-type="bibr" rid="ref16">16</xref>). Therefore, in this study, the progesterone concentration&#x202F;&#x003C;&#x202F;16&#x202F;nmol/L (5.12&#x202F;ng/mL) was defined as LPD.</p>
<p>In the relevant study on EA and MD, Lieberman and Williams&#x2019;s study defined LPD, anovulation, and oligomenorrhea as MD, and found that EA was different between subjects with eumenorrhea and those with MD (<xref ref-type="bibr" rid="ref7">7</xref>, <xref ref-type="bibr" rid="ref8">8</xref>). Reed&#x2019;s study divided the subjects into the eumenorrhea group, oligomenorrhea group, and amenorrhea group according to reproductive health, and then further divided the eumenorrhea group into the normal ovulation group, inconsistent ovulation group, and anovulation group. In Reed&#x2019;s study, the inconsistent ovulation group, anovulation group, and oligomenorrhea group were defined as SMD. The results found that there was no difference in EA between the normal ovulation group and the SMD group (<xref ref-type="bibr" rid="ref9">9</xref>). Notably, Reed&#x2019;s study classified the oligomenorrhea group as SMD. Meanwhile, the inconsistent ovulation group was also defined as SMD. Currently, in the definition of exercise-induced MD, inconsistent ovulation has not been included in the corresponding category (<xref ref-type="bibr" rid="ref10 ref11 ref12">10&#x2013;12</xref>). Unlike the above studies, this study only defined LPD and anovulation as SMD, and the results showed that EA was different between eumenorrhea and SMD.</p>
<p>Energy availability is the utilization of energy to maintain the normal physiological function of the human body. When the body is in low energy availability (LEA; &#x003C; 30&#x202F;kcal/kg FFM/day), the body will sacrifice the energy supply for reproductive health in order to restore energy balance (<xref ref-type="bibr" rid="ref25">25</xref>). Therefore, EA&#x202F;&#x003C;&#x202F;30&#x202F;kcal/kg FFM/day is also internationally defined as LEA (<xref ref-type="bibr" rid="ref26">26</xref>, <xref ref-type="bibr" rid="ref27">27</xref>). Currently, although the EA threshold for MD has not been confirmed, corresponding studies have shown that there is a dose&#x2013;response relationship between EA and the occurrence of MD (<xref ref-type="bibr" rid="ref7 ref8 ref9">7&#x2013;9</xref>). This study found that the average EA value in the SMD group was 30.2&#x202F;kcal/kg FFM/day, which was higher than the defined value of LEA. LPD and anovulation are considered subclinical states of MD. We believe that conducting study on such populations can better prevent FAT and RED-S based on EA monitoring. Additionally, the specific values of LEA may be redefined in the future.</p>
<p>Currently, due to the broad definition of clinical stages of MD, including different clinical stages may lead to contradictory conclusions. Therefore, it is necessary to clarify the clinical stages of MD in the subjects. In addition, there is still a lack of unified EA calculation methods internationally. The calculation of EA needs to involve both EI and EEE. EI can be evaluated through methods such as food weighing or dietary records, while EEE can be evaluated through methods such as exercise logs, metabolic energy expenditure, or data collected from wearable devices (<xref ref-type="bibr" rid="ref25 ref26 ref27">25&#x2013;27</xref>). Different methods may lead to contradictory conclusions. Therefore, it is necessary to establish internationally unified standards in methodology in the future.</p>
</sec>
<sec id="sec13">
<label>5</label>
<title>Limitation</title>
<p>The sample size of this study was small. According to the clinical status of MD, this study lacked a comparison of subjects with oligomenorrhea and amenorrhea. In terms of EI and EEE collection, self-reporting might result in underreporting (<xref ref-type="bibr" rid="ref28">28</xref>).</p>
</sec>
<sec sec-type="conclusions" id="sec14">
<label>6</label>
<title>Conclusion</title>
<p>LPD and anovulation had a higher occurrence in female college athletes with regular menstrual cycles and no clinical symptoms of MD. EA was different between eumenorrhea and SMD, and was negatively associated with the occurrence of SMD.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec15">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref rid="SM1" ref-type="supplementary-material">Supplementary material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="ethics-statement" id="sec16">
<title>Ethics statement</title>
<p>The studies involving humans were approved by Shengjing Hospital of China Medical University. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec sec-type="author-contributions" id="sec17">
<title>Author contributions</title>
<p>ZB: Conceptualization, Data curation, Formal analysis, Funding acquisition, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Investigation, Writing &#x2013; original draft. JZ: Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing &#x2013; original draft. WQ: Conceptualization, Data curation, Formal analysis, Funding acquisition, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing &#x2013; original draft. BL: Conceptualization, Data curation, Formal analysis, Funding acquisition, Methodology, Project administration, Resources, Software, Supervision, Validation, Visualization, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec18">
<title>Funding</title>
<p>The author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This study was supported by Science and technology innovation project of China Medical University (CXTD2022006).</p>
</sec>
<sec sec-type="COI-statement" id="sec19">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="sec20">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec sec-type="supplementary-material" id="sec21">
<title>Supplementary material</title>
<p>The Supplementary material for this article can be found online at: <ext-link xlink:href="https://www.frontiersin.org/articles/10.3389/fnut.2024.1479254/full#supplementary-material" ext-link-type="uri">https://www.frontiersin.org/articles/10.3389/fnut.2024.1479254/full#supplementary-material</ext-link></p>
<supplementary-material xlink:href="Table_1.DOCX" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
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