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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Genet.</journal-id>
<journal-title>Frontiers in Genetics</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Genet.</abbrev-journal-title>
<issn pub-type="epub">1664-8021</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1353438</article-id>
<article-id pub-id-type="doi">10.3389/fgene.2024.1353438</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Genetics</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Association of sleep traits with male fertility: a two-sample Mendelian randomization study</article-title>
<alt-title alt-title-type="left-running-head">Lu et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fgene.2024.1353438">10.3389/fgene.2024.1353438</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Lu</surname>
<given-names>Shikuan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2571511/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Ma</surname>
<given-names>Ziyang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1109762/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name>
<surname>Zhou</surname>
<given-names>Wanzhen</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>&#x2020;</sup>
</xref>
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<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zeng</surname>
<given-names>Hongsen</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Ma</surname>
<given-names>Jian</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Deng</surname>
<given-names>Hang</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhang</surname>
<given-names>Peihai</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
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</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Hospital of Chengdu University of Traditional Chinese Medicine</institution>, <addr-line>Chengdu</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Chengdu University of Traditional Chinese Medicine</institution>, <addr-line>Chengdu</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1777944/overview">Marzena Kamieniczna</ext-link>, Polish Academy of Sciences, Poland</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1994173/overview">Eva Tvrda</ext-link>, Slovak University of Agriculture, Slovakia</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2632338/overview">Gl&#xe1;ucia Siervo</ext-link>, Universidade Federal do Tri&#xe2;ngulo Mineiro, Brazil</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Peihai Zhang, <email>zhangpeihai@126.com</email>
</corresp>
<fn fn-type="equal" id="fn001">
<label>
<sup>&#x2020;</sup>
</label>
<p>These authors have contributed equally to this work and share first authorship</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>22</day>
<month>02</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1353438</elocation-id>
<history>
<date date-type="received">
<day>10</day>
<month>12</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>08</day>
<month>02</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Lu, Ma, Zhou, Zeng, Ma, Deng and Zhang.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Lu, Ma, Zhou, Zeng, Ma, Deng and Zhang</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>
<p>
<bold>Background:</bold> Previous observational studies have investigated the association between sleep-related traits and male fertility; however, conclusive evidence of a causal connection is lacking. This study aimed to explore the causal relationship between sleep and male fertility using Mendelian randomisation.</p>
<p>
<bold>Methods:</bold> Eight sleep-related traits (chronotype, sleep duration, insomnia, snoring, dozing, daytime nap, oversleeping, and undersleeping) and three descriptors representing male fertility (male infertility, abnormal sperm, and bioavailable testosterone levels) were selected from published Genome-Wide Association Studies. The causal relationship between sleep-related traits and male fertility was evaluated using multiple methods, including inverse variance weighting (IVW), weighted median, Mendelian randomisation-Egger, weighted model, and simple model through two-sample Mendelian randomisation analysis. Mendelian randomisation-Egger regression was used to assess pleiotropy, Cochrane&#x2019;s Q test was employed to detect heterogeneity, and a leave-one-out sensitivity analysis was conducted.</p>
<p>
<bold>Results:</bold> Genetically-predicted chronotype (IVW,OR &#x3d; 1.07; 95%CL &#x3d; 1.04&#x2013;1.12; <italic>p</italic> &#x3d; 0.0002) was suggestively associated with bioavailable testosterone levels. However, using the IVW method, we found no evidence of a causal association between other sleep traits and male fertility.</p>
<p>
<bold>Conclusion:</bold> This study found that chronotype affects testosterone secretion levels. However, further studies are needed to explain this mechanism.</p>
</abstract>
<kwd-group>
<kwd>male sterility</kwd>
<kwd>sleep</kwd>
<kwd>Mendelian randomization</kwd>
<kwd>causal relationship</kwd>
<kwd>gene</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Applied Genetic Epidemiology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>1 Introduction</title>
<p>Infertility is a disease of the male or female reproductive system defined by the failure to achieve a pregnancy after 12&#xa0;months or more of regular unprotected sexual intercourse (<xref ref-type="bibr" rid="B47">World Health Organization, 2018</xref>). Infertility affects millions of people&#x2014;and has an impact on their families and communities. The World Health Organization estimates that approximately one in every six people of reproductive age worldwide experience infertility in their lifetime, in half of which the man is infertile (<xref ref-type="bibr" rid="B46">World Health Organization, 2023</xref>). Male infertility has become a significant factor affecting the global population development (<xref ref-type="bibr" rid="B1">Agarwal et al., 2015</xref>). Many genetic and lifestyle factors have been implicated in male infertility.To reduce the social and public health burden of male infertility, it is crucial to identify preventive causes, particularly modifiable risk factors (<xref ref-type="bibr" rid="B39">Sharma et al., 2013</xref>).</p>
<p>The hectic lifestyles humans have been obliged to follow in recent decades have affected sleep quality, causing an increase in sleep disorders (<xref ref-type="bibr" rid="B19">Grandner, 2017</xref>).Sleep disorders and male infertility are common global public health issues in contemporary society. Sleep is crucial for overall health, and good sleep is beneficial for health (<xref ref-type="bibr" rid="B21">Hirshkowitz et al., 2015</xref>). Sleep disorders have complex phenotypes driven by genetic and lifestyle factors that contribute to various health problems. In the past few decades, there has been an increasing interest in exploring the extent to which disrupted sleep patterns affect adverse health outcomes (<xref ref-type="bibr" rid="B25">Lane et al., 2017</xref>). Growing evidence suggests that sleep quality has a significant impact on human health, and insufficient sleep increases the risk of conditions such as hypertension, diabetes mellitus type 2 (T2DM), cardiovascular diseases, depression, cancer, and male infertility (<xref ref-type="bibr" rid="B22">Hvidt et al., 2020</xref>). Recent studies have shown that sleep disorders may also be one of the important factors leading to infertility. Sleep quality can affect a person&#x2019;s mental state, brain function, metabolism and hormone levels, which in turn affect reproductive function and lead to infertility (<xref ref-type="bibr" rid="B3">Auger et al., 2021</xref>).The extent to which sleep duration affects male fertility is not yet clear; however, ecological data suggest a correlation over the past few decades between an increase in sleep deprivation and a decline in sperm counts among Western men (<xref ref-type="bibr" rid="B16">Ford et al., 2015</xref>; <xref ref-type="bibr" rid="B27">Levine et al., 2017</xref>). Several studies conducted abroad have found a U-shaped relationship between sleep duration and male fertility, in which both insufficient and excessive sleep are associated with poor fertility outcomes (<xref ref-type="bibr" rid="B24">Jensen et al., 2013</xref>; <xref ref-type="bibr" rid="B44">Wise et al., 2018</xref>; <xref ref-type="bibr" rid="B43">Wang et al., 2021</xref>). Furthermore, multiple studies have indicated that shift work disrupts the wake/sleep cycle and leads to circadian rhythm disruption, which, in turn, contributes to cardiovascular diseases, metabolic disorders, and male infertility (<xref ref-type="bibr" rid="B42">Torquati et al., 2018</xref>; <xref ref-type="bibr" rid="B11">Demirkol et al., 2021</xref>). A previous study revealed that sperm density, total motile count, and hormone levels were lower in shift workers than in non-shift workers (<xref ref-type="bibr" rid="B12">Deng et al., 2018</xref>). Similarly, a prospective cohort study confirmed that shift work significantly increases the risk of male infertility (<xref ref-type="bibr" rid="B14">El-Helaly et al., 2010</xref>). The impact of sleep on fertility is often overlooked when studying male infertility. There is a significant lack of research on the impact of sleep disorders on reproduction (<xref ref-type="bibr" rid="B6">Caetano et al., 2021</xref>). Despite several studies indicating correlations between sleep-related traits and male fertility, previous observational studies may have been subject to bias due to reverse causality and confounding factors. Therefore, there is no consensus regarding the causal relationship between sleep-related traits and male fertility.</p>
<p>Mendelian randomisation (MR) analysis is an emerging epidemiological research method considered an ideal tool for optimising the design of subsequent randomised trials (<xref ref-type="bibr" rid="B15">Ference et al., 2021</xref>). By including exposure-associated genetic variants of interest as instrumental variables, MR can avoid unmeasured confounding factors in observational studies and examine the causal relationship between potentially modifiable risk factors and health outcomes (<xref ref-type="bibr" rid="B10">Davies et al., 2018</xref>). In addition, the effect of genetic variation on exposure is present since conception, indicating that MR can assess the effect of lifetime exposure on outcome risk (<xref ref-type="bibr" rid="B20">Hemani et al., 2018</xref>). Therefore, it is particularly important to use MR analysis to infer the causal relationships between sleep-related traits and male fertility. In this study, we used a two-sample Mendelian randomisation design to infer the causal associations between eight sleep traits and male fertility.</p>
</sec>
<sec sec-type="methods" id="s2">
<title>2 Methods</title>
<sec id="s2-1">
<title>2.1 Study design</title>
<p>
<xref ref-type="fig" rid="F1">Figure 1</xref> presents an overview of the study design. In this study, we used various sleep-related traits, including chronotype, sleep duration, insomnia, snoring, dozing, daytime napping, oversleeping, and undersleeping. Male infertility, abnormal sperm, and bioavailable testosterone levels were used to define male fertility. Mendelian randomisation was used to examine the causal relationship between sleep traits and male fertility.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Overview of study design.</p>
</caption>
<graphic xlink:href="fgene-15-1353438-g001.tif"/>
</fig>
</sec>
<sec id="s2-2">
<title>2.2 Data sources</title>
<p>Our exposure and outcome data were obtained from the Ieu Open Genome-Wide Association Study (GWAS) project database (<ext-link ext-link-type="uri" xlink:href="https://gwas.mrcieu.ac.uk/">https://gwas.mrcieu.ac.uk/</ext-link>), which is a large cohort study that has collected more than 500,000 people from all over the UK. All the participants were of European ancestry. These included the chronotype (<italic>n</italic> &#x3d; 413,343), sleep duration (<italic>n</italic> &#x3d; 460,099), insomnia (<italic>n</italic> &#x3d; 462,341), snoring (<italic>n</italic> &#x3d; 430,438), dozing (<italic>n</italic> &#x3d; 460,913), sleep duration (<italic>n</italic> &#x3d; 460,099). daytime nap (<italic>n</italic> &#x3d; 452,633), oversleeping (<italic>n</italic> &#x3d; 91,306), undersleeping (<italic>n</italic> &#x3d; 110,188), male infertility (<italic>n</italic> &#x3d; 72,799), abnormal sperm (<italic>n</italic> &#x3d; 209,006), and bioavailable testosterone levels (<italic>n</italic> &#x3d; 382,988).</p>
<p>Because the study was based on published data, no ethical approval or informed consent was required.</p>
</sec>
<sec id="s2-3">
<title>2.3 Selection of instrumental variables</title>
<p>Mendelian randomisation should satisfy three core assumptions to obtain unbiased estimates: 1) genetic variants (instrumental variables) are strongly associated with sleep traits (exposure); 2) genetic variants do not share common causes (potential confounders) with male fertility-related indicators (outcomes); 3) genetic variation affects male fertility-related indicators (outcomes) only through its effect on sleep-related traits (exposure) (<xref ref-type="bibr" rid="B4">Bowden et al., 2015</xref>).</p>
<p>In this study, to identify the best instrumental variable for sleep, we used the following steps to select IVs and ensure that genetic instruments were associated with sleep. Single nucleotide polymorphisms (SNP) that were strongly associated with sleep traits were extracted from the GWAS project database, and p &#x3c; 5E-8 was used as the main screening condition. For oversleepers and undersleepers, a more relaxed threshold was used (p &#x3c; 5E-5) to select more SNPs. Second, linkage disequilibrium (LD) SNPs were eliminated (r2 0.001, clumping window &#x3d; 10,000&#xa0;kb) to ensure exposure instrument independence, and to avoid bias due to weak IV. We used the F statistic to measure the strength of the IVs. A weak IV was defined as an F-statistic less than 10, and all weak instrumental variables were excluded. We then used the PhenoScanner V2 website (<ext-link ext-link-type="uri" xlink:href="http://www">http://www</ext-link>. phenoscanner. medschl. cam. ac &#x3d; /) to exclude single nucleotide polymorphisms (SNPs) that are potentially confounding factors and related to the outcome (male fertility description) to eliminate the possibility of genetic pleiotropy. After a series of rigorous screenings, the remaining SNPS were considered eligible for IV.</p>
</sec>
<sec id="s2-4">
<title>2.4 Statistical analysis</title>
<p>We used five methods: inverse variance weighting (IVW), weighted median (WM), MR-Egger, weighted model, and a simple model, to assess the causal relationship between exposure (sleep-related traits) and outcome (male fertility), with inverse variance weighting (IVW) being the primary statistical analysis method. In the IVW model, <italic>p</italic> &#x3c; 0.05 is considered statistically significant. The remaining four methods were used for complementary analyses. When heterogeneity was significant, the weighted median method was used as an auxiliary approach. The MR-Egger regression method was used to assess pleiotropy using the intercept test. The weighted model then estimates individual proportions based on SNPs, groups the SNPs based on their similarity, calculates the inverse variance-weighted sum for each group of SNPs, and derives the causal estimate based on the group with the highest weighted sum (<xref ref-type="bibr" rid="B23">Hwang et al., 2019</xref>). Finally, if at least 50% of the IVs are valid, the simple median provides a consistent estimate of the causal effect (<xref ref-type="bibr" rid="B5">Bowden et al., 2016</xref>).</p>
<p>We used several sensitivity analyses to examine and correct causal estimates. First, we performed a heterogeneity test, which can indicate the reliability of the MR estimates, where Cochrane&#x2019;s Q value can indicate heterogeneity among the selected IVs. We used the Egger regression intercept to estimate the magnitude of horizontal pleiotropy, which could provide further insights into whether SNPs influence male fertility through sleep traits. Finally, leave-one-out sensitivity analyses were performed to confirm that the causality was not driven by a single IV.</p>
<p>The results are reported as odds ratios (OR) along with their corresponding 95% confidence intervals (CI) and <italic>p</italic>-values, with statistical significance considered at <italic>p</italic> &#x3c; 0.05. All analyses were conducted using R statistical software version 4.3.1 and the R package &#x201c;TwoSampleMR&#x201d;.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>3 Results</title>
<sec id="s3-1">
<title>3.1 Sleep-related characteristics and male infertility</title>
<p>According to IVW analysis, we did not find that a genetically-predicted chronotype (OR &#x3d; 0.88; 95% CL &#x3d; 0.42&#x2013;1.83; <italic>p</italic> &#x3d; 0.725), sleep duration (OR &#x3d; 0.99; 95% CL &#x3d; 0.26&#x2013;3.77; <italic>p</italic> &#x3d; 0.994), insomnia (OR &#x3d; 0.34; 95% CL &#x3d; 0.05&#x2013;2.49; <italic>p</italic> &#x3d; 0.290), snoring (OR &#x3d; 0.53; 95% CL &#x3d; 0.03&#x2013;9.40; <italic>p</italic> &#x3d; 0.667), dozing (OR &#x3d; 3.62; 95% CL &#x3d; 0.19&#x2013;70.21; <italic>p</italic> &#x3d; 0.395), daytime nap (OR &#x3d; 2.64; 95% CL &#x3d; 0.67&#x2013;10.40; <italic>p</italic> &#x3d; 0.164), oversleeping (OR &#x3d; 1.55; 95% CL &#x3d; 0.25&#x2013;9.58; <italic>p</italic> &#x3d; 0.635), or undersleeping (OR &#x3d; 4.38; 95% CL &#x3d; 0.44&#x2013;43.22; <italic>p</italic> &#x3d; 0.206) had a causal connection to a diagnosis of male infertility (<xref ref-type="table" rid="T1">Table 1</xref>). The other four analysis methods revealed consistent estimates (<xref ref-type="sec" rid="s11">Supplementary Figure S1</xref>). However, several sensitivity analyses did not detect heterogeneity or horizontal pleiotropy (<xref ref-type="table" rid="T2">Table 2</xref>). Among them, the heterogeneity of the time type was high; therefore, IVW meta-analysis under the random-effects model was used to mitigate the impact of heterogeneity.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Associations of genetically-predicted sleep characteristics with male infertility.</p>
</caption>
<table>
<thead>
<tr>
<th align="left">Exposure</th>
<th align="center">No, of Snps</th>
<th align="center">OR (95%CI)</th>
<th align="center">P</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Chronotype</td>
<td align="center">147</td>
<td align="center">0.88 (0.42&#x2013;1.83)</td>
<td align="center">0.725</td>
</tr>
<tr>
<td align="left">Sleep duration</td>
<td align="center">64</td>
<td align="center">0.99 (0.26&#x2013;3.77)</td>
<td align="center">0.994</td>
</tr>
<tr>
<td align="left">Insomnia</td>
<td align="center">38</td>
<td align="center">0.34 (0.05&#x2013;2.49)</td>
<td align="center">0.290</td>
</tr>
<tr>
<td align="left">Snoring</td>
<td align="center">39</td>
<td align="center">0.53 (0.03&#x2013;9.40)</td>
<td align="center">0.667</td>
</tr>
<tr>
<td align="left">Dozing</td>
<td align="center">30</td>
<td align="center">3.62 (0.19&#x2013;70.21)</td>
<td align="center">0.395</td>
</tr>
<tr>
<td align="left">Daytime nap</td>
<td align="center">93</td>
<td align="center">2.64 (0.67&#x2013;10.40)</td>
<td align="center">0.164</td>
</tr>
<tr>
<td align="left">oversleepers</td>
<td align="center">31</td>
<td align="center">1.55 (0.25&#x2013;9.58)</td>
<td align="center">0.635</td>
</tr>
<tr>
<td align="left">undersleepers</td>
<td align="center">25</td>
<td align="center">4.38 (0.44&#x2013;43.22)</td>
<td align="center">0.206</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>SNP, single-nucleotide polymorphism; CI, confidence interval; OR, odds ratio.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Sensitivity analysis of sleep characteristics and male infertility.</p>
</caption>
<table>
<thead>
<tr>
<td rowspan="2" align="left">Exposure</td>
<td colspan="2" align="center">Pleiotropy</td>
<td colspan="2" align="center">Heterogeneity</td>
</tr>
<tr>
<td align="center">Intercept</td>
<td align="center">p</td>
<td align="center">Q</td>
<td align="center">p</td>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Chronotype</td>
<td align="center">0.001</td>
<td align="center">0.65</td>
<td align="center">189</td>
<td align="center">0.01</td>
</tr>
<tr>
<td align="left">Sleep duration</td>
<td align="center">0.015</td>
<td align="center">0.62</td>
<td align="center">53</td>
<td align="center">0.82</td>
</tr>
<tr>
<td align="left">Insomnia</td>
<td align="center">0.004</td>
<td align="center">0.9</td>
<td align="center">49</td>
<td align="center">0.08</td>
</tr>
<tr>
<td align="left">Snoring</td>
<td align="center">&#x2212;0.052</td>
<td align="center">0.34</td>
<td align="center">43</td>
<td align="center">0.28</td>
</tr>
<tr>
<td align="left">Dozing</td>
<td align="center">0.015</td>
<td align="center">0.77</td>
<td align="center">22</td>
<td align="center">0.83</td>
</tr>
<tr>
<td align="left">Daytime nap</td>
<td align="center">0.001</td>
<td align="center">0.95</td>
<td align="center">79</td>
<td align="center">0.83</td>
</tr>
<tr>
<td align="left">oversleepers</td>
<td align="center">&#x2212;0.001</td>
<td align="center">0.73</td>
<td align="center">34</td>
<td align="center">0.27</td>
</tr>
<tr>
<td align="left">undersleepers</td>
<td align="center">0.028</td>
<td align="center">0.42</td>
<td align="center">22</td>
<td align="center">0.62</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-2">
<title>3.2 Sleep-related characteristics and sperm abnormalities</title>
<p>According to the results of two-sample MR analysis, chronotype (IVW,OR &#x3d; 0.97; 95% CL &#x3d; 0.55&#x2013;1.69; <italic>p</italic> &#x3d; 0.907), sleep duration (IVW,OR &#x3d; 0.89; 95% CL &#x3d; 0.26&#x2013;3.03; <italic>p</italic> &#x3d; 0.854), insomnia (IVW,OR &#x3d; 1.07; 95% CL &#x3d; 0.24&#x2013;4.81; <italic>p</italic> &#x3d; 0.933), and snoring (IVW,OR &#x3d; 8.49; 95% CL &#x3d; 0.81&#x2013;8.89 E&#x2b;01; <italic>p</italic> &#x3d; 0.074) did not show a causal relationship with the risk of abnormal sperm (<xref ref-type="sec" rid="s11">Supplementary Figure S4</xref>). Similarly, we did not find a genetically-predicted risk from dozing (IVW,OR &#x3d; 0.79; 95% CL &#x3d; 6.04 E-02&#x2013;10.27; <italic>p</italic> &#x3d; 0.855), daytime nap (IVW,OR &#x3d; 0.83; 95% CL &#x3d; 0.25&#x2013;2.72; <italic>p</italic> &#x3d; 0.762), oversleeping (IVW,OR &#x3d; 2.73; 95% CL &#x3d; 0.57&#x2013;13.08; <italic>p</italic> &#x3d; 0.208), undersleeping (IVW,OR &#x3d; 0.50; 95% CL &#x3d; 0.07&#x2013;3.78; <italic>p</italic> &#x3d; 0.503) and the risk of abnormal sperm (<xref ref-type="table" rid="T3">Table 3</xref>). The other four analytical methods yielded consistent estimates (<xref ref-type="sec" rid="s11">Supplementary Figure S2</xref>). The Cochrane Q statistic showed no significant heterogeneity and the MR-Egger regression results showed no horizontal pleiotropy (<xref ref-type="table" rid="T4">Table 4</xref>).</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Associations of genetically-predicted sleep characteristics with abnormal sperm.</p>
</caption>
<table>
<thead>
<tr>
<td align="center">Exposure</td>
<td align="center">No, of Snps</td>
<td align="center">OR (95%CI)</td>
<td align="center">P</td>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Chronotype</td>
<td align="center">147</td>
<td align="center">0.97 (0.55&#x2013;1.69)</td>
<td align="center">0.907</td>
</tr>
<tr>
<td align="left">Sleep duration</td>
<td align="center">64</td>
<td align="center">0.89 (0.26&#x2013;3.03)</td>
<td align="center">0.854</td>
</tr>
<tr>
<td align="left">Insomnia</td>
<td align="center">38</td>
<td align="center">1.07 (0.24&#x2013;4.81)</td>
<td align="center">0.933</td>
</tr>
<tr>
<td align="left">Snoring</td>
<td align="center">39</td>
<td align="center">8.49 (0.81&#x2013;8.89E&#x2b;01)</td>
<td align="center">0.074</td>
</tr>
<tr>
<td align="left">Dozing</td>
<td align="center">30</td>
<td align="center">0.79 (6.04E-02&#x2013;10.27)</td>
<td align="center">0.855</td>
</tr>
<tr>
<td align="left">Daytime nap</td>
<td align="center">93</td>
<td align="center">0.83 (0.25&#x2013;2.72)</td>
<td align="center">0.762</td>
</tr>
<tr>
<td align="left">oversleepers</td>
<td align="center">31</td>
<td align="center">2.73 (0.57&#x2013;13.08)</td>
<td align="center">0.208</td>
</tr>
<tr>
<td align="left">undersleepers</td>
<td align="center">25</td>
<td align="center">0.50 (0.07&#x2013;3.78)</td>
<td align="center">0.503</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>SNP, single-nucleotide polymorphism; CI, confidence interval; OR, odds ratio.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Sensitivity analysis of sleep characteristics and abnormal sperm.</p>
</caption>
<table>
<thead>
<tr>
<td rowspan="2" align="center">Exposure</td>
<td colspan="2" align="center">Pleiotropy</td>
<td colspan="2" align="center">Heterogeneity</td>
</tr>
<tr>
<td align="center">Intercept</td>
<td align="center">p</td>
<td align="center">Q</td>
<td align="center">p</td>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Chronotype</td>
<td align="center">0.024</td>
<td align="center">0.1</td>
<td align="center">146</td>
<td align="center">0.48</td>
</tr>
<tr>
<td align="left">Sleep duration</td>
<td align="center">0.043</td>
<td align="center">0.14</td>
<td align="center">70</td>
<td align="center">0.24</td>
</tr>
<tr>
<td align="left">Insomnia</td>
<td align="center">0.008</td>
<td align="center">0.77</td>
<td align="center">27</td>
<td align="center">0.88</td>
</tr>
<tr>
<td align="left">Snoring</td>
<td align="center">&#x2212;0.057</td>
<td align="center">0.21</td>
<td align="center">30</td>
<td align="center">0.82</td>
</tr>
<tr>
<td align="left">Dozing</td>
<td align="center">0.036</td>
<td align="center">0.43</td>
<td align="center">26</td>
<td align="center">0.64</td>
</tr>
<tr>
<td align="left">Daytime nap</td>
<td align="center">0.015</td>
<td align="center">0.44</td>
<td align="center">92</td>
<td align="center">0.49</td>
</tr>
<tr>
<td align="left">oversleepers</td>
<td align="center">&#x2212;0.001</td>
<td align="center">0.94</td>
<td align="center">31</td>
<td align="center">0.41</td>
</tr>
<tr>
<td align="left">undersleepers</td>
<td align="center">&#x2212;0.006</td>
<td align="center">0.84</td>
<td align="center">22</td>
<td align="center">0.64</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-3">
<title>3.3 Sleep-related characteristics and bioavailable testosterone levels</title>
<p>This study identified a set of causal relationships. A causal relationship was found between chronotype and bioavailable testosterone levels (IVW,OR &#x3d; 1.07; 95% CL &#x3d; 1.04&#x2013;1.12; <italic>p</italic> &#x3d; 0.0002). However, we did not find a causal relationship between genetically-predicted sleep duration (OR &#x3d; 1.04; 95% CL &#x3d; 0.95&#x2013;1.14; <italic>p</italic> &#x3d; 0.434), insomnia (OR &#x3d; 1.09; 95% CL &#x3d; 0.95&#x2013;1.26; <italic>p</italic> &#x3d; 0.229), snoring (OR &#x3d; 0.89; 95% CL &#x3d; 0.67&#x2013;1.20; <italic>p</italic> &#x3d; 0.446), dozing (OR &#x3d; 0.97; 95% CL &#x3d; 0.79&#x2013;1.19; <italic>p</italic> &#x3d; 0.773), daytime nap (OR &#x3d; 1.09; 95% CL &#x3d; 1.00&#x2013;1.19; <italic>p</italic> &#x3d; 0.052), oversleeping (OR &#x3d; 1.07; 95%CL &#x3d; 0.96&#x2013;1.19; <italic>p</italic> &#x3d; 0.211), undersleeping (OR &#x3d; 1.03; 95% CL &#x3d; 0.91&#x2013;1.17; <italic>p</italic> &#x3d; 0.629) and bioavailable testosterone levels (<xref ref-type="table" rid="T5">Table 5</xref>). The other four analyses yielded consistent results (<xref ref-type="sec" rid="s11">Supplementary Figure S3</xref>). Heterogeneity (<italic>p</italic> &#x3c; 0.05) was observed in chronotypes, sleep duration, insomnia, snoring, dozing, daytime nap, and undersleeping through sensitivity analysis (<xref ref-type="table" rid="T6">Table 6</xref>). Therefore, we used IVW meta-analysis under the random-effects model to reduce the impact of heterogeneity. No pleiotropy was detected in the sensitivity analyses. For positive results, the leave-one-out analyses demonstrated the consistency of the results (<xref ref-type="fig" rid="F2">Figure 2A</xref>), and the remaining visualisations of the results of MR analysis are shown in <xref ref-type="sec" rid="s11">Supplementary Figure S8</xref>.</p>
<table-wrap id="T5" position="float">
<label>TABLE 5</label>
<caption>
<p>Associations of genetically-predicted sleep characteristics with bioavailable testosterone levels.</p>
</caption>
<table>
<thead>
<tr>
<td align="left">Exposure</td>
<td align="center">No, of Snps</td>
<td align="center">OR (95%CI)</td>
<td align="center">P</td>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Chronotype</td>
<td align="center">155</td>
<td align="center">1.07 (1.04&#x2013;1.12)</td>
<td align="center">
<bold>0.0002</bold>
</td>
</tr>
<tr>
<td align="left">Sleep duration</td>
<td align="center">69</td>
<td align="center">1.04 (0.95&#x2013;1.14)</td>
<td align="center">0.434</td>
</tr>
<tr>
<td align="left">Insomnia</td>
<td align="center">39</td>
<td align="center">1.09 (0.95&#x2013;1.26)</td>
<td align="center">0.229</td>
</tr>
<tr>
<td align="left">Snoring</td>
<td align="center">42</td>
<td align="center">0.89 (0.67&#x2013;1.20)</td>
<td align="center">0.446</td>
</tr>
<tr>
<td align="left">Dozing</td>
<td align="center">31</td>
<td align="center">0.97 (0.79&#x2013;1.19)</td>
<td align="center">0.773</td>
</tr>
<tr>
<td align="left">Daytime nap</td>
<td align="center">105</td>
<td align="center">1.09 (1.00&#x2013;1.19)</td>
<td align="center">0.052</td>
</tr>
<tr>
<td align="left">oversleepers</td>
<td align="center">35</td>
<td align="center">1.07 (0.96&#x2013;1.19)</td>
<td align="center">0.211</td>
</tr>
<tr>
<td align="left">undersleepers</td>
<td align="center">28</td>
<td align="center">1.03 (0.91&#x2013;1.17)</td>
<td align="center">0.629</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>SNP, single-nucleotide polymorphism; CI, confidence interval; OR, odds ratio. Bold values represent positive results.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T6" position="float">
<label>TABLE 6</label>
<caption>
<p>Sensitivity analysis of the sleep characteristics and bioavailable testosterone levels.</p>
</caption>
<table>
<thead>
<tr>
<td rowspan="2" align="center">Exposure</td>
<td colspan="2" align="center">Pleiotropy</td>
<td colspan="2" align="center">Heterogeneity</td>
</tr>
<tr>
<td align="center">Intercept</td>
<td align="center">p</td>
<td align="center">Q</td>
<td align="center">P</td>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Chronotype</td>
<td align="center">&#x2212;0.0008</td>
<td align="center">0.43</td>
<td align="center">450</td>
<td align="center">8.45E-31</td>
</tr>
<tr>
<td align="left">Sleep duration</td>
<td align="center">&#x2212;0.001</td>
<td align="center">0.58</td>
<td align="center">292</td>
<td align="center">1.38E-29</td>
</tr>
<tr>
<td align="left">Insomnia</td>
<td align="center">0.003</td>
<td align="center">0.21</td>
<td align="center">204</td>
<td align="center">1.60E-24</td>
</tr>
<tr>
<td align="left">Snoring</td>
<td align="center">&#x2212;0.003</td>
<td align="center">0.62</td>
<td align="center">401</td>
<td align="center">1.46E-60</td>
</tr>
<tr>
<td align="left">Dozing</td>
<td align="center">0.003</td>
<td align="center">0.36</td>
<td align="center">114</td>
<td align="center">9.67E-12</td>
</tr>
<tr>
<td align="left">Daytime nap</td>
<td align="center">0.002</td>
<td align="center">0.12</td>
<td align="center">376</td>
<td align="center">2.05E-32</td>
</tr>
<tr>
<td align="left">oversleepers</td>
<td align="center">&#x2212;0.0002</td>
<td align="center">0.86</td>
<td align="center">37</td>
<td align="center">0.35</td>
</tr>
<tr>
<td align="left">undersleepers</td>
<td align="center">0.0002</td>
<td align="center">0.91</td>
<td align="center">61</td>
<td align="center">0.0002</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Sensitivity analysis <bold>(A)</bold>, forest plot <bold>(B)</bold>, scatter plot <bold>(C)</bold> and funnel plot <bold>(D)</bold> the causal effect of Chronotype on Bioavailable testosterone levels.</p>
</caption>
<graphic xlink:href="fgene-15-1353438-g002.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>4 Discussion</title>
<p>In this study, we used the British Bank of Biological Data Sets Mendelian randomisation analysis, a systematic evaluation of eight sleep-related traits, and male fertility (male infertility, abnormal sperm, and bioavailable testosterone levels). We found a causal relationship between genetically-predicted chronotype and bioavailable testosterone levels. However, we found no association between the other seven sleep-related characteristics and male fertility.</p>
<p>The circadian rhythm, generated by a core set of clock genes, is an intrinsic timing system that synchronises an organism&#x2019;s cellular, behavioural, and physiological processes with the Earth&#x2019;s rotation, including sleep-wake preferences, body temperature, hormone secretion, food intake, and cognitive and physical performance. Individual differences in sleep-wake cycles lead to the emergence of distinct behavioural phenotypes called chronotypes. Under normal conditions, the endogenous rhythm of the sleep-wake cycle is synchronised with alterations in the circadian cycle (<xref ref-type="bibr" rid="B36">Roenneberg et al., 2003</xref>; <xref ref-type="bibr" rid="B37">Sack et al., 2007</xref>; <xref ref-type="bibr" rid="B32">Montaruli et al., 2021</xref>). Disruption of circadian rhythms can lead to various pathological disorders and diseases. Testosterone is essential for maintaining spermatogenesis (<xref ref-type="bibr" rid="B41">Smith and Walker, 2014</xref>). Studies have found that the rhythm of testosterone production is circadian in normal men and begins to rise during sleep onset and peaks during the first REM sleep (<xref ref-type="bibr" rid="B31">Luboshitzky et al., 2001</xref>). Meanwhile, sleep deprivation in the second half of the night has been shown to significantly lower testosterone levels in the morning (<xref ref-type="bibr" rid="B38">Schmid et al., 2012</xref>). In addition, relevant animal studies have shown that the steroidogenic-related genes which are responsible for testosterone production in Leydig cells (including Star, Cyp11a1, Cyp17a1, Hsd3b2, Hsd17b3, Sf1, positive-Nur77, and negative-Arr19) also exhibited 24-h rhythmic expression patterns (<xref ref-type="bibr" rid="B7">Chen et al., 2017</xref>; <xref ref-type="bibr" rid="B17">Gao et al., 2022</xref>; <xref ref-type="bibr" rid="B34">Pavlovic et al., 2022</xref>), And the circadian clock system was involved to the process of bisphenol A (<xref ref-type="bibr" rid="B28">Li et al., 2021</xref>) and zearalenone (<xref ref-type="bibr" rid="B48">Zhao et al., 2021</xref>) reducing testosterone production. which indicates a crucial role of the circadian clock in testosterone production. Moreover, disturbances in sleep homeostasis are often accompanied by increased activity of the hypothalamic-pituitary-adrenal (HPA) axis, leading to elevated circulating levels of stress hormones (e.g., cortisol in humans, corticosterone in rodents). Elevated corticosteroid levels lead to decreased testosterone production (<xref ref-type="bibr" rid="B18">Gao et al., 2002</xref>; <xref ref-type="bibr" rid="B33">Nollet et al., 2020</xref>; <xref ref-type="bibr" rid="B30">Liu and Reddy, 2022</xref>). These findings are consistent with the results of the present study.</p>
<p>However, there have been conflicting findings regarding the association between sleep duration and serum testosterone levels. Animal studies have shown that chronic sleep restriction causes a decrease in testosterone level in experimental rats (<xref ref-type="bibr" rid="B9">Chen et al., 2020</xref>). Two other studies of healthy adult men found the same results (<xref ref-type="bibr" rid="B26">Leproult and Van Cauter, 2011</xref>; <xref ref-type="bibr" rid="B2">Alvarenga et al., 2015</xref>). In contrast, some studies have found that sleep duration does not change the concentration of serum testosterone (<xref ref-type="bibr" rid="B8">Chen et al., 2016</xref>), whereas others have found that insufficient sleep significantly increases the concentration of serum testosterone (<xref ref-type="bibr" rid="B40">Siervo et al., 2019</xref>).</p>
<p>Similarly, the effects of sleep-related factors on sperm quality remain undefined. A survey of 953 young Danish men found a negative U-shaped association between sleep quality and sperm concentration, total sperm count, and normal sperm morphology, with men with higher and lower sleep scores having significantly lower sperm parameters than controls (<xref ref-type="bibr" rid="B24">Jensen et al., 2013</xref>). A similar study among Chinese students confirmed a negative U-shaped association between sleep duration and sperm count (<xref ref-type="bibr" rid="B8">Chen et al., 2016</xref>). Additionally, domestic and foreign researchers have found that late sleep is associated with decreased sperm quality in studies investigating sleep chronotypes and sperm parameters (<xref ref-type="bibr" rid="B29">Liu et al., 2017</xref>; <xref ref-type="bibr" rid="B22">Hvidt et al., 2020</xref>). In contrast, some researchers have found no significant association between sleep duration and sperm parameters (<xref ref-type="bibr" rid="B45">Wogatzky et al., 2012</xref>; <xref ref-type="bibr" rid="B35">Pokhrel et al., 2019</xref>), and no evidence of a correlation between shift work and sperm parameters has been found (<xref ref-type="bibr" rid="B13">Eisenberg et al., 2015</xref>).</p>
<p>We found that most of the previous studies were cross-sectional, retrospective, or prospective cohort studies. Because of their observational nature, they could not overcome the influence of unmeasured confounding factors on the results and had the disadvantage of a small sample size. In addition, we assessed sleep-related parameters mainly in the form of self-reported questionnaires, which carries the risk of subjective evaluation, and there is heterogeneity in the methods of assessing sleep characteristics between different studies; therefore, it is difficult to compare results between different studies. Finally, none of the studies accurately determined the periodicity or frequency of sleep-related traits. Therefore, there are inconsistencies in the results of previous studies regarding the association between sleep-related traits and male fertility.</p>
<p>To the best of our knowledge, this is the first study to explore the association between sleep-related traits and male fertility at the genetic level. Second, the MR design reduced the likelihood of confounding factors and other contributors to the observed bias. Third, all instrumental variables used were derived from publicly-available GWAS with substantial data, providing statistical validity for assessing sleep-related traits associated with male fertility.</p>
<p>This study had some limitations. First, the GWAS focused primarily on individuals of European ancestry, which may limit how our findings can be extended to other ethnic groups. Second, the sleep-related characteristics selected were all based on self-reported results, which inevitably led to subjective bias. Next, the sleep-related summary data used in our MR analysis were not stratified by sex, which may have implications for association studies on male fertility. Finally, our analysis has limited power and may therefore lead to false-negative results. Subsequent large-scale epidemiological cohort studies are necessary to determine more accurate associations.</p>
<p>In conclusion,genetically-predicted chronotype is associated with bioavailable testosterone levels. Therefore, healthcare providers may recommend men of childbearing age who are ready for pregnancy to pay attention to sleep according to the human biological clock to reduce the risk of male infertility.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s11">Supplementary Material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6">
<title>Ethics statement</title>
<p>Ethical approval was not required for the study involving humans in accordance with the local legislation and institutional requirements. Written informed consent to participate in this study was not required from the participants or the participants&#x2019; legal guardians/next of kin in accordance with the national legislation and the institutional requirements.</p>
</sec>
<sec id="s7">
<title>Author contributions</title>
<p>SL: Data curation, Writing&#x2013;original draft. ZM: Investigation, Writing&#x2013;original draft. WZ: Formal Analysis, Writing&#x2013;original draft. HZ: Writing&#x2013;review and editing. JM: Writing&#x2013;review and editing. HD: Writing&#x2013;review and editing. PZ: Funding acquisition, Project administration, Writing&#x2013;review and editing.</p>
</sec>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This study was supported by the Young Qi&#x2014;Huang Scholars Support Project of the State Administration of Traditional Chinese Medicine (HRS2020069) and Chengdu University of Traditional Chinese Medicine [2022 &#x201c;Xinglin Scholar&#x201d; discipline talent Scientific research promotion Plan (MPRC2022009)].</p>
</sec>
<ack>
<p>The authors sincerely thank the researchers and participants of the original GWAS for collecting and managing the large-scale data resources.</p>
</ack>
<sec sec-type="COI-statement" id="s9">
<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="s10">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s11">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fgene.2024.1353438/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fgene.2024.1353438/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table1.DOCX" id="SM1" mimetype="application/DOCX" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Agarwal</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Mulgund</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Hamada</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Chyatte</surname>
<given-names>M. R.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>A unique view on male infertility around the globe</article-title>. <source>Reprod. Biol. Endocrinol.</source> <volume>13</volume>, <fpage>37</fpage>. <pub-id pub-id-type="doi">10.1186/s12958-015-0032-1</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Alvarenga</surname>
<given-names>T. A.</given-names>
</name>
<name>
<surname>Hirotsu</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Mazaro-Costa</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Tufik</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Andersen</surname>
<given-names>M. L.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Impairment of male reproductive function after sleep deprivation</article-title>. <source>Fertil. Steril.</source> <volume>103</volume> (<issue>5</issue>), <fpage>1355</fpage>&#x2013;<lpage>1362</lpage>. <pub-id pub-id-type="doi">10.1016/j.fertnstert.2015.02.002</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Auger</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Healy-Profit&#xf3;s</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wei</surname>
<given-names>S. Q.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>In the arms of Morpheus: meta-analysis of sleep and fertility</article-title>. <source>Fertil. Steril.</source> <volume>115</volume> (<issue>3</issue>), <fpage>596</fpage>&#x2013;<lpage>598</lpage>. <pub-id pub-id-type="doi">10.1016/j.fertnstert.2020.12.030</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bowden</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Davey Smith</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Burgess</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Mendelian randomization with invalid instruments: effect estimation and bias detection through Egger regression</article-title>. <source>Int. J. Epidemiol.</source> <volume>44</volume> (<issue>2</issue>), <fpage>512</fpage>&#x2013;<lpage>525</lpage>. <pub-id pub-id-type="doi">10.1093/ije/dyv080</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bowden</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Davey Smith</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Haycock</surname>
<given-names>P. C.</given-names>
</name>
<name>
<surname>Burgess</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Consistent estimation in mendelian randomization with some invalid instruments using a weighted median estimator</article-title>. <source>Genet. Epidemiol.</source> <volume>40</volume> (<issue>4</issue>), <fpage>304</fpage>&#x2013;<lpage>314</lpage>. <pub-id pub-id-type="doi">10.1002/gepi.21965</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Caetano</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Bozinovic</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Dupont</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>L&#xe9;ger</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>L&#xe9;vy</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Sermondade</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Impact of sleep on female and male reproductive functions: a systematic review</article-title>. <source>Fertil. Steril.</source> <volume>115</volume> (<issue>3</issue>), <fpage>715</fpage>&#x2013;<lpage>731</lpage>. <pub-id pub-id-type="doi">10.1016/j.fertnstert.2020.08.1429</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Xiong</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Circadian clock and steroidogenic-related gene expression profiles in mouse Leydig cells following dexamethasone stimulation</article-title>. <source>Biochem. Biophys. Res. Commun.</source> <volume>483</volume> (<issue>1</issue>), <fpage>294</fpage>&#x2013;<lpage>300</lpage>. <pub-id pub-id-type="doi">10.1016/j.bbrc.2016.12.149</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Bao</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Tan</surname>
<given-names>L.</given-names>
</name>
<etal/>
</person-group> (<year>2016</year>). <article-title>Inverse U-shaped association between sleep duration and semen quality: longitudinal observational study (MARHCS) in chongqing, China</article-title>. <source>Sleep</source> <volume>39</volume> (<issue>1</issue>), <fpage>79</fpage>&#x2013;<lpage>86</lpage>. <pub-id pub-id-type="doi">10.5665/sleep.5322</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chen</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Guo</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Jin</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Shen</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>W.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Transcriptional alterations of genes related to fertility decline in male rats induced by chronic sleep restriction</article-title>. <source>Syst. Biol. Reprod. Med.</source> <volume>66</volume> (<issue>2</issue>), <fpage>99</fpage>&#x2013;<lpage>111</lpage>. <pub-id pub-id-type="doi">10.1080/19396368.2019.1678694</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Davies</surname>
<given-names>N. M.</given-names>
</name>
<name>
<surname>Holmes</surname>
<given-names>M. V.</given-names>
</name>
<name>
<surname>Davey Smith</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Reading Mendelian randomisation studies: a guide, glossary, and checklist for clinicians</article-title>. <source>BMJ</source> <volume>362</volume>, <fpage>k601</fpage>. <pub-id pub-id-type="doi">10.1136/bmj.k601</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Demirkol</surname>
<given-names>M. K.</given-names>
</name>
<name>
<surname>Y&#x131;ld&#x131;r&#x131;m</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>G&#x131;ca</surname>
<given-names>&#x15e;.</given-names>
</name>
<name>
<surname>Do&#x11f;an</surname>
<given-names>N. T.</given-names>
</name>
<name>
<surname>Resim</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Evaluation of the effect of shift working and sleep quality on semen parameters in men attending infertility clinic</article-title>. <source>Andrologia</source> <volume>53</volume> (<issue>8</issue>), <fpage>e14116</fpage>. <pub-id pub-id-type="doi">10.1111/and.14116</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Deng</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Kohn</surname>
<given-names>T. P.</given-names>
</name>
<name>
<surname>Lipshultz</surname>
<given-names>L. I.</given-names>
</name>
<name>
<surname>Pastuszak</surname>
<given-names>A. W.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>The relationship between shift work and men&#x27;s health</article-title>. <source>Sex. Med. Rev.</source> <volume>6</volume> (<issue>3</issue>), <fpage>446</fpage>&#x2013;<lpage>456</lpage>. <pub-id pub-id-type="doi">10.1016/j.sxmr.2017.11.009</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Eisenberg</surname>
<given-names>M. L.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Ye</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Buck Louis</surname>
<given-names>G. M.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Relationship between physical occupational exposures and health on semen quality: data from the Longitudinal Investigation of Fertility and the Environment (LIFE) Study</article-title>. <source>Fertil. Steril.</source> <volume>103</volume> (<issue>5</issue>), <fpage>1271</fpage>&#x2013;<lpage>1277</lpage>. <pub-id pub-id-type="doi">10.1016/j.fertnstert.2015.02.010</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>El-Helaly</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Awadalla</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Mansour</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>El-Biomy</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Workplace exposures and male infertility - a case-control study</article-title>. <source>Int. J. Occup. Med. Environ. Health</source> <volume>23</volume> (<issue>4</issue>), <fpage>331</fpage>&#x2013;<lpage>338</lpage>. <pub-id pub-id-type="doi">10.2478/v10001-010-0039-y</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ference</surname>
<given-names>B. A.</given-names>
</name>
<name>
<surname>Holmes</surname>
<given-names>M. V.</given-names>
</name>
<name>
<surname>Smith</surname>
<given-names>G. D.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Using mendelian randomization to improve the design of randomized trials</article-title>. <source>Cold Spring Harb. Perspect. Med.</source> <volume>11</volume> (<issue>7</issue>), <fpage>a040980</fpage>. <pub-id pub-id-type="doi">10.1101/cshperspect.a040980</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ford</surname>
<given-names>E. S.</given-names>
</name>
<name>
<surname>Cunningham</surname>
<given-names>T. J.</given-names>
</name>
<name>
<surname>Croft</surname>
<given-names>J. B.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Trends in self-reported sleep duration among US adults from 1985 to 2012</article-title>. <source>Sleep</source> <volume>38</volume> (<issue>5</issue>), <fpage>829</fpage>&#x2013;<lpage>832</lpage>. <pub-id pub-id-type="doi">10.5665/sleep.4684</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gao</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Zhao</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Dong</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>H.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Transcriptional feedback loops in the caprine circadian clock system</article-title>. <source>Front. Vet. Sci.</source> <volume>9</volume>, <fpage>814562</fpage>. <pub-id pub-id-type="doi">10.3389/fvets.2022.814562</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gao</surname>
<given-names>H. B.</given-names>
</name>
<name>
<surname>Tong</surname>
<given-names>M. H.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>Y. Q.</given-names>
</name>
<name>
<surname>Guo</surname>
<given-names>Q. S.</given-names>
</name>
<name>
<surname>Ge</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Hardy</surname>
<given-names>M. P.</given-names>
</name>
</person-group> (<year>2002</year>). <article-title>Glucocorticoid induces apoptosis in rat leydig cells</article-title>. <source>Endocrinology</source> <volume>143</volume> (<issue>1</issue>), <fpage>130</fpage>&#x2013;<lpage>138</lpage>. <pub-id pub-id-type="doi">10.1210/endo.143.1.8604</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Grandner</surname>
<given-names>M. A.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Sleep, health, and society</article-title>. <source>Sleep. Med. Clin.</source> <volume>12</volume> (<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>22</lpage>. <pub-id pub-id-type="doi">10.1016/j.jsmc.2016.10.012</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hemani</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Bowden</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Davey Smith</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Evaluating the potential role of pleiotropy in Mendelian randomization studies</article-title>. <source>Hum. Mol. Genet.</source> <volume>27</volume> (<issue>R2</issue>), <fpage>R195</fpage>&#x2013;<lpage>R208</lpage>. <pub-id pub-id-type="doi">10.1093/hmg/ddy163</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hirshkowitz</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Whiton</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Albert</surname>
<given-names>S. M.</given-names>
</name>
<name>
<surname>Alessi</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Bruni</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>DonCarlos</surname>
<given-names>L.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>National Sleep Foundation&#x27;s sleep time duration recommendations: methodology and results summary</article-title>. <source>Sleep. Health</source> <volume>1</volume> (<issue>1</issue>), <fpage>40</fpage>&#x2013;<lpage>43</lpage>. <pub-id pub-id-type="doi">10.1016/j.sleh.2014.12.010</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hvidt</surname>
<given-names>J. E. M.</given-names>
</name>
<name>
<surname>Knudsen</surname>
<given-names>U. B.</given-names>
</name>
<name>
<surname>Zachariae</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Ingerslev</surname>
<given-names>H. J.</given-names>
</name>
<name>
<surname>Philipsen</surname>
<given-names>M. T.</given-names>
</name>
<name>
<surname>Frederiksen</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Associations of bedtime, sleep duration, and sleep quality with semen quality in males seeking fertility treatment: a preliminary study</article-title>. <source>Basic Clin. Androl.</source> <volume>30</volume>, <fpage>5</fpage>. <pub-id pub-id-type="doi">10.1186/s12610-020-00103-7</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hwang</surname>
<given-names>L. D.</given-names>
</name>
<name>
<surname>Lawlor</surname>
<given-names>D. A.</given-names>
</name>
<name>
<surname>Freathy</surname>
<given-names>R. M.</given-names>
</name>
<name>
<surname>Evans</surname>
<given-names>D. M.</given-names>
</name>
<name>
<surname>Warrington</surname>
<given-names>N. M.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Using a two-sample Mendelian randomization design to investigate a possible causal effect of maternal lipid concentrations on offspring birth weight</article-title>. <source>Int. J. Epidemiol.</source> <volume>48</volume> (<issue>5</issue>), <fpage>1457</fpage>&#x2013;<lpage>1467</lpage>. <pub-id pub-id-type="doi">10.1093/ije/dyz160</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jensen</surname>
<given-names>T. K.</given-names>
</name>
<name>
<surname>Andersson</surname>
<given-names>A. M.</given-names>
</name>
<name>
<surname>Skakkeb&#xe6;k</surname>
<given-names>N. E.</given-names>
</name>
<name>
<surname>Joensen</surname>
<given-names>U. N.</given-names>
</name>
<name>
<surname>Blomberg Jensen</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Lassen</surname>
<given-names>T. H.</given-names>
</name>
<etal/>
</person-group> (<year>2013</year>). <article-title>Association of sleep disturbances with reduced semen quality: a cross-sectional study among 953 healthy young Danish men</article-title>. <source>Am. J. Epidemiol.</source> <volume>177</volume> (<issue>10</issue>), <fpage>1027</fpage>&#x2013;<lpage>1037</lpage>. <pub-id pub-id-type="doi">10.1093/aje/kws420</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lane</surname>
<given-names>J. M.</given-names>
</name>
<name>
<surname>Liang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Vlasac</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Anderson</surname>
<given-names>S. G.</given-names>
</name>
<name>
<surname>Bechtold</surname>
<given-names>D. A.</given-names>
</name>
<name>
<surname>Bowden</surname>
<given-names>J.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Genome-wide association analyses of sleep disturbance traits identify new loci and highlight shared genetics with neuropsychiatric and metabolic traits</article-title>. <source>Nat. Genet.</source> <volume>49</volume> (<issue>2</issue>), <fpage>274</fpage>&#x2013;<lpage>281</lpage>. <pub-id pub-id-type="doi">10.1038/ng.3749</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Leproult</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Van Cauter</surname>
<given-names>E.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Effect of 1 week of sleep restriction on testosterone levels in young healthy men</article-title>. <source>JAMA</source> <volume>305</volume> (<issue>21</issue>), <fpage>2173</fpage>&#x2013;<lpage>2174</lpage>. <pub-id pub-id-type="doi">10.1001/jama.2011.710</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Levine</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>J&#xf8;rgensen</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Martino-Andrade</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Mendiola</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Weksler-Derri</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Mindlis</surname>
<given-names>I.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Temporal trends in sperm count: a systematic review and meta-regression analysis</article-title>. <source>Hum. Reprod. Update</source> <volume>23</volume> (<issue>6</issue>), <fpage>646</fpage>&#x2013;<lpage>659</lpage>. <pub-id pub-id-type="doi">10.1093/humupd/dmx022</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Li</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Ma</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Bisphenol A attenuates testosterone production in Leydig cells via the inhibition of NR1D1 signaling</article-title>. <source>Chemosphere</source> <volume>263</volume>, <fpage>128020</fpage>. <pub-id pub-id-type="doi">10.1016/j.chemosphere.2020.128020</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>M. M.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Yin</surname>
<given-names>X. J.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Y. H.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Sleep deprivation and late bedtime impair sperm health through increasing antisperm antibody production: a prospective study of 981 healthy men</article-title>. <source>Med. Sci. Monit.</source> <volume>23</volume>, <fpage>1842</fpage>&#x2013;<lpage>1848</lpage>. <pub-id pub-id-type="doi">10.12659/msm.900101</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname>
<given-names>P. Y.</given-names>
</name>
<name>
<surname>Reddy</surname>
<given-names>R. T.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Sleep, testosterone and cortisol balance, and ageing men</article-title>. <source>Rev. Endocr. Metab. Disord.</source> <volume>23</volume> (<issue>6</issue>), <fpage>1323</fpage>&#x2013;<lpage>1339</lpage>. <pub-id pub-id-type="doi">10.1007/s11154-022-09755-4</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Luboshitzky</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Zabari</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Shen-Orr</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Herer</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Lavie</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2001</year>). <article-title>Disruption of the nocturnal testosterone rhythm by sleep fragmentation in normal men</article-title>. <source>J. Clin. Endocrinol. Metab.</source> <volume>86</volume> (<issue>3</issue>), <fpage>1134</fpage>&#x2013;<lpage>1139</lpage>. <pub-id pub-id-type="doi">10.1210/jcem.86.3.7296</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Montaruli</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Castelli</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Mul&#xe8;</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Scurati</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Esposito</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Galasso</surname>
<given-names>L.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Biological rhythm and chronotype: new perspectives in health</article-title>. <source>Biomolecules</source> <volume>11</volume> (<issue>4</issue>), <fpage>487</fpage>. <pub-id pub-id-type="doi">10.3390/biom11040487</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nollet</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Wisden</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Franks</surname>
<given-names>N. P.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Sleep deprivation and stress: a reciprocal relationship</article-title>. <source>Interface Focus</source> <volume>10</volume> (<issue>3</issue>), <fpage>20190092</fpage>. <pub-id pub-id-type="doi">10.1098/rsfs.2019.0092</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pavlovic</surname>
<given-names>M. V.</given-names>
</name>
<name>
<surname>Marinkovic</surname>
<given-names>D. Z.</given-names>
</name>
<name>
<surname>Andric</surname>
<given-names>S. A.</given-names>
</name>
<name>
<surname>Kostic</surname>
<given-names>T. S.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>The cost of the circadian desynchrony on the Leydig cell function</article-title>. <source>Sci. Rep.</source> <volume>12</volume> (<issue>1</issue>), <fpage>15520</fpage>. <pub-id pub-id-type="doi">10.1038/s41598-022-19889-9</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pokhrel</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Yihao</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Wangcheng</surname>
<given-names>W.</given-names>
</name>
<name>
<surname>Khatiwada</surname>
<given-names>S. U.</given-names>
</name>
<name>
<surname>Zhongyang</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Jianqiao</surname>
<given-names>Y.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>The impact of sociodemographic characteristics, lifestyle, work exposure and medical history on semen parameters in young Chinese men: a cross-sectional study</article-title>. <source>Andrologia</source> <volume>51</volume> (<issue>8</issue>), <fpage>e13324</fpage>. <pub-id pub-id-type="doi">10.1111/and.13324</pub-id>
</citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Roenneberg</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Wirz-Justice</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Merrow</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2003</year>). <article-title>Life between clocks: daily temporal patterns of human chronotypes</article-title>. <source>J. Biol. Rhythms</source> <volume>18</volume> (<issue>1</issue>), <fpage>80</fpage>&#x2013;<lpage>90</lpage>. <pub-id pub-id-type="doi">10.1177/0748730402239679</pub-id>
</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sack</surname>
<given-names>R. L.</given-names>
</name>
<name>
<surname>Auckley</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Auger</surname>
<given-names>R. R.</given-names>
</name>
<name>
<surname>Carskadon</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Wright</surname>
<given-names>K. P.</given-names>
<suffix>Jr</suffix>
</name>
<name>
<surname>Vitiello</surname>
<given-names>M. V.</given-names>
</name>
<etal/>
</person-group> (<year>2007</year>). <article-title>Circadian rhythm sleep disorders: part I, basic principles, shift work and jet lag disorders. An American Academy of Sleep Medicine review</article-title>. <source>Sleep</source> <volume>30</volume> (<issue>11</issue>), <fpage>1460</fpage>&#x2013;<lpage>1483</lpage>. <pub-id pub-id-type="doi">10.1093/sleep/30.11.1460</pub-id>
</citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Schmid</surname>
<given-names>S. M.</given-names>
</name>
<name>
<surname>Hallschmid</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Jauch-Chara</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Lehnert</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Schultes</surname>
<given-names>B.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Sleep timing may modulate the effect of sleep loss on testosterone</article-title>. <source>Clin. Endocrinol. (Oxf).</source> <volume>77</volume> (<issue>5</issue>), <fpage>749</fpage>&#x2013;<lpage>754</lpage>. <pub-id pub-id-type="doi">10.1111/j.1365-2265.2012.04419.x</pub-id>
</citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sharma</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Biedenharn</surname>
<given-names>K. R.</given-names>
</name>
<name>
<surname>Fedor</surname>
<given-names>J. M.</given-names>
</name>
<name>
<surname>Agarwal</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Lifestyle factors and reproductive health: taking control of your fertility</article-title>. <source>Reprod. Biol. Endocrinol.</source> <volume>11</volume>, <fpage>66</fpage>. <pub-id pub-id-type="doi">10.1186/1477-7827-11-66</pub-id>
</citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Siervo</surname>
<given-names>GEML</given-names>
</name>
<name>
<surname>Ogo</surname>
<given-names>F. M.</given-names>
</name>
<name>
<surname>Staurengo-Ferrari</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Anselmo-Franci</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Cunha</surname>
<given-names>F. Q.</given-names>
</name>
<name>
<surname>Cecchini</surname>
<given-names>R.</given-names>
</name>
<etal/>
</person-group> (<year>2019</year>). <article-title>Sleep restriction during peripuberty unbalances sexual hormones and testicular cytokines in rats</article-title>. <source>Biol. Reprod.</source> <volume>100</volume> (<issue>1</issue>), <fpage>112</fpage>&#x2013;<lpage>122</lpage>. <pub-id pub-id-type="doi">10.1093/biolre/ioy161</pub-id>
</citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Smith</surname>
<given-names>L. B.</given-names>
</name>
<name>
<surname>Walker</surname>
<given-names>W. H.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>The regulation of spermatogenesis by androgens</article-title>. <source>Semin. Cell Dev. Biol.</source> <volume>30</volume>, <fpage>2</fpage>&#x2013;<lpage>13</lpage>. <pub-id pub-id-type="doi">10.1016/j.semcdb.2014.02.012</pub-id>
</citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Torquati</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Mielke</surname>
<given-names>G. I.</given-names>
</name>
<name>
<surname>Brown</surname>
<given-names>W. J.</given-names>
</name>
<name>
<surname>Kolbe-Alexander</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Shift work and the risk of cardiovascular disease. A systematic review and meta-analysis including dose-response relationship</article-title>. <source>Scand. J. Work Environ. Health</source> <volume>44</volume> (<issue>3</issue>), <fpage>229</fpage>&#x2013;<lpage>238</lpage>. <pub-id pub-id-type="doi">10.5271/sjweh.3700</pub-id>
</citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Liu</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>N.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Sleep behavior is associated with over two-fold decrease of sperm count in a chronotype-specific pattern: path analysis of 667 young men in the MARHCS study</article-title>. <source>Chronobiol Int.</source> <volume>38</volume> (<issue>6</issue>), <fpage>871</fpage>&#x2013;<lpage>882</lpage>. <pub-id pub-id-type="doi">10.1080/07420528.2021.1896534</pub-id>
</citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wise</surname>
<given-names>L. A.</given-names>
</name>
<name>
<surname>Rothman</surname>
<given-names>K. J.</given-names>
</name>
<name>
<surname>Wesselink</surname>
<given-names>A. K.</given-names>
</name>
<name>
<surname>Mikkelsen</surname>
<given-names>E. M.</given-names>
</name>
<name>
<surname>Sorensen</surname>
<given-names>H. T.</given-names>
</name>
<name>
<surname>McKinnon</surname>
<given-names>C. J.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Male sleep duration and fecundability in a North American preconception cohort study</article-title>. <source>Fertil. Steril.</source> <volume>109</volume> (<issue>3</issue>), <fpage>453</fpage>&#x2013;<lpage>459</lpage>. <pub-id pub-id-type="doi">10.1016/j.fertnstert.2017.11.037</pub-id>
</citation>
</ref>
<ref id="B45">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wogatzky</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wirleitner</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Stecher</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Vanderzwalmen</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Neyer</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Spitzer</surname>
<given-names>D.</given-names>
</name>
<etal/>
</person-group> (<year>2012</year>). <article-title>The combination matters--distinct impact of lifestyle factors on sperm quality: a study on semen analysis of 1683 patients according to MSOME criteria</article-title>. <source>Reprod. Biol. Endocrinol.</source> <volume>10</volume>, <fpage>115</fpage>. <pub-id pub-id-type="doi">10.1186/1477-7827-10-115</pub-id>
</citation>
</ref>
<ref id="B46">
<citation citation-type="web">
<collab>World Health Organization</collab> (<year>2023</year>). <article-title>infertility</article-title>. <comment>Avaliable at: <ext-link ext-link-type="uri" xlink:href="https://www.who.int/news-room/fact-sheets/detail/infertility">https://www.who.int/news-room/fact-sheets/detail/infertility</ext-link> (Accessed January 27, 2024)</comment>.</citation>
</ref>
<ref id="B47">
<citation citation-type="book">
<collab>World Health Organization (WHO)</collab> (<year>2018</year>). <source>International classification of diseases, 11th revision (ICD-11)</source>. <publisher-loc>Geneva</publisher-loc>: <publisher-name>WHO</publisher-name>.</citation>
</ref>
<ref id="B48">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhao</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Xiao</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Wu</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Zearalenone perturbs the circadian clock and inhibits testosterone synthesis in mouse Leydig cells</article-title>. <source>J. Toxicol. Environ. Health A</source> <volume>84</volume> (<issue>3</issue>), <fpage>112</fpage>&#x2013;<lpage>124</lpage>. <pub-id pub-id-type="doi">10.1080/15287394.2020.1841699</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>