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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Endocrinol.</journal-id>
<journal-title>Frontiers in Endocrinology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Endocrinol.</abbrev-journal-title>
<issn pub-type="epub">1664-2392</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fendo.2024.1377780</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Endocrinology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Decreased embryo developmental potential and lower cumulative pregnancy rate in men with multiple morphological abnormalities of the sperm flagella</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Long</surname>
<given-names>Rui</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/1316852"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Meng</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/1056950"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zhou</surname>
<given-names>Juepu</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/840439"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Mao</surname>
<given-names>Ruolin</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2145388"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Cheng</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gu</surname>
<given-names>Longjie</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chen</surname>
<given-names>Yinwei</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/1772192"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Jin</surname>
<given-names>Lei</given-names>
</name>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/958920"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhu</surname>
<given-names>Lixia</given-names>
</name>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1045403"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<institution>Reproductive Medicine Center, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology</institution>, <addr-line>Wuhan</addr-line>, <country>China</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Bart M. Gadella, Utrecht University, Netherlands</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Christophe Arnoult, INSERM U1209 Institut pour l&#x2019;Avanc&#xe9;e des Biosciences (IAB), France</p>
<p>Kuokuo Li, Anhui Medical University, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Lei Jin, <email xlink:href="mailto:leijintongjih@qq.com">leijintongjih@qq.com</email>; Lixia Zhu, <email xlink:href="mailto:zhulixia027@163.com">zhulixia027@163.com</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>30</day>
<month>04</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>15</volume>
<elocation-id>1377780</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>01</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>05</day>
<month>04</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Long, Wang, Zhou, Mao, Wang, Gu, Chen, Jin and Zhu</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Long, Wang, Zhou, Mao, Wang, Gu, Chen, Jin and Zhu</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<sec>
<title>Objective</title>
<p>Multiple morphological abnormalities of the sperm flagella (MMAF) is characterized by abnormal flagellar phenotypes, which is a particular kind of asthenoteratozoospermia. Previous studies have reported a comparable intracytoplasmic sperm injection (ICSI) outcome in terms of fertilization rate and clinical pregnancy rate in patients with MMAF compared with those with no MMAF; however, others have conflicting opinions. Assisted reproductive technology (ART) outcomes in individuals with MMAF are still controversial and open to debate.</p>
</sec>
<sec>
<title>Methods</title>
<p>A total of 38 patients with MMAF treated at an academic reproductive center between January 2014 and July 2022 were evaluated in the current retrospective cohort study and followed up until January 2023. Propensity score matching was used to adjust for the baseline clinical characteristics of the patients and to create a comparable control group. The genetic pathogenesis of MMAF was confirmed by whole exome sequencing. The main outcomes were the embryo developmental potential, the cumulative pregnancy rate (CLPR), and the cumulative live birth rate (CLBR).</p>
</sec>
<sec>
<title>Results</title>
<p>Pathogenic variants in known genes of <italic>DNAH1</italic>, <italic>DNAH11</italic>, <italic>CFAP43</italic>, <italic>FSIP2</italic>, and <italic>SPEF2</italic> were identified in patients with MMAF. Laboratory outcomes, including the fertilization rate, 2PN cleavage rate, blastocyst formation rate, and available blastocyst rate, followed a trend of decline in the MMAF group (<italic>p</italic> &lt; 0.05). Moreover, according to the embryo transfer times and complete cycles, the CLPR in the cohort of MMAF was lower compared with the oligoasthenospermia pool (<italic>p</italic> = 0.033 and <italic>p</italic> = 0.020, respectively), while no statistical differences were observed in the neonatal outcomes.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>The current study presented decreased embryo developmental potential and compromised clinical outcomes in the MMAF cohort. These findings may provide clinicians with evidence to support genetic counseling and clinical guidance in specific patients with MMAF.</p>
</sec>
</abstract>
<kwd-group>
<kwd>MMAF</kwd>
<kwd>ICSI</kwd>
<kwd>WES</kwd>
<kwd>mutations</kwd>
<kwd>male infertility</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="33"/>
<page-count count="10"/>
<word-count count="5173"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Reproduction</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Asthenoteratozoospermia refers to the decrease or lack of motile sperm and combines with abnormal sperm morphology, which becomes one of the most common factors leading to male infertility (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). Multiple morphological abnormalities of the sperm flagella (MMAF), a specific kind of asthenoteratozoospermia, is featured by aberrant flagellar phenotypes with absent, short, bent, coiled, and/or irregular flagella, which can be easily identified by light microscopy (<xref ref-type="bibr" rid="B3">3</xref>). Mammalian sperm flagella consist of a central structure called the axoneme and peri-axonemal structures (the mitochondrial sheath, the fibrous sheath, and the outer dense fibers) (<xref ref-type="bibr" rid="B4">4</xref>). The axoneme comprises a central pair of microtubules surrounded by nine peripheral doublet microtubules, which terms a (9 +2) structure (<xref ref-type="bibr" rid="B5">5</xref>). Severe ultrastructural abnormalities are observed by electronic microscopy in the flagellar of patients with MMAF, such as a lack of the central pair, with missing or disorganized peripheral doublet microtubules and missing dynein arms (<xref ref-type="bibr" rid="B6">6</xref>), which results in male infertility due to impaired or absent sperm motility.</p>
<p>Since first defined in 2014 (<xref ref-type="bibr" rid="B3">3</xref>), the genetic investigation of MMAF has been continuously explored. To date, nearly 40 genes have been identified that account for 30%&#x2013;60% of individuals with MMAF (<xref ref-type="bibr" rid="B6">6</xref>). The mutations in <italic>DNAH1</italic>, <italic>CFAP43</italic>, and <italic>CFAP44</italic> were reported as recurrent causes of MMAF. <italic>DNAH1</italic> encodes axonemal inner arm dynein, which is indispensable for flagellar beating (<xref ref-type="bibr" rid="B6">6</xref>). <italic>CFAP43</italic> and <italic>CFAP44</italic> relate to the cilia- and flagella-associated proteins (CFAPs) with WD repeat domains (WDRs) that locate in the inner dynein arm complex tether/tether head, involved in protein interactions (<xref ref-type="bibr" rid="B7">7</xref>). Male <italic>Cfap43<sup>&#x2212;/&#x2212;</sup>
</italic> and <italic>Cfap44<sup>&#x2212;/&#x2212;</sup>
</italic> mice are sterile and present peri-axonemal and axonemal defects in sperm flagella (<xref ref-type="bibr" rid="B7">7</xref>). Furthermore, <italic>DNAH2</italic>, <italic>DNAH6</italic>, <italic>DNAH17</italic>, <italic>CFAP65</italic>, <italic>CFAP70</italic>, <italic>CEP135</italic>, <italic>TTC29</italic>, and <italic>SPEF2</italic>, which mainly encode for sperm components, were also mentioned in a minority of patients with MMAF (<xref ref-type="bibr" rid="B6">6</xref>).</p>
<p>Considering that flagellar defects appear to influence intracytoplasmic sperm injection (ICSI) outcomes and fetal development (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B9">9</xref>), studies focusing on the ICSI outcomes and prognosis for patients with MMAF have been reported. Several studies indicated a positive ICSI outcome in the MMAF cohort (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B11">11</xref>), and others have opposite opinions (<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B12">12</xref>). However, the sample size of these studies was too small to draw convincing conclusions. Furthermore, the neonatal outcomes and the information regarding the mutations of patients with MMAF were incomplete. Therefore, it is necessary to present a general overview of the comprehensive ART outcomes of patients with MMAF and thus provide accurate guidance for clinicians. In this context, causative genetic variants in individuals with MMAF were identified by whole exome sequencing (WES) to confirm the genetic pathogenesis of MMAF. Furthermore, an extensive evaluation of ART outcomes, including <italic>in vitro</italic> fertilization (IVF)/ICSI outcomes, IVF/ICSI success chance, donor semen attempt, neonatal outcomes, and time costs on achieving pregnancy, was conducted in this enlarged MMAF cohort. To create a highly comparable control group, the propensity score matching (PSM) method, which can minimize the discrepancies between the different groups of patients, was performed. The propensity score aims to remove the effects of confounding in multiple clinical and genetic analyses. The current study is designed to provide precise genetic counseling and offer individual ART instruction for patients with MMAF.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="s2_1">
<title>Study participants and study design</title>
<p>A cohort of 38 Chinese infertile men with MMAF were enrolled from January 2014 to July 2022 at the Reproductive Medicine Center, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology in Wuhan, China. Individuals with MMAF were recruited based on a typical MMAF phenotype (abnormal sperm flagella, including short, absent, coiled, bent, and/or irregular flagella). Couples with male infertility caused by oligoasthenozoospermia undergoing ICSI treatments over the same period were included as the control pool. Oligoasthenozoospermia is characterized by a sperm count of less than 15 million per milliliter and a proportion of progressively motile spermatozoa that is less than 32%. Meanwhile, abnormal chromosome karyotype, azoospermia, total fertilization failure (TFF), donor semen cycles, and pre-implantation genetic testing (PGT) cycles were excluded from the control pool. PSM based on basic clinical characteristics was performed by a logistic regression model (matching ratio = 1:4, caliper = 0.1) from the oligoasthenospermia pool. The ART outcomes, including laboratory outcomes, clinical outcomes, and neonatal outcomes, were compared between individuals with MMAF and the oligoasthenospermia group. The detailed flowchart is presented in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Flowchart of the study. ICSI, intracytoplasmic sperm injection; MMAF, multiple morphological abnormalities of the sperm flagella; 2PN, 2 pronuclei embryos. <sup>a</sup>Including two patients who only used donor semen throughout the whole ICSI procedure.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-15-1377780-g001.tif"/>
</fig>
<p>This study was approved by the Ethical Committee of Tongji Hospital (TJ-IRB20211280). Informed consent was obtained from all the participants.</p>
</sec>
<sec id="s2_2">
<title>Sperm analysis and morphological assessment</title>
<p>All the semen samples were collected by masturbation after 2&#x2013;7 days of sexual abstinence. Semen samples were examined after liquefaction for 30 min at 37&#xb0;C. Manual Papanicolaou sperm staining and computer-assisted sperm analysis (CASA) system (BEION S3-3, V4.20, BEION, Shanghai, China) were used in semen analysis. The assessment of semen parameters, including volume, concentration, motility, and morphology, was based on the WHO criteria (5th edition) (<xref ref-type="bibr" rid="B13">13</xref>). Morphological alterations observed under an optical microscope, including abnormal sperm flagella, such as short, absent, coiled, bent, and/or irregular flagella, were recognized as MMAF. Sperm analysis and morphological assessment were performed twice to obtain accurate diagnoses for patients with MMAF.</p>
</sec>
<sec id="s2_3">
<title>WES and bioinformatics analysis</title>
<p>WES and bioinformatics analysis were performed according to our previously described protocols (<xref ref-type="bibr" rid="B14">14</xref>). Briefly, genomic DNA was extracted from peripheral blood samples of 23 patients with MMAF, and the exome was enriched using the Agilent SureSelect Human All Exon Kit, and next-generation sequencing was conducted on the Illumina HiSeq X-TEN platform. Then, the obtained raw data were mapped to the human genome reference sequence (hg19/GRCh37) by the Burrows-Wheeler Aligner software. The DNA sequence variants were detected by the Genome Analysis Toolkit (GATK) software and functionally annotated by ANNOVAR software with a variety of bioinformatic databases, including 1000 Genomes (<ext-link ext-link-type="uri" xlink:href="http://www.1000genomes.org/data">http://www.1000genomes.org/data</ext-link>), gnomAD (<ext-link ext-link-type="uri" xlink:href="http://gnomad-sg.org/">http://gnomad-sg.org/</ext-link>), Sorting Intolerant From Tolerant (SIFT, <ext-link ext-link-type="uri" xlink:href="http://sift.bii.astar.edu.sg/">http://sift.bii.astar.edu.sg/</ext-link>), Polymorphism Phenotyping (Polyphen-2, <ext-link ext-link-type="uri" xlink:href="http://genetics.bwh.harvard.edu/pph2/">http://genetics.bwh.harvard.edu/pph2/</ext-link>), Mutation Taster (<ext-link ext-link-type="uri" xlink:href="http://www.mutaiontaster.org/">http://www.mutaiontaster.org/</ext-link>), and Mutation Assessor (<ext-link ext-link-type="uri" xlink:href="http://mutationassessor.org/">http://mutationassessor.org/</ext-link>). Candidate pathogenic mutations identified in the participants were validated by Sanger sequencing conducted on ABI PRISM 3500 Genetic Analyzer (Applied Biosystems, Foster City, CA).</p>
</sec>
<sec id="s2_4">
<title>Scanning and transmission electron microscopy</title>
<p>The sperm samples were fixed with 2.5% glutaraldehyde at 4&#xb0;C for at least 2 h and washed three times with 0.1 M phosphate buffer (PB, pH 7.4). After being post-fixed in 1% osmic acid for 1 h at 4&#xb0;C, gradient dehydration was performed with graded ethanol and isoamyl acetate. For scanning electron microscopy (SEM), all of the samples were mounted on aluminum stubs, sputter-coated by an ionic sprayer meter, and observed by SEM (SU8100, HITACHI, Japan) at 10 kV. For transmission electron microscopy (TEM), the specimens were infiltrated with 1:1 acetone and SPI-CHEM resin for 4 h at 37&#xb0;C, embedded in EMBed 812 (SPI, 90529-77-4) overnight at 37&#xb0;C, and then polymerized for 48 h at 60&#xb0;C. The prepared samples were cut to 70-nm ultrathin sections and collected onto 150-mesh cuprum grids followed by counterstaining with 2% uranium acetate and 2.6% lead citrate. The specimens were observed and photographed by TEM (HT7800, HITACHI, Japan) at 80 kV.</p>
</sec>
<sec id="s2_5">
<title>Ovarian stimulation protocol, oocyte retrieval, ICSI procedure, and embryo transfer</title>
<p>Patients were submitted to standard controlled ovarian hyperstimulation (COH) protocols depending on the age, the ovarian reserve, and previous ovarian response to gonadotrophins, which were described in our previous studies (<xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B16">16</xref>). Subsequently, an ultrasound was performed to record the follicular response. Recombinant human chorionic gonadotropin (hCG) was intramuscularly administered when at least two follicles were &#x2265;18 mm in diameter. Oocyte retrieval was performed 36&#x2013;38 h later under ultrasound guidance. During the ICSI operation, for patients with enough motile sperm, normal morphological sperm were selected for injection. If embryologists could not find enough motile spermatozoa, the sperm activator named SpermMobil (Gynemed, Germany) was applied to increase the motility of sperm and the number of motile spermatozoa for injection. If no motile sperm was detected after using SpermMobil, oocyte cryopreservation or immotile sperm injection was conducted with patient consent. After fertilization, the process of embryo culture was managed according to our previously reported protocol (<xref ref-type="bibr" rid="B17">17</xref>). The best embryos were selected for transfer on day 3 after oocyte retrieval. Supernumerary good-quality embryos were frozen on day 3 or further cultured to day 5 or 6 for cryopreservation. Frozen&#x2013;thawed embryo transfer was conducted after priming the uterus with estrogen.</p>
</sec>
<sec id="s2_6">
<title>Outcome assessment</title>
<p>The ART outcomes of the current study mainly covered laboratory outcomes, clinical outcomes, and neonatal outcomes. The fertilization rate was defined as the number of 2 pronuclei (2PN) zygotes divided by the number of the matured oocytes; the 2PN cleavage rate was defined as the number of 2PN cleaved embryos divided by the number of 2PN zygotes; the available embryo rate referred to the ratio of the number of available embryos (including transfer, freezing, and further culture) to the number of 2PN cleaved embryos and the late-cleaved embryos; the blastocyst formation rate was the number of blastocysts on day 5 or 6 divided by the number of day 3 embryos for further culture; the available blastocyte rate was defined as the number of frozen blastocytes divided by the number of day 3 embryos for extended culture. Implantation rate referred to the ratio of the number of gestational sacs to the number of embryos transferred. Biochemical pregnancy was confirmed with an elevated serum hCG level on day 14 after embryo transfer, and clinical pregnancy was defined as the presence of an intrauterine gestational sac with an active fetal heart by transvaginal ultrasound after 4&#x2013;6 weeks of embryo transfer. The ART and neonatal outcomes were followed up until January 2023.</p>
<p>The cumulative pregnancy rate (CLPR) and the cumulative live birth rate (CLBR) were calculated as the cumulative number of pregnancy/live births up to the specific complete treatment cycle/embryo transfer time, divided by the number of women who started their first ART cycle during the study period. The complete cycle contains the fresh and all frozen embryo transfers following one ovarian stimulation. Log-rank test and Kaplan&#x2013;Meier curves with pregnancy and live birth were applied to illustrate differences among groups (<xref ref-type="bibr" rid="B18">18</xref>).</p>
</sec>
<sec id="s2_7">
<title>Statistical analysis</title>
<p>SPSS (version 22.0) was utilized to perform the current statistical analyses. All continuous data presenting nonnormal distribution were confirmed via Mann&#x2013;Whitney <italic>U</italic> test and displayed as the median [interquartile range (IQR)]; otherwise, Student&#x2019;s <italic>t</italic>-test was performed for normally distributed data. Moreover, the categorical data are shown as the number of cases and frequency (percentage), with Fisher&#x2019;s exact test or Pearson&#x2019;s <italic>&#x3c7;</italic>
<sup>2</sup> test. Statistical significance was defined as a two-tailed <italic>p</italic>-value &lt;0.05.</p>
<p>PSM was performed to create a highly comparable control pool by a logistic regression model via SPSS software (version 22.0) (matching ratio = 1:4, caliper = 0.1). Male age, female age, female basal follicle-stimulating hormone (FSH) levels, female body mass index (BMI), antral follicle count (AFC), female anti-M&#xfc;llerian hormone (AMH) levels, infertility type, infertility duration, estradiol level on the hCG day, progesterone level on the hCG day, endometrial thickness on the hCG day, and the number of large follicles were included in the model to balance the baseline characteristics and sample sizes between the MMAF cohort and the oligoasthenospermia pool.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Baseline characteristics</title>
<p>A cohort of 38 patients with MMAF phenotype, between January 2014 and July 2022 at the Reproductive Medicine Center, Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology, were enrolled in the MMAF group. According to PSM, 131 couples were included in the oligoasthenospermia group at a ratio of 1:4. All of the patients had a normal chromosome karyotype. No significant differences were found between the matched cohorts in terms of characteristics (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;1</bold>
</xref>).</p>
</sec>
<sec id="s3_2">
<title>Ultrastructural anomalies of MMAF sperm</title>
<p>Typical MMAF phenotype (abnormal sperm flagella, including short, absent, coiled, bent, and/or irregular flagella) were observed by light microscopy and SEM (<xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2A, B</bold>
</xref>). TEM was performed to explore the ultrastructural aspects of sperm in patients with MMAF. Central complex defects (9 + 0 structure) and a disorganized axonemal structure were found in individuals with MMAF (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2C</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Morphological assessment of the MMAF phenotype. <bold>(A)</bold> Papanicolaou staining results show multiple morphological abnormalities in patients with MMAF, including absent, short, coiled, and bent tails, compared with healthy donors. <bold>(B)</bold> Scanning electron microscope images of sperms of individuals with MMAF. <bold>(C)</bold> Transmission electron micrograph of the flagellar transversal section in individuals with MMAF. Red arrows show the absent central complex and that the axonemal structure was disorganized (green arrows). White scale bars: 10 &#x3bc;m. Black scale bars: 500 nm. MMAF, multiple morphological abnormalities of the sperm flagella.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-15-1377780-g002.tif"/>
</fig>
</sec>
<sec id="s3_3">
<title>Genetic mutations in the MMAF cohort</title>
<p>Among the 38 included men with MMAF, 23 were subjected to WES, of whom 11 (47.8%) were verified as having bi-allelic identified variants in five genes known to be associated with the MMAF phenotype (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;2</bold>
</xref>). A total of seven patients had <italic>DNAH1</italic> heterozygous/homozygous mutations, three patients had heterozygous mutations in either <italic>DNAH11</italic>, <italic>CFAP43</italic>, or <italic>FSIP2</italic>, and one patient was identified with a homozygous mutation in <italic>SPEF2</italic>. All the candidate pathogenic mutations identified in the participants were validated by Sanger sequencing.</p>
</sec>
<sec id="s3_4">
<title>General ART outcomes</title>
<p>The 38 couples underwent a total of 64 ovarian stimulation cycles, including 56 cycles with the husband&#x2019;s semen and 8 cycles with a donor semen. <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref> presents the laboratory outcomes in the MMAF couples with the husband&#x2019;s semen versus the oligoasthenospermia couples. The mature oocyte rate and available embryo rate were similar between the patients with MMAF and those with oligoasthenospermia. However, the fertilization rate, 2PN cleavage rate, blastocyst formation rate, and available blastocyte rate in the MMAF group were all significantly lower than those in the oligoasthenospermia group (58.3% <italic>vs.</italic> 71.3%, <italic>p</italic> &lt; 0.001; 94.8% <italic>vs.</italic> 97.1%, <italic>p</italic> = 0.030; 50.9% <italic>vs.</italic> 68.7%, <italic>p</italic> &lt; 0.001; 33.8% <italic>vs.</italic> 45.1%, <italic>p</italic> = 0.001, respectively).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Laboratory outcomes of MMAF and the oligoasthenospermia groups.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left"/>
<th valign="top" align="center">MMAF <xref ref-type="table-fn" rid="fnT1_1">
<sup>a</sup>
</xref>
</th>
<th valign="top" align="center">Oligoasthenospermia</th>
<th valign="top" align="center">
<italic>p</italic>-value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<bold>No. of patients</bold>
</td>
<td valign="top" align="center">36</td>
<td valign="top" align="center">131</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>No. of ART cycles</bold>
</td>
<td valign="top" align="center">56</td>
<td valign="top" align="center">171</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>No. of oocytes retrieved</bold>
</td>
<td valign="top" align="center">772</td>
<td valign="top" align="center">2160</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Mature oocyte rate</bold>
</td>
<td valign="top" align="center">81.3 (628/772)</td>
<td valign="top" align="center">81.8 (1,766/2,160)</td>
<td valign="top" align="center">0.800</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Fertilization rate</bold>
</td>
<td valign="top" align="center">58.3 (366/628)</td>
<td valign="top" align="center">71.3 (1,259/1,766)</td>
<td valign="top" align="center">
<bold>&lt;0.001</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>2PN cleavage rate</bold>
</td>
<td valign="top" align="center">94.8 (347/366)</td>
<td valign="top" align="center">97.1 (1,223/1,259)</td>
<td valign="top" align="center">
<bold>0.030</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Available embryo rate</bold>
</td>
<td valign="top" align="center">93.3 (332/356)</td>
<td valign="top" align="center">90.3 (1,126/1,247)</td>
<td valign="top" align="center">0.086</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Blastocyst formation rate</bold>
</td>
<td valign="top" align="center">50.9 (137/269)</td>
<td valign="top" align="center">68.7 (644/937)</td>
<td valign="top" align="center">
<bold>&lt;0.001</bold>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Available blastocyst rate</bold>
</td>
<td valign="top" align="center">33.8 (91/269)</td>
<td valign="top" align="center">45.1 (423/937)</td>
<td valign="top" align="center">
<bold>0.001</bold>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Categorical variables are presented as % (n/N). Fisher&#x2019;s exact test or Pearson&#x2019;s &#x3c7;<sup>2</sup> test was used to compare the differences between the two groups.</p>
</fn>
<fn id="fnT1_1">
<label>a</label>
<p>Only included IVF/ICSI with the husband&#x2019;s semen.</p>
</fn>
<fn>
<p>MMAF, multiple morphological abnormalities of the sperm flagella; ART, assisted reproductive technology; 2PN, 2 pronuclei embryos; IVF, <italic>in vitro</italic> fertilization; ICSI, intracytoplasmic sperm injection.</p>
</fn>
<fn>
<p>Bold values were used to emphasize the statistical significance (P&lt;0.05).</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>The data on clinical outcomes are shown in <xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>. A total of 76 and 280 embryos were transferred in the MMAF and the oligoasthenospermia groups, respectively. Although no significant differences were observed in the implantation rate, biochemical pregnancy rate, clinical pregnancy rate, early miscarriage rate, and live birth rate between these two groups (<italic>p</italic> &gt; 0.05), an apparently decreased trend was shown in the cohort of MMAF. Moreover, the average number of complete cycles for patients in achieving successful pregnancy was obviously higher in the MMAF group (1.58 <italic>vs</italic>. 1.17, <italic>p</italic> = 0.034).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Clinical outcomes of MMAF and the oligoasthenospermia groups.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left"/>
<th valign="top" align="center">MMAF <xref ref-type="table-fn" rid="fnT2_1">
<sup>a</sup>
</xref>
</th>
<th valign="top" align="center">Oligoasthenospermia</th>
<th valign="top" align="center">
<italic>p</italic>-value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<bold>No. of patients</bold>
</td>
<td valign="top" align="center">36</td>
<td valign="top" align="center">131</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>No. of ET cycle</bold>
</td>
<td valign="top" align="center">62</td>
<td valign="top" align="center">223</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>No. of embryos transferred</bold>
</td>
<td valign="top" align="center">76</td>
<td valign="top" align="center">280</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Implantation rate</bold>
</td>
<td valign="top" align="center">36.8 (28/76)</td>
<td valign="top" align="center">43.2 (121/280)</td>
<td valign="top" align="center">0.318</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Biochemical pregnancy rate</bold>
</td>
<td valign="top" align="center">54.8 (34/62)</td>
<td valign="top" align="center">57.4 (128/223)</td>
<td valign="top" align="center">0.719</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Clinical pregnancy rate</bold>
</td>
<td valign="top" align="center">41.9 (26/62)</td>
<td valign="top" align="center">52.9 (118/223)</td>
<td valign="top" align="center">0.126</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Early miscarriage rate</bold>
</td>
<td valign="top" align="center">11.5 (3/26)</td>
<td valign="top" align="center">18.6 (22/118)</td>
<td valign="top" align="center">0.562</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Live birth rate</bold>
</td>
<td valign="top" align="center">24.2 (15/62)</td>
<td valign="top" align="center">34.5 (77/223)</td>
<td valign="top" align="center">0.124</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Average no. of complete cycles per patient</bold>
</td>
<td valign="top" align="center">1.56</td>
<td valign="top" align="center">1.31</td>
<td valign="top" align="center">0.101</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Average no. of complete cycles in patients achieving pregnancy</bold>
</td>
<td valign="top" align="center">1.58</td>
<td valign="top" align="center">1.17</td>
<td valign="top" align="center">
<bold>0.034</bold>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Categorical variables are presented as % (n/N). Fisher&#x2019;s exact test or Pearson&#x2019;s &#x3c7;<sup>2</sup> test was used in the categorical variables, and Mann&#x2013;Whitney U test was used in the nonnormal distribution data to compare the differences between the two groups.</p>
</fn>
<fn id="fnT2_1">
<label>a</label>
<p>Only included IVF/ICSI with the husband&#x2019;s semen.</p>
</fn>
<fn>
<p>MMAF, multiple morphological abnormalities of the sperm flagella; ET, embryo transfer; IVF, <italic>in vitro</italic> fertilization; ICSI, intracytoplasmic sperm injection.</p>
</fn>
<fn>
<p>Bold values were used to emphasize the statistical significance (P&lt;0.05).</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Furthermore, to exhibit in detail the time to pregnancy and successful delivery in the patients with MMAF in ART attempts, CLPR and CLBR following every embryo transfer time and each complete cycle were analyzed and are presented in <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>. Moreover, to get a generalized reproductive follow-up of these special patients, cycles with donor semen in the MMAF group were also included as MMAF including the donor semen group (MMAF+DS group). In the MMAF group, embryo transfer times and complete cycles were up to seven times and six cycles, respectively. The CLPR following every embryo transfer time rose from 40% to 68.6% in the MMAF group. In the MMAF+DS and control groups, the CLPR was 43.2% and 52.8%, respectively, rising to 86.5% (MMAF+DS) and 83.5% (control) for the last embryo transfer time. The log-rank test revealed a significant difference between the MMAF and control groups (<italic>p</italic> = 0.033). Meanwhile, the CLBR was 25.7% (MMAF), 29.7% (MMAF+DS), and 35.4% (control) after the first embryo transfer time, then increased to 42.9%, 59.5%, and 60.6%, respectively. In the aspect of each complete cycle, the CLPR was 44.4% (MMAF), 47.4% (MMAF+DS), and 67.9% (control) for the first complete cycle, rising correspondingly to 66.7%, 84.2%, and 80.9% for the last cycle. The difference in CLPRs between the MMAF and control groups was significant (<italic>p</italic> = 0.020). The CLBR after the last cycle is 41.7%, 57.9%, and 58.8% in the MMAF, MMAF+DS, and control groups, respectively (<italic>p</italic> = 0.074).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>The CLPRs and CLBRs in MMAF, MMAF+donor semen (MMAF+DS), and the control group. <bold>(A)</bold> The CLPR and CLBR for up to six complete cycles in both groups. The difference in CLPRs between the MMAF and control groups was significant (<italic>p</italic> = 0.020). <bold>(B)</bold> The CLPR and CLBR following every embryo transfer time. The log-rank test revealed a significant difference in CLPR between MMAF and the control group (<italic>p</italic> = 0.033). CLPR, cumulative pregnancy rate; CLBR, cumulative live birth rate; MMAF, multiple morphological abnormalities of the sperm flagella; DS, donor semen. Log-rank test and Kaplan&#x2013;Meier curves with pregnancy and live birth were applied to illustrate differences among groups.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fendo-15-1377780-g003.tif"/>
</fig>
</sec>
<sec id="s3_5">
<title>Neonatal outcomes</title>
<p>All pregnant women were followed up until a live birth was achieved or an abortion occurred. A total of 99 neonatal outcomes from MMAF (<italic>n</italic> = 17, of which 2 were from a twin gestation) and control (<italic>n</italic> = 82, of which 10 were from five twin gestations) are presented in <xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>. No significant differences were observed in the weeks of gestation, preterm birth rate, and birth weight between the MMAF and the oligoasthenospermia groups. One baby (5.9%) with a spine defect at live birth was observed among the MMAF cycles, while no malformations were recorded in the oligoasthenospermia group.</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Neonatal outcomes of MMAF and the oligoasthenospermia groups.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left"/>
<th valign="top" align="center">MMAF <xref ref-type="table-fn" rid="fnT3_1">
<sup>a</sup>
</xref> (<italic>n</italic> = 36)</th>
<th valign="top" align="center">Oligoasthenospermia (<italic>n</italic> = 131)</th>
<th valign="top" align="center">
<italic>p</italic>-value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<bold>No. of newborns</bold>
</td>
<td valign="top" align="center">17</td>
<td valign="top" align="center">82</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Weeks of gestation</bold>
</td>
<td valign="top" align="center">38.6 &#xb1; 1.4</td>
<td valign="top" align="center">38.4 &#xb1; 1.6</td>
<td valign="top" align="center">0.597</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Preterm birth rate</bold>
</td>
<td valign="top" align="center">20.0 (3/15)</td>
<td valign="top" align="center">14.3 (11/77)</td>
<td valign="top" align="center">0.864</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Delivery (normal/cesarean section)</bold>
</td>
<td valign="top" align="center">4/11</td>
<td valign="top" align="center">16/61</td>
<td valign="top" align="center">0.870</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Gender (female/male)</bold>
</td>
<td valign="top" align="center">8/9</td>
<td valign="top" align="center">39/43</td>
<td valign="top" align="center">0.970</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Birth weight (g)</bold>
</td>
<td valign="top" align="center">3,091.8 &#xb1; 454.8</td>
<td valign="top" align="center">3,193.1 &#xb1; 566.2</td>
<td valign="top" align="center">0.490</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>No. of birth weight &lt;2,500 <italic>g</italic>
</bold>
</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;<bold>Single</bold>
</td>
<td valign="top" align="center">0 (0/13)</td>
<td valign="top" align="center">4.2 (3/72)</td>
<td valign="top" align="center">1.000</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;<bold>Twins</bold>
</td>
<td valign="top" align="center">25.0 (1/4)</td>
<td valign="top" align="center">40 (4/10)</td>
<td valign="top" align="center">1.000</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>No. of birth defects at live birth</bold>
</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Continuous variables are presented as the median &#xb1; standard deviation. Categorical variables are presented as % (n/N). Fisher&#x2019;s exact test or Pearson&#x2019;s &#x3c7;<sup>2</sup> test was used in the categorical variables. Mann&#x2013;Whitney U test was used in the nonnormal distribution data and Student&#x2019;s t-test was performed for normally distributed data.</p>
</fn>
<fn id="fnT3_1">
<label>a</label>
<p>Only included IVF/ICSI with the husband&#x2019;s semen.</p>
</fn>
<fn>
<p>MMAF, multiple morphological abnormalities of the sperm flagella; IVF, <italic>in vitro</italic> fertilization; ICSI, intracytoplasmic sperm injection.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>In this study, we analyzed clinical phenotypes, genetic variants, and overall ART outcomes of patients in the cohort of MMAF. The results suggested that nearly half of the patients with MMAF were identified in the pathogenic genetic variants and patients with MMAF presented compromised ART outcomes, including lower embryo developmental potential (decreased fertilization rate, 2PN cleavage rate, blastocyst formation rate, and available blastocyte rate) and impaired clinical outcomes (reduced CLPR), compared with the cohort of oligoasthenozoospermia.</p>
<p>MMAF is a specific kind of asthenoteratozoospermia, which is highly suspected to be associated with genetic mutations (<xref ref-type="bibr" rid="B19">19</xref>). WES and Sanger sequencing are common methods to detect abnormal mutations. According to previous studies, WES has uncovered high frequencies of mutations in <italic>DNAH1</italic>, <italic>CFAP44</italic>, and <italic>CFAP43</italic>, which covered approximately one-third of all MMAF cases (<xref ref-type="bibr" rid="B5">5</xref>). <italic>AK7</italic>, <italic>CFAP69</italic>, <italic>CEP135</italic>, <italic>AKAP3</italic>, and <italic>AKAP4</italic> were also related to MMAF with strong genetic evidence (<xref ref-type="bibr" rid="B5">5</xref>). In the current study, WES was performed in 23 patients with MMAF and presented the mutation in <italic>DNAH1</italic>, <italic>DNAH11</italic>, <italic>CFAP43</italic>, <italic>FSIP2</italic>, and <italic>SPEF2</italic>. A high frequency of mutation in <italic>DNAH1</italic> was in line with the previous conclusion (<xref ref-type="bibr" rid="B20">20</xref>). Different gene mutations observed in patients with MMAF might be linked to the common components among the sperm centrosome, the mitotic spindle, and flagella. The SEM showed aberrant flagellar phenotypes with absent, short, bent, coiled, and/or irregular flagella in the MMAF group. According to the TEM, the abnormal ultrastructure of sperm flagella was presented with an absent central complex and/or a disorganized axonemal structure. The identification of genetic mutations combined with ultrastructural evaluation is not only pivotal for revealing mechanisms underlying spermiogenesis in individuals with MMAF but also important for improving treatment choices and providing adequate genetic counseling for patients.</p>
<p>Sperm immobility is the most common feature of individuals with MMAF; thus, affected couples are only able to conceive via ICSI. To date, the relationship between MMAF and ART outcomes has been investigated. Our results with an enlarged sample and strictly statistical comparison showed a significant decrease in fertilization rate, 2PN cleavage rate, blastocyst formation rate, and available blastocyte rate, and presented lower CLPR in the cohort of MMAF. Therefore, the poor ART outcomes exhibited in our study suggest that MMAF may affect the procedure of fertilization and decrease the quality of embryos. A similar association has already been reported between individuals with MMAF carrying <italic>CFAP65</italic>, <italic>DNAH17</italic>, and <italic>CEP135</italic> mutations and compromised ICSI outcomes (<xref ref-type="bibr" rid="B21">21</xref>&#x2013;<xref ref-type="bibr" rid="B23">23</xref>). Meanwhile, Fauque et&#xa0;al. (<xref ref-type="bibr" rid="B9">9</xref>) observed that infertile patients with ultrastructural abnormalities of the sperm flagellum could disturb early embryonic development. In contrast, some studies presented comparable results in laboratory and clinical outcomes in the cohort of the MMAF and control groups (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B24">24</xref>). The reason for the inconsistent results may be partly due to the limited sample size and the selection criterion of the control group. Most of the previous studies were case reports or small-scale studies that may be affected by individual differences. In addition, although no significant differences were found in several previous studies, the ART outcomes still declined in the MMAF group. On the other hand, male infertility patients caused by oligoasthenozoospermia were strictly chosen as the control group, as patients with some factors such as testicular sperm extraction (TESE) and total teratozoospermia may affect ICSI outcomes. Moreover, PSM was used to set the control group to eliminate the bias as much as possible, thus resulting in more robust and reliable data.</p>
<p>The reasons for unsatisfactory ART outcomes in the MMAF cohort are worth pondering. Published studies have shown that most of the genetic mutations of MMAF were related to the flagellum (<xref ref-type="bibr" rid="B6">6</xref>). The sperm flagellum sustains sperm motility, which is indispensable for sperm progression. Therefore, most patients with MMAF presented immotile sperm, which made it difficult for embryologists to distinguish the viable and dead sperm and then affected the fertilization progress. Currently, chemical substances, such as pentoxifylline and theophylline, which can partly induce sperm motility, were optional effective methods for embryologists to identify and select viable sperm (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B26">26</xref>). In addition, some causative mutated genes in patients with MMAF, such as <italic>DNAH6</italic> (<xref ref-type="bibr" rid="B27">27</xref>), <italic>CFAP65</italic> (<xref ref-type="bibr" rid="B12">12</xref>), <italic>SPEF2</italic> (<xref ref-type="bibr" rid="B28">28</xref>), and <italic>CFAP69</italic> (<xref ref-type="bibr" rid="B6">6</xref>), were reported in connection with abnormal sperm head and acrosome, which is the main Ca<sup>2+</sup> storage sites in the sperm (<xref ref-type="bibr" rid="B29">29</xref>). Ca<sup>2+</sup> signal is pivotal to sperm function, including hyperactivation, chemotaxis, and acrosome reaction (<xref ref-type="bibr" rid="B29">29</xref>, <xref ref-type="bibr" rid="B30">30</xref>). The impairment of acrosome may lead to male subfertility and fertilization failure via Ca<sup>2+</sup> signal deficiency. Furthermore, MMAF may affect the structure of the sperm, such as chromatin or the integrity of the sperm centrosome, which are essential for regulating syngamy and first mitosis following fertilization and the developmental potential of the embryo (<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B31">31</xref>). Taken together, the compromised ART outcomes in individuals with MMAF were reasonable.</p>
<p>One of the strengths of the current study is the comprehensive assessment of the ART outcomes and a long-term follow-up until the live birth for patients with MMAF, including CLPR, CLBR, the application of donor semen, and time to pregnancy. CLPR and CLBR could provide a more precise estimate of treatment efficacy for couples and summarize the chance of a pregnancy/live birth over an entire ART period, which have been suggested as more suitable ways of evaluating ART outcomes (<xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B33">33</xref>). As presented in the study, the CLPRs were significantly lower in the MMAF group and the CLBRs were also below the oligoasthenospermia group, whether in the aspect of embryo transfer times or complete cycles, indicating compromised ART outcomes in the cohort of MMAF. Although patients with MMAF can achieve successful pregnancy via ICSI, more ovarian stimulation cycles are needed to obtain pregnancy according to our results, which means more time and cost will be spent on the ART process. Furthermore, eight cycles with donor semen in patients with MMAF were included in the current study to individually evaluate the ART pregnancy success in these special groups. Because most couples used donor semen from the second complete cycle, the CLPR and CLBR increased substantially from the second complete cycle in the MMAF+DS group, which were similar to the control group and higher than the MMAF group. Remarkably, donor sperm could offer patients with MMAF better ART outcomes. Based on the current results, strong evidence was offered to the clinicians in the counseling and therapy guidance of MMAF. Individualized treatment can be developed depending on the patient&#x2019;s intentions and demands, including the expectation of successful pregnancy/live birth; concerns about heritage, time, and cost planning on the ART; and the economic condition.</p>
<p>Furthermore, this is the first study to focus on the neonatal outcomes of the MMAF cohort. The present study reported the delivery of healthy babies after transfer with embryos originating from sperm with MMAF. Seventeen babies were born including two pairs of twins in the MMAF group. One case with major malformation was reported in the twin group. In general, the neonatal outcomes of the MMAF group were similar to the control group, which indicated that embryos derived from the MMAF group have the capacity to develop normally and may lead to babies with no major malformations. Studies with larger sample sizes and long-term follow-ups are still needed to determine the effect of MMAF on newborns. Moreover, given that MMAF has a strong relationship with genetic mutations, the potential for transmission of MMAF to offspring is a leading concern. Therefore, patients with MMAF need to be well informed of the possibility of heritable mutations and the risk of infertility.</p>
<p>However, there were still several limitations. Firstly, owing to the low incidence of MMAF, this was a retrospective single-center study with a small sample size. Then, WES was not performed in all patients with MMAF. Further exploration of the potential genetic mutations or underlying mechanisms in patients without identified mutations via WES is needed. The relationship between different gene mutations and the compromised ART outcomes in the MMAF cohort was also worth exploring. Finally, long-term follow-up of the neonates needs to be addressed in the future.</p>
<p>In addition, for patients with MMAF, the prognosis of ICSI treatment may differ among the results of genetic diagnosis; thus, a systematic genetic screening can help physicians not only diagnose with certainty but also provide precise treatment instructions and pregnancy prediction based on the types of genetic mutations. Furthermore, expanding the mutational and phenotypic spectrum of MMAF genes can lay a foundation for the diagnostic screening kits of MMAF.</p>
</sec>
<sec id="s5" sec-type="conclusions">
<title>Conclusions</title>
<p>In general, genetic mutations account for part of the pathogenesis in MMAF. MMAF may exert deterioration effects on the gamete and embryonic development potential with a compromised ART outcome compared with a male-infertile control group. Results from the analysis of genetics and ART outcomes may provide clinicians with more elaborate and individual evidence in MMAF counseling. Furthermore, large-scale studies and more in-depth mechanism research are still needed to guide future clinical trials.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The studies involving humans were approved by the Ethical Committee of Tongji Hospital, Tongji Medical College, Huazhong University of Science and Technology. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>RL: Writing &#x2013; review &amp; editing, Writing &#x2013; original draft. MW: Writing &#x2013; review &amp; editing. JZ: Writing &#x2013; review &amp; editing. RM:&#xa0;Writing &#x2013; review &amp; editing. CW: Writing &#x2013; review &amp; editing. LG: Writing &#x2013; review &amp; editing. YC: Writing &#x2013; review &amp; editing. LJ: Writing &#x2013; review &amp; editing. LZ: Writing &#x2013; review &amp; editing.</p>
</sec>
</body>
<back>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This study was supported by the National Key Research &amp; Development Program of China (2021YFC2700603) and the Experimental Technology Research Project from Huazhong University of Science and Technology (2024M108).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We would like to thank Xinyi Zhang from Wuhan Britain-China School and Qiyu Yang from the First Affiliated Hospital of Chongqing Medical University for the help in data collecting and the suggestions in writing preparation.</p>
</ack>
<sec id="s10" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s11" sec-type="disclaimer">
<title>Publisher&#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="s12" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fendo.2024.1377780/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fendo.2024.1377780/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
<supplementary-material xlink:href="Table_2.docx" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
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