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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Vet. Sci.</journal-id>
<journal-title>Frontiers in Veterinary Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Vet. Sci.</abbrev-journal-title>
<issn pub-type="epub">2297-1769</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fvets.2021.639249</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Veterinary Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Three-Dimensional Live Imaging of Bovine Preimplantation Embryos: A New Method for IVF Embryo Evaluation</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Masuda</surname> <given-names>Yasumitsu</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Hasebe</surname> <given-names>Ryo</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1229083/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Kuromi</surname> <given-names>Yasushi</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1234859/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Kobayashi</surname> <given-names>Masayoshi</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Urataki</surname> <given-names>Kanako</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Hishinuma</surname> <given-names>Mitsugu</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
</contrib>
<contrib contrib-type="author">
<name><surname>Ohbayashi</surname> <given-names>Tetsuya</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Nishimura</surname> <given-names>Ryo</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1086171/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Animal Science, Tottori Livestock Research Center</institution>, <addr-line>Tottori</addr-line>, <country>Japan</country></aff>
<aff id="aff2"><sup>2</sup><institution>SCREEN Holdings Co., Ltd.</institution>, <addr-line>Kyoto</addr-line>, <country>Japan</country></aff>
<aff id="aff3"><sup>3</sup><institution>Laboratory of Theriogenology, Joint Department of Veterinary Medicine, Faculty of Agriculture, Tottori University</institution>, <addr-line>Tottori</addr-line>, <country>Japan</country></aff>
<aff id="aff4"><sup>4</sup><institution>Organization for Research Initiative and Promotion, Tottori University</institution>, <addr-line>Tottori</addr-line>, <country>Japan</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Dariusz Jan Skarzynski, Institute of Animal Reproduction and Food Research (PAS), Poland</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Zofia E. Madeja, Poznan University of Life Sciences, Poland; Ana Torres, University of Lisbon, Portugal</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Ryo Nishimura <email>ryon&#x00040;tottori-u.ac.jp</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Animal Reproduction - Theriogenology, a section of the journal Frontiers in Veterinary Science</p></fn></author-notes>
<pub-date pub-type="epub">
<day>26</day>
<month>04</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>8</volume>
<elocation-id>639249</elocation-id>
<history>
<date date-type="received">
<day>08</day>
<month>12</month>
<year>2020</year>
</date>
<date date-type="accepted">
<day>11</day>
<month>03</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2021 Masuda, Hasebe, Kuromi, Kobayashi, Urataki, Hishinuma, Ohbayashi and Nishimura.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Masuda, Hasebe, Kuromi, Kobayashi, Urataki, Hishinuma, Ohbayashi and Nishimura</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>Conception rates for transferred bovine embryos are lower than those for artificial insemination. Embryo transfer (ET) is widely used in cattle but many of the transferred embryos fail to develop, thus, a more effective method for selecting bovine embryos suitable for ET is required. To evaluate the developmental potential of bovine preimplantation embryos (2-cell stage embryos and blastocysts), we have used the non-invasive method of optical coherence tomography (OCT) to obtain live images. The images were used to evaluate 22 parameters of blastocysts, such as the volume of the inner cell mass and the thicknesses of the trophectoderm (TE). Bovine embryos were obtained by <italic>in vitro</italic> fertilization (IVF) of the cumulus-oocyte complexes aspirated by ovum pick-up from Japanese Black cattle. The quality of the blastocysts was examined under an inverted microscope and all were confirmed to be Code1 according to the International Embryo Transfer Society standards for embryo evaluation. The OCT images of embryos were taken at the 2-cell and blastocyst stages prior to the transfer. In OCT, the embryos were irradiated with near-infrared light for a few minutes to capture three-dimensional images. Nuclei of the 2-cell stage embryos were clearly observed by OCT, and polynuclear cells at the 2-cell stage were also clearly found. With OCT, we were able to observe embryos at the blastocyst stage and evaluate their parameters. The conception rate following OCT (15/30; 50%) is typical for ETs and no newborn calves showed neonatal overgrowth or died, indicating that the OCT did not adversely affect the ET. A principal components analysis was unable to identify the parameters associated with successful pregnancy, while by using hierarchical clustering analysis, TE volume has been suggested to be one of the parameters for the evaluation of bovine embryo. The present results show that OCT imaging can be used to investigate time-dependent changes of IVF embryos. With further improvements, it should be useful for selecting high-quality embryos for transfer.</p></abstract>
<kwd-group>
<kwd>optical coherence tomography</kwd>
<kwd>embryo</kwd>
<kwd>3D image</kwd>
<kwd>embryo transfer</kwd>
<kwd>quantification of embryo structures</kwd>
</kwd-group>
<counts>
<fig-count count="13"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="43"/>
<page-count count="17"/>
<word-count count="7376"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Bovine embryo transfer (ET) has been widely used to produce calf in combination with other reproductive technologies, such as <italic>in vitro</italic> fertilization (IVF). However, the conception rate of ET using IVF embryos (30&#x02013;40%) is lower than that of using embryos produced <italic>in vivo</italic> (around 50%) (<xref ref-type="bibr" rid="B1">1</xref>&#x02013;<xref ref-type="bibr" rid="B4">4</xref>). Embryos for transfer are usually selected by observation under a conventional optical microscope at the time of transfer, and embryo quality is subjectively assigned as one of the codes according to the International Embryo Technology Society (IETS) standards for embryo evaluation (<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B6">6</xref>).</p>
<p>In human artificial reproductive technology (ART), embryos are evaluated based on the Veeck and Gardner classification (<xref ref-type="bibr" rid="B7">7</xref>, <xref ref-type="bibr" rid="B8">8</xref>) and time-lapse cinematography (TLC) with a visible light microscope, which has recently become a popular technology. Morphokinetic parameters, such as the number of pronuclei or nuclei, timing of cleavage, and the number of blastomeres, are used as potential indicators that may improve the success of ART (<xref ref-type="bibr" rid="B9">9</xref>). Furthermore, ART success rate has been improved by comprehensive chromosomal screening using techniques such as array comparative genomic hybridization, quantitative single nucleotide polymorphism arrays, and next-generation sequencing (<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B11">11</xref>). To evaluate <italic>in vitro</italic> developed bovine embryos, TLC has been used to determine the time of the first cleavage and the subsequent number of blastomeres, and the number of blastomeres at the onset of the lag-phase (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B12">12</xref>&#x02013;<xref ref-type="bibr" rid="B14">14</xref>). However, so far, live bovine embryos have not been evaluated based on their three-dimensional (3D) structure.</p>
<p>A morphological grading system in human ART was first described by Gardner and Schoolcraft (<xref ref-type="bibr" rid="B15">15</xref>). According to this system, three parameters (degree of blastocoel expansion, size and compactness of ICM, and the cohesiveness and number of TE) are graded. Based on these criteria, an additional consensus on embryo assessment was agreed including new references for each parameter (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B17">17</xref>). In this consensus, ICM grade is suggested to be more important for determining the implantation potential of a blastocyst. To select the best blastocyst when performing ET on Day 5, several parameters have been suggested to contribute to the implantation potential of blastocyst. Some investigators have shown that the timing of blastocoel development and the grade of expansion are important parameters for implantation (<xref ref-type="bibr" rid="B18">18</xref>&#x02013;<xref ref-type="bibr" rid="B20">20</xref>). Other investigators have suggested that the size and shape of ICM are related to implantation (<xref ref-type="bibr" rid="B21">21</xref>&#x02013;<xref ref-type="bibr" rid="B23">23</xref>). Either a positive association or no association of TE cells with implantation has been reported (<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B24">24</xref>&#x02013;<xref ref-type="bibr" rid="B26">26</xref>). Morphological grading, while common for human blastocysts, is difficult for bovine blastocyst because of their dark cytoplasm (<xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B28">28</xref>).</p>
<p>Optical coherence tomography (OCT) has been developed for non-invasive, cross-sectional imaging in biological systems (<xref ref-type="bibr" rid="B29">29</xref>&#x02013;<xref ref-type="bibr" rid="B31">31</xref>), and is presently used in ophthalmology, especially for funduscopic examination of the retina. OCT can be used to measure 3D images with high spatial resolution, because it can scan small biological structures, such as micro vessel structures during <italic>in vitro</italic> angiogenesis (<xref ref-type="bibr" rid="B31">31</xref>). Recently, OCT imaging of mouse (<xref ref-type="bibr" rid="B32">32</xref>&#x02013;<xref ref-type="bibr" rid="B34">34</xref>) and porcine (<xref ref-type="bibr" rid="B34">34</xref>) early-stage embryo has been reported. In the mouse blastocysts, their nucleoli were also clearly visualized by OCT (<xref ref-type="bibr" rid="B34">34</xref>). In cattle, blastocysts have been imaged by OCT, and their cytoplasm movements that are potentially associated with viability were monitored, suggesting that OCT can be used for the measurement of the damage after cryopreservation (<xref ref-type="bibr" rid="B35">35</xref>). However, the quantification of the structures of bovine blastocysts for evaluating embryo quality has not been reported. We have recently developed a technique for the 3D imaging of bovine blastocysts and used it to evaluate 22 parameters including the volumes of the ICM, TE, zona pellucida (ZP) and blastocoel of an embryo (<xref ref-type="bibr" rid="B36">36</xref>). Here, we used this technique to compare the characteristics of embryos that did or did not develop to term in order to identify the parameters associated with successful ET. Furthermore, in the blastomere observation, the shape, size, cytoplasm color, even distribution of cytoplasm, and number of nucleus have been suggested to be related to the developmental potential of bovine embryos (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B12">12</xref>&#x02013;<xref ref-type="bibr" rid="B14">14</xref>). Because bovine and porcine early embryos contain much more lipid than human or mouse embryos, pronucleus formation in early embryos cannot be confirmed under a microscope, which made it difficult to evaluate their quality (<xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B37">37</xref>, <xref ref-type="bibr" rid="B38">38</xref>). Thus, we have also tried to obtain 3D images of early-stage bovine embryos.</p></sec>
<sec sec-type="materials and methods" id="s2">
<title>Materials and Methods</title>
<sec>
<title>Ethics Statement</title>
<p>Animal handling and experimental procedures were carried out following the Guidelines for Proper Conduct of Animal Experiments by the Science Council of Japan (<ext-link ext-link-type="uri" xlink:href="http://www.scj.go.jp/ja/info/kohyo/pdf/kohyo-20-k16-2e.pdf">http://www.scj.go.jp/ja/info/kohyo/pdf/kohyo-20-k16-2e.pdf</ext-link>).</p></sec>
<sec>
<title>Production of Embryos Derived From Oocytes Collected by Ovum-Pick-Up (OPU) and <italic>in vitro</italic> Maturation (IVM)</title>
<p>As described previously (<xref ref-type="bibr" rid="B39">39</xref>), cumulus-oocyte complexes (COCs) were collected from Japanese Black cows (<italic>n</italic> = 12; 110.4 &#x000B1; 34.3-month-old) by OPU using an ultrasound scanner (HS-2100; Honda Electronics, Toyohashi, Japan) and a 7.5-MHz convex array transducer (HCV-4710MV; Honda Electronics) with a 17-gauge stainless steel needle guide (242 COCs, in total). Follicles &#x0003E;2 mm in diameter were aspirated with a vacuum through a disposable aspiration needle (COVA Needle; Misawa Medical, Tokyo, Japan). The aspiration rate was 14 mL/min and the vacuum pressure was 100 mmHg. The IVM medium was 25 mM HEPES-buffered TCM199 (M199; Gibco, Paisley, Scotland, UK), supplemented with 10% newborn calf serum (NCS; 16010159, Gibco) and 0.01 AU/mL of follicle-stimulating hormone from porcine pituitary (Antorin-R10; Kyoritsu Seiyaku, Tokyo, Japan). COCs with two or more granulosa layers were washed three times with IVM medium. Recovered COCs were cultured in 4-well dishes (Non-Treated Multidishes; Nalge Nunc International, Roskilde, Denmark) in 600 &#x003BC;L of IVM medium, covered with mineral oil (M8414; Sigma-Aldrich, St. Louis, MO, USA), and incubated for 22 h at 38.5&#x000B0;C in 5% CO<sub>2</sub>, 5% O<sub>2</sub>, and 90% N<sub>2</sub> in humidified air. All cultures were maintained under these conditions.</p></sec>
<sec>
<title>IVF</title>
<p>Frozen semen of Japanese Black bulls stored in straws was thawed in water (37&#x000B0;C, 40 sec), and then centrifuged twice in IVF100 (Research Institute for the Functional Peptides, Yamagata, Japan; 600 &#x000D7; <italic>g</italic>, 5 min). After centrifugation, spermatozoa were removed from the pellet, and added to IVF100 to obtain a suspension with a final sperm concentration of 1.0 &#x000D7; 10<sup>7</sup>/mL. This suspension served as the IVF medium. After 22 h of IVM, the COCs were washed twice with IVF100. Up to 20 COCs were incubated in 100 &#x003BC;L droplets of IVF medium in 35 mm dishes (Falcon 351008; Corning, NY, USA) for 6 h.</p></sec>
<sec>
<title><italic>In vitro</italic> Culture (IVC)</title>
<p>After insemination, oocytes were completely denuded from the cumulus cells and spermatozoa by pipetting with a glass pipette in IVC medium: potassium simplex optimized medium with amino acid (KSOMaa Evolve Bovine; Zenith Biotech, Bangkok, Thailand) supplemented with 5% NCS and 0.6 mg/mL of L-carnitine (C0158, Sigma-Aldrich). Subsequently, presumptive zygotes were washed three times with IVC medium and cultured in 100 &#x003BC;L droplets of IVC medium for 48 h. Each droplet contained approximately 20 presumptive zygotes. Average value of cleavage rate was 74.0% (179/242). At 48 h post-insemination (hpi), embryos with more than four cells were transferred from the 35 mm dishes to well-of-the-well (WOW) dishes (LinKID micro25, Dai Nippon Printing Co., Ltd., Tokyo, Japan) as described (<xref ref-type="bibr" rid="B12">12</xref>). WOW dishes, which have 25 microwells (5 columns &#x000D7; 5 rows) in a circular wall in the center of a 35 mm dish, can culture up to 25 embryos each with a single drop of medium and track individual embryos throughout the culture. IVC medium and mineral oil were pre-cultured for at least 12 h in glass bottles separately at 38.5&#x000B0;C in 5% CO<sub>2</sub>, 5% O<sub>2</sub>, and 90% N<sub>2</sub> in humidified air, and the pre-cultured IVC medium (100 &#x003BC;L) was placed within the circular wall and covered with the pre-cultured mineral oil. At 168 to 180 hpi, embryos that had developed to or beyond the blastocyst stage were observed under an inverted microscope. Finally, 123 embryos had developed to the blastocyst stage (50.8%), and 80 blastocysts had been cryopreserved.</p></sec>
<sec>
<title>OCT Observations</title>
<p>IVF embryos were cultured for seven days (by this time, they reached the expanded blastocyst stage) and examined under an inverted microscope at 27&#x02013;31 hpi (at the 2-cell stage; <italic>n</italic> = 15) and at 168 to 180 hpi (at the blastocyst stage; <italic>n</italic> = 30). In blastocysts, only the embryos that were independently classified as Code1 according to the IETS standards by three skilled observers were used. OCT imaging was done as described previously (<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B36">36</xref>). Unstained live embryos were imaged by OCT using the Cell3iMager Estier (SCREEN Holdings Co., Ltd, Kyoto, Japan). The imaging system of Cell3iMager Estier is outlined in <xref ref-type="fig" rid="F1">Figure 1</xref>. The system is equipped with a super luminescent diode (SLD; center wavelength: 890 nm, N.A. = 0.3). The SLD output is coupled to a single-mode optical fiber and split at an optical fiber coupler into the sample and reference arms. The reflections from the two arms are combined at the coupler and detected by the spectrometer. The 3D image data of the blastocysts were constructed from individual 2D &#x000D7;-z cross-sectional images, which were obtained by a series of longitudinal scans obtained by laterally translating the optical beam position. The data acquisition window was 200&#x02013;300 &#x000D7; 200&#x02013;300 &#x000D7; 200&#x02013;300 &#x003BC;m, and the voxel size was 1 &#x000D7; 1 &#x000D7; 1 &#x003BC;m. The OCT system scans light source positions in the x-axis direction while the shifting scanning line positions on the y-axis to obtain a signal on the x&#x02013;y plane at a focus position on the z-axis. By repeating this scanning while shifting the z-axis focus positions, 3D images of the embryos were acquired. The lengths of the imaging range on the x-, y-, and z-axis were 300, 300, and 200 &#x003BC;m, respectively. The exposure time was 150 &#x003BC;s, and scanning an entire embryo was completed in a few minutes. OCT provided cross-sectional images with a slice thickness of 1 &#x003BC;m.</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Optical coherence tomography (OCT) setup. The super luminescent diode (SLD) output is coupled into a single mode fiber and split at the fiber coupler into the embryo sample and reference arms. Reflections from the two arms are combined at the coupler and detected by the spectrometer. Scanning scale for the bovine embryo was 200&#x02013;300 &#x003BC;m in each direction. Longitudinal imaging was performed in the area of bovine embryo.</p></caption>
<graphic xlink:href="fvets-08-639249-g0001.tif"/>
</fig></sec>
<sec>
<title>Cryopreservation</title>
<p>As described previously (<xref ref-type="bibr" rid="B40">40</xref>), blastocysts imaged by OCT were transferred to a cryoprotective solution [1.8 M of ethylene glycol and 0.1 M of sucrose in Dulbecco&#x00027;s PBS (D-PBS)], which was then placed in a 0.25-mL straw (IMV Technologies, L&#x00027;Aigle, France) at room temperature. After the blastocysts were equilibrated at room temperature for 15 min, the straws were directly set in a programmable freezer (ET-1N; FUJIHIRA INDUSTRY CO., LTD, Tokyo, Japan) at &#x02212;7&#x000B0;C where seeding was manually performed. Subsequently, the straws were cooled at a rate of 0.3&#x000B0;C/min to &#x02212;30&#x000B0;C and then directly transferred to liquid nitrogen for storage until use. The straws were thawed in air for 10 s and then immersed in water (30&#x000B0;C, 20 s) for the ET. Because of the status of our farms, we have chosen a cryopreservation protocol rather than a verification protocol.</p></sec>
<sec>
<title>Image Analysis</title>
<p>We recently reported using OCT to image bovine embryos (<xref ref-type="bibr" rid="B36">36</xref>). After the 3D images were captured by OCT (<xref ref-type="fig" rid="F1">Figure 1</xref>), the 3D images were analyzed in an automized way (<xref ref-type="fig" rid="F2">Figures 2</xref>, <xref ref-type="fig" rid="F3">3</xref>). Process (i) The 3D images of bovine embryos were binarized (<xref ref-type="fig" rid="F2">Figures 2</xref>, <xref ref-type="fig" rid="F3">3</xref>). For each image, vectors were drawn at equal angles in the elevation direction (&#x02212;90&#x02013;90&#x000B0;) and the azimuth direction (&#x02212;180&#x02013;180&#x000B0;) from the center of the embryo to the outer surface and the inner surface (the outermost of blastocoel). The thicknesses of the embryo along each vector (<italic>T</italic><sub><italic>All</italic></sub>) were then measured (<xref ref-type="fig" rid="F3">Figure 3</xref>). Process (ii) To distinguish the ICM from <italic>T</italic><sub><italic>All</italic></sub>, an appropriate threshold (<italic>TH</italic><sub><italic>icm</italic></sub>; the cut-off value for distinguishing ICM from <italic>T</italic><sub><italic>All</italic></sub>) was set by Otsu&#x00027;s method (<xref ref-type="bibr" rid="B41">41</xref>, <xref ref-type="bibr" rid="B42">42</xref>) (<xref ref-type="fig" rid="F3">Figure 3</xref>). The parts where the thickness from the outer edge of the embryo region was lower than <italic>TH</italic><sub><italic>icm</italic></sub> were excluded from the binarized images. The largest object among the remaining objects after the exclusion was defined as ICM. <italic>T</italic><sub><italic>ALL</italic></sub> was separated into the thickness information of the area corresponding to ICM (<italic>T</italic><sub><italic>ICM</italic></sub>) and the thickness information areas other than ICM (<italic>T</italic><sub><italic>other</italic></sub>). Process (iii) Based on the <italic>T</italic><sub><italic>other</italic></sub> value, the average thickness (<italic>TH</italic><sub><italic>m</italic></sub>) was evaluated, and the threshold (<italic>TH</italic><sub><italic>t</italic></sub>) was set by Otsu&#x00027;s method (<xref ref-type="bibr" rid="B41">41</xref>, <xref ref-type="bibr" rid="B42">42</xref>) (<xref ref-type="fig" rid="F3">Figure 3</xref>). The threshold (<italic>TH</italic><sub><italic>zp</italic></sub>) that separates TE and ZP was set by <italic>TH</italic><sub><italic>m</italic></sub>&#x02013;<italic>(TH</italic><sub><italic>t</italic></sub><italic>-TH</italic><sub><italic>m</italic></sub><italic>)</italic> (in case of <italic>TH</italic><sub><italic>t</italic></sub> &#x0003E; <italic>TH</italic><sub><italic>m</italic></sub>) or by <italic>TH</italic><sub><italic>m</italic></sub> &#x0002B; <italic>(TH</italic><sub><italic>m</italic></sub><italic>-TH</italic><sub><italic>t</italic></sub><italic>)</italic> (in case of <italic>TH</italic><sub><italic>m</italic></sub> &#x02267; <italic>TH</italic><sub><italic>t</italic></sub>). The region where the thickness of <italic>T</italic><sub><italic>other</italic></sub> was lower than <italic>TH</italic><sub><italic>zp</italic></sub> was defined as ZP, and the remaining region after removing <italic>TH</italic><sub><italic>zp</italic></sub> from <italic>T</italic><sub><italic>other</italic></sub> was defined as TE. The unfulfilled region, surrounded by the embryo parts, such as ICM, ZP, and TE, in the binarized image was defined as the blastocoel. The volumes of the defined ICM, TE, ZP, and blastocoel were evaluated. The means, medians, standard deviations, minimum, maximum, and range of the thickness of ICM were evaluated from <italic>T</italic><sub><italic>ICM</italic></sub>. The thickness of TE was evaluated from the thickness information, which was obtained by subtracting <italic>TH</italic><sub><italic>zp</italic></sub> from <italic>T</italic><sub><italic>other</italic></sub>. Summary statistics related to the thickness of ZP was set by <italic>TH</italic><sub><italic>zp</italic></sub>.</p>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>Optical coherence tomography (OCT) images of the bovine embryo and each structure of an embryo. <bold>(A)</bold> Tomographic images obtained by OCT imaging. Panels are images shifted by 25 &#x003BC;m from the center of the embryo. <bold>(B)</bold> Based on the tomographic images, the structure of the embryo is visualized and binarized.</p></caption>
<graphic xlink:href="fvets-08-639249-g0002.tif"/>
</fig>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p>The binarized image was separated into the inner cell mass (ICM), trophectoderm (TE), and zona pellucida (ZP) through processes (i)&#x02013;(iii) <bold>(A)</bold>. <bold>(B)</bold> Process (i): Thickness of embryo (<italic>T</italic><sub><italic>ALL</italic></sub>) was measured by drawing vectors from the center to the outer and inner surfaces (the outermost of blastocoel) of the embryo. Process (ii): ICM parts were extracted from <italic>T</italic><sub><italic>ALL</italic></sub> by Otsu&#x00027;s thresholding method (<xref ref-type="bibr" rid="B41">41</xref>, <xref ref-type="bibr" rid="B42">42</xref>). Process (iii): The parts, which remained after removing the ICM parts from <italic>T</italic><sub><italic>ALL</italic></sub>, were defined as <italic>T</italic><sub><italic>other</italic></sub>. <italic>T</italic><sub><italic>other</italic></sub> was separated into TE and ZP by calculating the average thickness of <italic>T</italic><sub><italic>other</italic></sub> (<italic>TH</italic><sub><italic>m</italic></sub>) and by using Otsu&#x00027;s thresholding method (<xref ref-type="bibr" rid="B41">41</xref>, <xref ref-type="bibr" rid="B42">42</xref>). <italic>T</italic><sub><italic>All</italic></sub>, thicknesses of embryo along each vector; <italic>TH</italic><sub><italic>icm</italic></sub>, threshold of ICM; <italic>T</italic><sub><italic>ICM</italic></sub>, thickness of ICM; <italic>T</italic><sub><italic>other</italic></sub>, thickness of the areas other than ICM; <italic>TH</italic><sub><italic>t</italic></sub>, threshold of <italic>T</italic><sub><italic>other</italic></sub>; <italic>TH</italic><sub><italic>m</italic></sub>, average of <italic>THt</italic>; <italic>TH</italic><sub><italic>zp</italic></sub>, thickness of ZP (=2 <italic>TH</italic><sub><italic>m</italic></sub><italic>-TH</italic><sub><italic>t</italic></sub>).</p></caption>
<graphic xlink:href="fvets-08-639249-g0003.tif"/>
</fig></sec>
<sec>
<title>ET and Pregnancy Diagnosis</title>
<p>The OCT-imaged embryos were transferred to 30 recipient cows [47.5 &#x000B1; 25.5-month-old Holstein (18 lactating cows) and Japanese Black cows (10 cows; two cows received ET twice)] from March 2018 to February 2019 at the farms in Tottori prefecture, Japan. The cows were clinically normal with body condition scores (BCS) between 2.75 and 3.0 (BCS scale goes from 1 to 5 with 0.25 increments). Before ET, recipients were estrus-synchronized by the administration of a CIDR device (CIDR 1900; Zoetis Japan, Tokyo, Japan) for 9 days and a treatment with cloprostenol (Dalmazin 150 &#x003BC;g [i.m.]; Kyoritsu Seiyaku Corporation, Tokyo, Japan) 2 days before the CIDR removal. Estrus of recipient cows was monitored, and embryos were transferred seven days after estrus with the confirmation of the presence of corpus luteum (CL; diameter &#x02267;20 mm). The recipients were examined for pregnancy 23 days after ET using ultrasonography (HS101V; Honda Electronics). Pregnancy was confirmed in nine Holstein cows and six Japanese Black cows by observation of a CL &#x02267; 20 mm in diameter and an embryo with a detectable heartbeat in the intraluminal uterine fluid and an embryonic membrane. Ages of pregnant and non-pregnant cows were 42.3 &#x000B1; 19.9 and 52.7 &#x000B1; 29.5-months-old, respectively. Cows with BCS of 2.75 and 3.0 were included equally in both pregnant and non-pregnant cows.</p></sec>
<sec>
<title>Data Analysis</title>
<p>Hierarchical clustering analysis was performed using 13 blastocoel-related and ZP-related parameters of bovine blastocysts. Metrics and linkage criteria for hierarchical clustering were Pearson&#x00027;s correlation and unweighted average linkage. The data was normalized so that the <italic>average</italic> = <italic>0</italic> and <italic>SD</italic> = <italic>1</italic> for each of the parameter. Hierarchical clustering analysis was performed using the SciPy (ver.1.3.0) package in Python (ver.3.6.5). Statistical significance was analyzed using the Mann-Whitney <italic>U</italic> test. A value of <italic>p</italic> &#x0003C; 0.05 was considered statistically significant. Mann-Whitney <italic>U</italic> test was performed using the SciPy (ver.1.3.0) package in Python (ver.3.6.5). Principal component analysis (PCA) was performed using 22 parameters of bovine blastocysts. The data was normalized so that the <italic>average</italic> = <italic>0</italic> and <italic>SD</italic> = <italic>1</italic> for each of the parameter. PCA was performed using the scikit-learn (ver.0.23.2) package in Python (ver.3.6.5).</p></sec></sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec>
<title>3D Imaging of Bovine IVF Embryos at the 2-Cell Stage</title>
<p>With OCT, it was possible to non-invasively obtain live 3D images of a 2-cell embryo. OCT images also showed the nuclei (<xref ref-type="fig" rid="F4">Figures 4B,C</xref>), which made it easy to find binuclear blastomeres (blue and green in <xref ref-type="fig" rid="F5">Figures 5B,C</xref>). Of the 15 embryos examined by OCT, two were binuclear and were not used for transfer.</p>
<fig id="F4" position="float">
<label>Figure 4</label>
<caption><p><bold>(A)</bold> A bovine 2-cell embryo imaged by a microscope. <bold>(B)</bold> Optical coherence tomography (OCT) images of the bovine 2-cell embryo with visualization of the nucleus (blue and green) of the blastomere. <bold>(C)</bold> Tomographic images obtained by OCT imaging. Panels are images shifted by 25 &#x003BC;m from the center of the embryo with visualization of the nucleus (blue and green) of the blastomere.</p></caption>
<graphic xlink:href="fvets-08-639249-g0004.tif"/>
</fig>
<fig id="F5" position="float">
<label>Figure 5</label>
<caption><p><bold>(A)</bold> A bovine 2-cell embryo including a binuclear blastomere imaged by a microscope. <bold>(B)</bold> Optical coherence tomography (OCT) images of the bovine 2-cell embryo including a binuclear blastomere with visualization of the nucleus (blue, green, and yellow) of the blastomere. Blue and green nucleus are in a blastomere. <bold>(C)</bold> Tomographic images obtained by OCT imaging. Panels are images shifted by 25 &#x003BC;m from the center of the embryo with visualization of the nucleus (blue, green, and yellow) of the blastomere.</p></caption>
<graphic xlink:href="fvets-08-639249-g0005.tif"/>
</fig></sec>
<sec>
<title>Quantification of Bovine Embryo Morphology at the Blastocyst Stage and ET Success Rate</title>
<p>Before transfer, we obtained images of an embryo with a microscope (<xref ref-type="fig" rid="F6">Figures 6A</xref>, <xref ref-type="fig" rid="F7">7A</xref>) and with OCT. OCT images of the trophectoderm (TE) and inner cell mass (ICM) of representative embryos resulting in pregnancy (P embryos) and non-pregnancy (NP embryos) are shown in <xref ref-type="fig" rid="F6">Figures 6B</xref>, <xref ref-type="fig" rid="F7">7B</xref>, respectively. In these figures, TE and ICM were artificially colored green and orange, respectively. The structure of a whole embryo, including ICM (orange), TE (green), and zona pellucida (ZP; gray) were also 3D-visualized (<xref ref-type="fig" rid="F6">Figures 6C</xref>, <xref ref-type="fig" rid="F7">7C</xref>; <xref ref-type="supplementary-material" rid="SM1">Supplementary Movies 1</xref>, <xref ref-type="supplementary-material" rid="SM5">5</xref>). Each part of the embryo, the ICM (<xref ref-type="fig" rid="F6">Figures 6D</xref>, <xref ref-type="fig" rid="F7">7D</xref>; <xref ref-type="supplementary-material" rid="SM2">Supplementary Movies 2</xref>, <xref ref-type="supplementary-material" rid="SM6">6</xref>), TE (<xref ref-type="fig" rid="F6">Figures 6E</xref>, <xref ref-type="fig" rid="F7">7E</xref>; <xref ref-type="supplementary-material" rid="SM3">Supplementary Movies 3</xref>, <xref ref-type="supplementary-material" rid="SM7">7</xref>), and blastocoel (<xref ref-type="fig" rid="F6">Figures 6F</xref>, <xref ref-type="fig" rid="F7">7F</xref>; <xref ref-type="supplementary-material" rid="SM4">Supplementary Movies 4</xref>, <xref ref-type="supplementary-material" rid="SM8">8</xref>), was also 3D-visualized individually.</p>
<fig id="F6" position="float">
<label>Figure 6</label>
<caption><p>Representative optical coherence tomography (OCT) images of a transferred bovine embryo that resulted in pregnancy. <bold>(A)</bold> A representative transferred embryo, determined as Code 1 according to the IETS standards, imaged by a microscope. <bold>(B)</bold> Sum of all pixel values in z-stack images of trophectoderm (TE; bright green) and inner cell mass (ICM; orange) part was extracted from the tomographic image and synthesized 2D image. <bold>(C)</bold> A 3D-visualization of structures of the embryo, including ICM (orange), TE (bright green), zona pellucida (ZP; gray), and blastocoel. <bold>(D&#x02013;F)</bold> A 3D visualization of each structure of the embryo: ICM <bold>(D)</bold>, TE <bold>(E)</bold>, and blastocoel <bold>(F)</bold>. Colors in <bold>(B&#x02013;F)</bold> are graphically added. See also <xref ref-type="supplementary-material" rid="SM1">Supplementary Movies 1</xref>&#x02013;<xref ref-type="supplementary-material" rid="SM4">4</xref> for the 3D images of <bold>(C&#x02013;F)</bold>, respectively.</p></caption>
<graphic xlink:href="fvets-08-639249-g0006.tif"/>
</fig>
<fig id="F7" position="float">
<label>Figure 7</label>
<caption><p>Representative optical coherence tomography (OCT) images of a transferred bovine embryo that resulted in non-pregnancy. <bold>(A)</bold> A representative transferred embryo, determined as Code 1 according to the IETS standards, imaged by a microscope. <bold>(B)</bold> Sum of all pixel values in z-stack images of the trophectoderm (TE; bright green) and inner cell mass (ICM; orange) part was extracted from the tomographic image and synthesized 2D image. <bold>(C)</bold> A 3D-visualization of structures of the embryo, including ICM (orange), TE (bright green), zona pellucida (ZP; gray), and blastocoel. <bold>(D&#x02013;F)</bold> A 3D visualization of each structure of the embryo: ICM <bold>(D)</bold>, TE <bold>(E)</bold>, and blastocoel <bold>(F)</bold>. Colors in <bold>(B&#x02013;F)</bold> are graphically added. See also <xref ref-type="supplementary-material" rid="SM5">Supplementary Movies 5</xref>&#x02013;<xref ref-type="supplementary-material" rid="SM8">8</xref> for the 3D images of <bold>(C&#x02013;F)</bold>, respectively.</p></caption>
<graphic xlink:href="fvets-08-639249-g0007.tif"/>
</fig>
<p>Twenty-two parameters were measured for each of the 30 embryos (<xref ref-type="table" rid="T1">Table 1</xref>). For the embryos that were subjected to ET (<italic>n</italic> = 30), the average thicknesses of ICM, TE, ZP, and TE &#x0002B; ZP were 55.1 &#x000B1; 14.1, 4.2 &#x000B1; 1.2, 15.2 &#x000B1; 3.4, and 19.5 &#x000B1; 3.8 &#x003BC;m, respectively (mean &#x000B1; SD). The average volumes of ICM, TE, ZP, TE &#x0002B; ZP, ICM &#x0002B; TE &#x0002B; ZP, blastocoel, and whole embryo were 3.7 &#x000B1; 1.3, 2.0 &#x000B1; 0.9, 16.1 &#x000B1; 3.5, 18.7 &#x000B1; 4.0, 22.4 &#x000B1; 4.7, 13.4 &#x000B1; 5.5, and 35.8 &#x000B1; 8.1 &#x000D7; 10<sup>5</sup> &#x003BC;m<sup>3</sup>, respectively (mean &#x000B1; SD), and the blastocoel diameters were 52.3 &#x000B1; 7.7 &#x003BC;m (mean &#x000B1; SD). Fifteen of the 30 recipients became pregnant. None of the parameters were significantly different between the embryos that did (P) or did not (NP) lead to pregnancy (<xref ref-type="table" rid="T1">Table 1</xref>; <xref ref-type="fig" rid="F8">Figure 8</xref>). Twelve of the 15 pregnant cows gave birth (six males and six females), and the remaining three cows experienced a late embryonic death. Newborn calves had typical weights (male: 40.2 kg; female: 35.5 kg, in average), and did not show any congenital defects, neonatal overgrowth, and death.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Quantification of 22 parameters in bovine embryo (Pregnancy: <italic>n</italic> = 15, Non-pregnancy: <italic>n</italic> = 15).</p></caption>
<table frame="hsides" rules="groups">
<thead><tr>
<th/>
<th/>
<th valign="top" align="center" colspan="3" style="border-bottom: thin solid #000000;"><bold>Pregnancy</bold></th>
<th valign="top" align="center" colspan="3" style="border-bottom: thin solid #000000;"><bold>Non-pregnancy</bold></th>
<th valign="top" align="left"><bold><italic>p-</italic>value</bold></th>
<th valign="top" align="left"><bold><italic>p</italic> &#x0003C; 0.05</bold></th>
</tr>
<tr>
<th/>
<th/>
<th valign="top" align="left"><bold>Median</bold></th>
<th valign="top" align="left"><bold>Min</bold></th>
<th valign="top" align="left"><bold>Max</bold></th>
<th valign="top" align="left"><bold>Median</bold></th>
<th valign="top" align="left"><bold>Min</bold></th>
<th valign="top" align="left"><bold>Max</bold></th>
<th/>
<th/>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="2"><bold>Structural thickness (&#x003BC;m)</bold></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td/>
<td valign="top" align="left">Mean</td>
<td valign="top" align="left">56.2</td>
<td valign="top" align="left">22.1</td>
<td valign="top" align="left">77.8</td>
<td valign="top" align="left">55.4</td>
<td valign="top" align="left">32.5</td>
<td valign="top" align="left">90.7</td>
<td valign="top" align="left">0.7</td>
<td valign="top" align="left">n.s.</td>
</tr>
<tr>
<td valign="top" align="left">ICM</td>
<td valign="top" align="left">Median</td>
<td valign="top" align="left">57.1</td>
<td valign="top" align="left">20.4</td>
<td valign="top" align="left">78.1</td>
<td valign="top" align="left">56.4</td>
<td valign="top" align="left">28.9</td>
<td valign="top" align="left">90.4</td>
<td valign="top" align="left">0.8</td>
<td valign="top" align="left">n.s.</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">SD</td>
<td valign="top" align="left">7.1</td>
<td valign="top" align="left">3.3</td>
<td valign="top" align="left">10.8</td>
<td valign="top" align="left">7.3</td>
<td valign="top" align="left">4.8</td>
<td valign="top" align="left">12.0</td>
<td valign="top" align="left">1.0</td>
<td valign="top" align="left">n.s.</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Mean</td>
<td valign="top" align="left">4.3</td>
<td valign="top" align="left">2.3</td>
<td valign="top" align="left">6.2</td>
<td valign="top" align="left">3.8</td>
<td valign="top" align="left">2.8</td>
<td valign="top" align="left">7.2</td>
<td valign="top" align="left">0.8</td>
<td valign="top" align="left">n.s.</td>
</tr>
<tr>
<td valign="top" align="left">TE</td>
<td valign="top" align="left">Median</td>
<td valign="top" align="left">3.1</td>
<td valign="top" align="left">2.4</td>
<td valign="top" align="left">4.8</td>
<td valign="top" align="left">2.9</td>
<td valign="top" align="left">1.9</td>
<td valign="top" align="left">5.4</td>
<td valign="top" align="left">0.9</td>
<td valign="top" align="left">n.s.</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">SD</td>
<td valign="top" align="left">4.1</td>
<td valign="top" align="left">1.5</td>
<td valign="top" align="left">6.2</td>
<td valign="top" align="left">3.1</td>
<td valign="top" align="left">1.8</td>
<td valign="top" align="left">6.1</td>
<td valign="top" align="left">0.8</td>
<td valign="top" align="left">n.s.</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Mean</td>
<td valign="top" align="left">14.9</td>
<td valign="top" align="left">10.3</td>
<td valign="top" align="left">20.2</td>
<td valign="top" align="left">13.9</td>
<td valign="top" align="left">7.8</td>
<td valign="top" align="left">21.9</td>
<td valign="top" align="left">1.0</td>
<td valign="top" align="left">n.s.</td>
</tr>
<tr>
<td valign="top" align="left">ZP</td>
<td valign="top" align="left">Median</td>
<td valign="top" align="left">15.4</td>
<td valign="top" align="left">11.1</td>
<td valign="top" align="left">21.0</td>
<td valign="top" align="left">15.0</td>
<td valign="top" align="left">8.1</td>
<td valign="top" align="left">23.1</td>
<td valign="top" align="left">1.0</td>
<td valign="top" align="left">n.s.</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">SD</td>
<td valign="top" align="left">2.6</td>
<td valign="top" align="left">1.9</td>
<td valign="top" align="left">3.4</td>
<td valign="top" align="left">2.7</td>
<td valign="top" align="left">1.5</td>
<td valign="top" align="left">4.5</td>
<td valign="top" align="left">0.9</td>
<td valign="top" align="left">n.s.</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Mean</td>
<td valign="top" align="left">19.6</td>
<td valign="top" align="left">13.1</td>
<td valign="top" align="left">25.1</td>
<td valign="top" align="left">19.4</td>
<td valign="top" align="left">10.8</td>
<td valign="top" align="left">28.4</td>
<td valign="top" align="left">1.0</td>
<td valign="top" align="left">n.s.</td>
</tr>
<tr>
<td valign="top" align="left">TE &#x0002B; ZP</td>
<td valign="top" align="left">Median</td>
<td valign="top" align="left">19.1</td>
<td valign="top" align="left">13.1</td>
<td valign="top" align="left">24.0</td>
<td valign="top" align="left">19.2</td>
<td valign="top" align="left">10.2</td>
<td valign="top" align="left">27.0</td>
<td valign="top" align="left">0.8</td>
<td valign="top" align="left">n.s.</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">SD</td>
<td valign="top" align="left">4.8</td>
<td valign="top" align="left">3.1</td>
<td valign="top" align="left">6.7</td>
<td valign="top" align="left">4.3</td>
<td valign="top" align="left">3.3</td>
<td valign="top" align="left">7.7</td>
<td valign="top" align="left">0.4</td>
<td valign="top" align="left">n.s.</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Volume (&#x000D7;10<sup>5</sup> &#x003BC;m<sup>3</sup>)</bold></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">ICM</td>
<td/>
<td valign="top" align="left">3.6</td>
<td valign="top" align="left">2.4</td>
<td valign="top" align="left">6.7</td>
<td valign="top" align="left">3.6</td>
<td valign="top" align="left">2.0</td>
<td valign="top" align="left">6.8</td>
<td valign="top" align="left">1.0</td>
<td valign="top" align="left">n.s.</td>
</tr>
<tr>
<td valign="top" align="left">TE</td>
<td/>
<td valign="top" align="left">1.9</td>
<td valign="top" align="left">0.6</td>
<td valign="top" align="left">2.9</td>
<td valign="top" align="left">1.9</td>
<td valign="top" align="left">0.6</td>
<td valign="top" align="left">4.2</td>
<td valign="top" align="left">1.0</td>
<td valign="top" align="left">n.s.</td>
</tr>
<tr>
<td valign="top" align="left">ZP</td>
<td/>
<td valign="top" align="left">15.1</td>
<td valign="top" align="left">13.5</td>
<td valign="top" align="left">23.0</td>
<td valign="top" align="left">15.3</td>
<td valign="top" align="left">9.1</td>
<td valign="top" align="left">26.6</td>
<td valign="top" align="left">0.5</td>
<td valign="top" align="left">n.s.</td>
</tr>
<tr>
<td valign="top" align="left">TE&#x0002B;ZP</td>
<td/>
<td valign="top" align="left">18.1</td>
<td valign="top" align="left">15.4</td>
<td valign="top" align="left">25.0</td>
<td valign="top" align="left">17.5</td>
<td valign="top" align="left">11.2</td>
<td valign="top" align="left">32.3</td>
<td valign="top" align="left">0.5</td>
<td valign="top" align="left">n.s.</td>
</tr>
<tr>
<td valign="top" align="left">ICM&#x0002B;TE&#x0002B;ZP</td>
<td/>
<td valign="top" align="left">21.7</td>
<td valign="top" align="left">17.7</td>
<td valign="top" align="left">27.7</td>
<td valign="top" align="left">20.0</td>
<td valign="top" align="left">13.4</td>
<td valign="top" align="left">38.5</td>
<td valign="top" align="left">0.4</td>
<td valign="top" align="left">n.s.</td>
</tr>
<tr>
<td valign="top" align="left">Blastocoel</td>
<td/>
<td valign="top" align="left">14.4</td>
<td valign="top" align="left">2.6</td>
<td valign="top" align="left">21.6</td>
<td valign="top" align="left">12.5</td>
<td valign="top" align="left">3.3</td>
<td valign="top" align="left">21.2</td>
<td valign="top" align="left">0.9</td>
<td valign="top" align="left">n.s.</td>
</tr>
<tr>
<td valign="top" align="left">Whole embryo</td>
<td/>
<td valign="top" align="left">37.4</td>
<td valign="top" align="left">22.9</td>
<td valign="top" align="left">49.3</td>
<td valign="top" align="left">33.0</td>
<td valign="top" align="left">24.4</td>
<td valign="top" align="left">50.9</td>
<td valign="top" align="left">0.6</td>
<td valign="top" align="left">n.s.</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Diameter of blastocoel (&#x003BC;m)</bold></td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Mean</td>
<td/>
<td valign="top" align="left">54.3</td>
<td valign="top" align="left">31.6</td>
<td valign="top" align="left">62.8</td>
<td valign="top" align="left">52.3</td>
<td valign="top" align="left">39.5</td>
<td valign="top" align="left">62.0</td>
<td valign="top" align="left">0.8</td>
<td valign="top" align="left">n.s.</td>
</tr>
<tr>
<td valign="top" align="left">Median</td>
<td/>
<td valign="top" align="left">56.7</td>
<td valign="top" align="left">32.1</td>
<td valign="top" align="left">65.8</td>
<td valign="top" align="left">54.2</td>
<td valign="top" align="left">39.3</td>
<td valign="top" align="left">65.2</td>
<td valign="top" align="left">0.8</td>
<td valign="top" align="left">n.s.</td>
</tr>
<tr>
<td valign="top" align="left">SD</td>
<td/>
<td valign="top" align="left">15.1</td>
<td valign="top" align="left">9.8</td>
<td valign="top" align="left">16.5</td>
<td valign="top" align="left">14.8</td>
<td valign="top" align="left">11.9</td>
<td valign="top" align="left">17.4</td>
<td valign="top" align="left">0.8</td>
<td valign="top" align="left">n.s.</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>ICM, inner cell mass; TE, trophectoderm; ZP, zona pellucida</italic>.</p>
</table-wrap-foot>
</table-wrap>
<fig id="F8" position="float">
<label>Figure 8</label>
<caption><p>Comparison of 22 morphological parameters of bovine blastocysts between pregnancy (P: <italic>n</italic> = 15) and non-pregnancy (NP: <italic>n</italic> = 15). <bold>(A)</bold> Parameters related to structural thickness including mean, median, and standard deviation (SD) of inner cell mass (ICM), trophectoderm (TE), zona pellucida (ZP), and TE &#x0002B; ZP. Parameters related to the volume of each part of blastocyst (ICM, TE, ZP, TE &#x0002B; ZP, ICM &#x0002B; TE &#x0002B; ZP, blastocoel, and whole embryo). <bold>(C)</bold> Parameters related toblastocoel diameter (mean, median, and SD). Statistical significance was analyzed using the Mann-Whitney <italic>U</italic> test. A value of <italic>p</italic> &#x0003C; 0.05 was considered statistically significant.</p></caption>
<graphic xlink:href="fvets-08-639249-g0008.tif"/>
</fig></sec>
<sec>
<title>PCA of 22 Morphological Parameters of Bovine Blastocysts</title>
<p>A PCA identified three principal components, PC1, PC2, and PC3. PC1 was related to the thickness of ZP and TE, which accounted for 41.00% of the variance; PC2 was related to the volumes of parts, which accounted for 29.81% of the variance; and PC3 was related to the thickness of ICM and TE, which accounted for 13.52% of the variance (<xref ref-type="fig" rid="F9">Figure 9B</xref>). <xref ref-type="fig" rid="F9">Figure 9A</xref> shows plots of PC1 vs. PC2 (a), PC1 vs. PC3 (b), and PC3 vs. PC2 (c). None of the plots clearly separated the P and NP embryos.</p>
<fig id="F9" position="float">
<label>Figure 9</label>
<caption><p>Results of principal component analysis (PCA) based on the 22 morphological parameters of bovine blastocysts (pregnancy: <italic>n</italic> = 15, non-pregnancy: <italic>n</italic> = 15). <bold>(A)</bold> Two-dimensional PCA plots [<bold>(a)</bold> PC1&#x02013;PC2, <bold>(b)</bold> PC1&#x02013;PC3, <bold>(c)</bold> PC3&#x02013;PC2] profiled based on the morphological parameters evaluated from the OCT-scanned 3D images of bovine blastocysts. Each purple and gray dot represents blastocyst resulting in pregnancy and non-pregnancy, respectively. <bold>(B)</bold> Eigenvectors for PC1, 2, and 3.</p></caption>
<graphic xlink:href="fvets-08-639249-g0009.tif"/>
</fig></sec>
<sec>
<title>Hierarchical Clustering Analysis of the Morphological Parameters of Bovine Blastocysts</title>
<p>The hierarchical clustering analysis based on the blastocoel-related and ZP-related parameters (<xref ref-type="fig" rid="F10">Figure 10</xref>) showed two clusters with a threshold of <italic>Dissimilarity</italic> = <italic>2.0</italic>, and these clusters were also found separated into low (Cluster 1) and high (Cluster 2) blastocoel volume clusters on blastocoel volume-TE &#x0002B; ZP thickness plane (<xref ref-type="fig" rid="F11">Figure 11</xref>). In Cluster 1, no significant difference was found in any of the 22 parameters between the P and NP embryos (<xref ref-type="fig" rid="F12">Figure 12</xref>), while in Cluster 2, TE volume was significantly lower in the P embryos (<italic>p</italic> &#x0003C; 0.05) (<xref ref-type="fig" rid="F12">Figure 12</xref>, <xref ref-type="fig" rid="F13">13</xref>). No difference between the P and NP embryos in any of the 22 parameters was common to both clusters (<xref ref-type="fig" rid="F12">Figures 12</xref>, <xref ref-type="fig" rid="F13">13</xref>).</p>
<fig id="F10" position="float">
<label>Figure 10</label>
<caption><p>Hierarchical clustering analysis performed using 13 blastocoel-related and ZP-related parameters obtained from 30 blastocysts applied for transfer [pregnancy (purple): <italic>n</italic> = 15, non-pregnancy (gray): <italic>n</italic> = 15]. Embryos displaying similar patterns for these 13 parameters were grouped together on closely connected branches of the dendrogram with the same color. The color map indicates normalized values that were based on the average value of each parameter (<italic>average</italic> = <italic>0</italic> and <italic>SD</italic> = <italic>1</italic>). Yellow represents a high value; black represents approximately an equal to average value; and sky blue represents a low value. Metrics and linkage criteria for hierarchical clustering were Pearson&#x00027;s correlation and unweighted average linkage. Two clusters marked with red and blue were obtained with a threshold of <italic>Dissimilarity</italic> = <italic>2.0</italic>.</p></caption>
<graphic xlink:href="fvets-08-639249-g0010.tif"/>
</fig>
<fig id="F11" position="float">
<label>Figure 11</label>
<caption><p>Two-dimensional plots profiled based on the mean of trophectoderm (TE) &#x0002B; zona pellucida (ZP) thickness and blastocoel volume evaluated from the optical coherence tomography (OCT)-scanned 3D images of bovine blastocysts (Cluster 1: red circle, Cluster 2: blue triangle; pregnancy: <italic>n</italic> = 15, non-pregnancy: <italic>n</italic> = 15).</p></caption>
<graphic xlink:href="fvets-08-639249-g0011.tif"/>
</fig>
<fig id="F12" position="float">
<label>Figure 12</label>
<caption><p><italic>P</italic>-values in the comparison of 22 parameters evaluated from the optical coherence tomography (OCT)-scanned 3D images of bovine blastocysts between pregnancy and non-pregnancy in each cluster (pregnancy: <italic>n</italic> = 15, non-pregnancy: <italic>n</italic> = 15). Statistical significance was analyzed using the Mann-Whitney <italic>U</italic> test. A value of <italic>p</italic> &#x0003C; 0.05 was considered statistically significant.</p></caption>
<graphic xlink:href="fvets-08-639249-g0012.tif"/>
</fig>
<fig id="F13" position="float">
<label>Figure 13</label>
<caption><p>Comparison of TE volume evaluated from the optical coherence tomography (OCT)-scanned 3D images of bovine blastocysts between pregnancy (P) and non-pregnancy (NP) in each cluster (pregnancy: <italic>n</italic> = 15, non-pregnancy: <italic>n</italic> = 15). Statistical significance was analyzed using the Mann-Whitney <italic>U</italic> test. A value of <italic>p</italic> &#x0003C; 0.05 was considered statistically significant.</p></caption>
<graphic xlink:href="fvets-08-639249-g0013.tif"/>
</fig></sec></sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>The present study describes the 3D images of bovine embryos at the 2-cell and blastocyst stages obtained by OCT. Blastomere nuclei at the 2-cell stage were also clearly visualized by the same system. At the blastocyst stage, 22 morphological parameters were evaluated based on the 3D OCT images. The transfer of 30 bovine embryos after being imaged by OCT resulted in 15 pregnancies (pregnancy rate: 50%) and 12 births (birth rate: 40%), which was typical for the ET attempts (<xref ref-type="bibr" rid="B1">1</xref>&#x02013;<xref ref-type="bibr" rid="B4">4</xref>). Bovine blastocysts appeared healthy after a long-term (over 18 h) capture by OCT for monitoring their micro-scale movements (<xref ref-type="bibr" rid="B35">35</xref>). These results indicate that OCT can be used to evaluate embryos before ET. As described previously, OCT can capture the inside structure of mammalian embryos (<xref ref-type="bibr" rid="B32">32</xref>&#x02013;<xref ref-type="bibr" rid="B36">36</xref>). In addition, the present study has made it possible to quantify several parts of bovine blastocysts including its inside structure, such as the blastocoel, which could not be visualized by conventional microscopy.</p>
<p>A PCA of the measured parameters was unable to find the critical parameters associated with pregnancy. To find the critical parameters for pregnancy, a greater number of transfers of OCT-imaged embryos is needed. As bovine embryos expand into blastocysts, the thickness of the ZP decreases (<xref ref-type="bibr" rid="B5">5</xref>). In addition, we detected the blastocoel-related parameters (volume and diameter), which were originally quantified in our recent study by OCT (<xref ref-type="bibr" rid="B36">36</xref>). Thus, we conducted a hierarchical clustering analysis based on the blastocoel-related and ZP-related parameters. The hierarchical clustering analysis (<xref ref-type="fig" rid="F10">Figure 10</xref>) shows two clusters with a threshold of <italic>Dissimilarity</italic> = <italic>2.0</italic>, and these clusters were also found separated into two clusters with low (Cluster 1) or high (Cluster 2) blastocoel volumes on a blastocoel volume-TE &#x0002B; ZP thickness plane. While no difference common to both clusters were found in any of the 22 parameters between the P and NP embryos, TE volume in Cluster 2 was significantly lower in the P embryos than in the NP embryos. In Cluster 2, blastocoel volumes were relatively high and the TE &#x0002B; ZP thicknesses were relatively low (<xref ref-type="fig" rid="F11">Figure 11</xref>), suggesting that embryos in Cluster 2 were well-expanded. These results imply that a low TE volume could be one of the parameters for selecting embryo for ET especially in well-expanded blastocysts. However, since in Cluster 1, there was no significant difference in TE volume between the P and NP embryos, more precise methods for the quantification of TE-related parameters and/or a combination of parameters based on the increased number of OCT images are needed to find the critical parameters for the evaluation of bovine embryos for ET. Furthermore, embryo evaluation is more effective if the OCT measurements are done in parallel with time lapse imaging to evaluate other developmental landmarks, such as the timing of embryo cleavage, timing of each developmental stage, and evaluating cell number.</p>
<p>The present study imaged blastomere nuclei at the 2-cell stage. Karnowski et al. (<xref ref-type="bibr" rid="B34">34</xref>) reported that OCT could visualize not only nuclei but also pronuclei and nucleoli in mouse early embryos and blastocysts. They also used OCT to show time dependent changes in these nuclear architectures (<xref ref-type="bibr" rid="B34">34</xref>). In cattle, TLC analysis has revealed that the time-dependent changes, such as the time of the first cleavage and the subsequent number of blastomeres, and the number of blastomeres at the onset of the lag-phase are useful for selecting embryos with a development potential (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B12">12</xref>&#x02013;<xref ref-type="bibr" rid="B14">14</xref>). Since we also visualized binuclear cells in a blastomere at the 2-cell stage, which is known as a negative indicator for development (<xref ref-type="bibr" rid="B43">43</xref>), OCT should also be useful for weeding out poor quality embryos. Previous reports also indicate that morphological indices also help to select high quality bovine embryos (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B13">13</xref>, <xref ref-type="bibr" rid="B43">43</xref>). Furthermore, the structure of bovine blastocyst has been precisely quantified in the present study. Together, the above findings suggest that detecting time-dependent structural changes of early-stage bovine embryo by OCT could improve evaluations at the blastocyst stage.</p>
<p>The present study reports the first normal deliveries of calves following the transfer of OCT-analyzed bovine embryos. The present conception rate (50%) and the birth rate (40%) following OCT are typical for ETs, indicating that OCT did not adversely affect ET. Although a PCA was unable to identify the parameters associated with pregnancy, TE-related parameters may be useful for evaluating bovine embryos. At present, OCT imaging should be useful for investigating the time-dependent changes of IVF embryos, and with further improvements, be useful for the selection of high-quality embryos for transfer.</p></sec>
<sec sec-type="data-availability-statement" 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="s8">Supplementary Material</xref>, further inquiries can be directed to the corresponding author/s.</p></sec>
<sec id="s6">
<title>Ethics Statement</title>
<p>Ethical review and approval was not required for the animal study because the presented results were based on the bovine blastocyst images captured in culture conditions, so that the present experiments did not have any stress to animals. Animal handling and experimental procedures in farms were carried out following the Guidelines for Proper Conduct of Animal Experiments by Science Council of Japan (<ext-link ext-link-type="uri" xlink:href="http://www.scj.go.jp/ja/info/kohyo/pdf/kohyo-20-k16-2e.pdf">http://www.scj.go.jp/ja/info/kohyo/pdf/kohyo-20-k16-2e.pdf</ext-link>). Written informed consent was obtained from the owners for the participation of their animals in this study.</p></sec>
<sec id="s7">
<title>Author Contributions</title>
<p>RN: conceptualization, resources, data curation, supervision, project administration, and writing&#x02014;review and editing. YM: methodology, investigation, and writing&#x02014;original draft preparation. RH, YK, MK, and KU: methodology, investigation, and writing&#x02014;review and editing. MH and TO: writing&#x02014;review and editing. All authors have read and agreed with the manuscript for publication.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of Interest</title>
<p>RH, YK, and MK were employed by SCREEN Holdings Co., Ltd. The remaining 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>
</body>
<back>
<ack><p>We thank the owners and crews of the farms in Tottori prefecture (Field Science Center, Faculty of Agriculture, Tottori University, Tottori; Tottori Livestock Research Center, Tohaku; Takemoto Farm, Kurayoshi) for their outstanding cooperation and for donor cow feeding management.</p>
</ack>
<sec sec-type="supplementary-material" id="s8">
<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/fvets.2021.639249/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fvets.2021.639249/full#supplementary-material</ext-link></p>
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