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Ho TCT, Kawate N, Koyama K. Predicting nuclear maturation speed of oocytes from Japanese Black beef heifers through non-invasive observations during IVM: An attempt using machine learning algorithms. Theriogenology 2023; 209:235-242. [PMID: 37453399 DOI: 10.1016/j.theriogenology.2023.07.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2023] [Revised: 07/04/2023] [Accepted: 07/06/2023] [Indexed: 07/18/2023]
Abstract
Nuclear maturation is an essential process in which oocytes acquire the competence to develop further. However, the time required for nuclear maturation during IVM varies among oocytes. Therefore, predicting nuclear maturation speed (NMS) could help identify the optimal timing for IVF and maximize the developmental competence of each oocyte. This study aimed to establish machine learning-based prediction models for NMS using non-invasive indicators during the individual IVM of Japanese Black (JB) beef heifer oocytes. We collected ovaries from abattoirs and aspirated cumulus-oocyte complexes (COCs) from follicles with diameters ranging between 2 and 8 mm. The COCs were matured individually for 18 h, and photographs of each COC were taken at the beginning and every 3 h from 12 h to the end of maturation. After IVM culture, we denuded COCs and stained oocytes to confirm the progression of meiosis. Only oocytes that reached the metaphase II (MII) stage were considered to have a fast NMS. Morphological features, including COC area, cumulus expansion ratio, expansion rate per hour, and expansion pattern, were extracted from the recorded photos and applied to develop prediction models for NMS using machine learning algorithms. The MII rates of oocytes with fast- and slow-predicted NMS differed when the decision tree (DT) and random forest (RF) models were employed (P < 0.05). To evaluate the relationship between predicted NMS by DT and RF models and fertilization dynamics during individual IVF, sperm penetration and pronuclear formation were evaluated at 3, 6, 9, and 12 h after IVF start, following 24 h of IVM. The association between predicted NMS and embryo development was investigated by performing IVC for seven days using microwell culture dishes after 24 h of IVM and 6 h of IVF. Predicted NMS did not show a significant association with fertilization dynamics. However, oocytes with fast-predicted NMS by the RF model exhibited a tendency towards a higher cleavage rate 48 h after IVF start (P = 0.08); no other relationship was found between predicted NMS and embryo development. These findings demonstrate the feasibility of using non-invasive indicators during IVM to develop prediction models for NMS of JB beef heifer oocytes. Although the effect of predicted NMS on embryo development remains unclear, customized treatments based on NMS predictions have the potential to improve the efficiency of in vitro embryo production following individual IVM culture.
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Affiliation(s)
- Thomas Chia-Tang Ho
- Laboratory of Theriogenology, Graduate School of Veterinary Sciences, Osaka Metropolitan University, Izumisano, 598-8531, Osaka, Japan
| | - Noritoshi Kawate
- Laboratory of Theriogenology, Graduate School of Veterinary Sciences, Osaka Metropolitan University, Izumisano, 598-8531, Osaka, Japan
| | - Keisuke Koyama
- Laboratory of Theriogenology, Graduate School of Veterinary Sciences, Osaka Metropolitan University, Izumisano, 598-8531, Osaka, Japan.
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In Vitro Culture of Single Bovine Embryos with Microwell Plates Made of Poly(dimethylsiloxane) Cured under Low Pressure. Int J Biomater 2018; 2018:7546986. [PMID: 29977297 PMCID: PMC6011063 DOI: 10.1155/2018/7546986] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2018] [Accepted: 05/06/2018] [Indexed: 11/21/2022] Open
Abstract
Single embryo culture is useful for assessing the developmental competence of an embryo in detail. Recently, a device made of poly(dimethylsiloxane) (PDMS), which is biocompatible and nontoxic, has been widely used for culture various types of cells. However, PDMS plates are porous, causing the serious osmolality increment of the medium (over 600 mOsm/kg from Day 4 to Day 7). Here, we report that curing the PDMS under low pressure (LP-PDMS) greatly reduced the porosity, resulting in a constant osmolality of the medium. The blastocyst rate of single bovine embryos cultured with LP-PDMS microwell (MW) plates was the same as that of group-cultured embryos (25 embryos/50 μl droplet; control, P>0.05). These results indicate that MWs on a plate made of PDMS cured under low pressure can be successfully used for individual embryo culture.
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Iwamoto D, Yamagata K, Kishi M, Hayashi-Takanaka Y, Kimura H, Wakayama T, Saeki K. Early development of cloned bovine embryos produced from oocytes enucleated by fluorescence metaphase II imaging using a conventional halogen-lamp microscope. Cell Reprogram 2015; 17:106-14. [PMID: 25826723 DOI: 10.1089/cell.2014.0086] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023] Open
Abstract
Enucleation of a recipient oocyte is one of the key processes in the procedure of somatic cell nuclear transfer (SCNT). However, especially in bovine species, lipid droplets spreading in the ooplasm hamper identification and enucleation of metaphase II (MII) chromosomes, and thereby the success rate of the cloning remains low. In this study we used a new experimental system that enables fluorescent observation of chromosomes in living oocytes without any damage. We succeeded in visualizing and removing the MII chromosome in matured bovine oocytes. This experimental system consists of injecting fluorescence-labeled antibody conjugates that bind to chromosomes and fluorescent observation using a conventional halogen-lamp microscope. The cleavage rates and blastocyst rates of bovine embryos following in vitro fertilization (IVF) decreased as the concentration of the antibody increased (p<0.05). The enucleation rate of the conventional method (blind enucleation) was 86%, whereas all oocytes injected with the antibody conjugates were enucleated successfully. Fusion rates and developmental rates of SCNT embryos produced with the enucleated oocytes were the same as those of the blind enucleation group (p>0.05). For the production of SCNT embryos, the new system can be used as a reliable predictor of the location of metaphase plates in opaque oocytes, such as those in ruminant animals.
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Affiliation(s)
- Daisaku Iwamoto
- 1 Department of Genetic Engineering, Kinki University , Kinokawa, Wakayama, 649-6493, Japan
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Iwamoto D, Kasamatsu A, Ideta A, Urakawa M, Matsumoto K, Hosoi Y, Iritani A, Aoyagi Y, Saeki K. Donor Cells at the G1 Phase Enhance Homogeneous Gene Expression Among Blastomeres in Bovine Somatic Cell Nuclear Transfer Embryos. Cell Reprogram 2012; 14:20-8. [DOI: 10.1089/cell.2011.0035] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022] Open
Affiliation(s)
- Daisaku Iwamoto
- Department of Genetic Engineering, Kinki University, Kinokawa, Wakayama, Japan
| | - Aya Kasamatsu
- Department of Genetic Engineering, Kinki University, Kinokawa, Wakayama, Japan
| | - Atsushi Ideta
- ZEN-NOH Embryo Transfer Center, Kamishihoro, Hokkaido, Japan
| | - Manami Urakawa
- ZEN-NOH Embryo Transfer Center, Kamishihoro, Hokkaido, Japan
| | - Kazuya Matsumoto
- Department of Genetic Engineering, Kinki University, Kinokawa, Wakayama, Japan
| | - Yoshihiko Hosoi
- Department of Genetic Engineering, Kinki University, Kinokawa, Wakayama, Japan
| | - Akira Iritani
- Department of Genetic Engineering, Kinki University, Kinokawa, Wakayama, Japan
| | - Yoshito Aoyagi
- ZEN-NOH Embryo Transfer Center, Kamishihoro, Hokkaido, Japan
| | - Kazuhiro Saeki
- Department of Genetic Engineering, Kinki University, Kinokawa, Wakayama, Japan
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Effect of culture media on porcine embryos produced by in vitro fertilization or parthenogenetic activation after oocyte maturation with cycloheximide. ZYGOTE 2011; 19:331-7. [DOI: 10.1017/s0967199410000614] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
SummaryThis study evaluated the effects of reversible meiotic inhibition and different culture media (PZM3 or NCSU23) on production of porcine embryos by either in vitro fertilization (IVF) or parthenogenetic activation (PA). Oocytes from abattoir-derived ovaries were allocated into two groups for maturation: CHX (5 μg/ml cycloheximide for 10 h) or Control (no CHX). The percentage of metaphase II (MII) oocytes was determined at 36, 40 or 44 h of in vitro maturation. For IVF and PA, denuded oocytes were fertilized with purified sperm for 6 h or activated by electric stimuli. Zygotes were then subdivided into two culture groups: NCSU23 or PZM3. No effect of treatment with CHX and culture media was observed on cleavage (D3) and blastocyst (D7) rates in IVF and PA groups. There are no differences of quality or development rates between IVF-derived embryos cultured in NCSU23 or PZM3. However, we observed high quality PA embryos in PZM3 compared with NCSU23. Maturation arrest with CHX decreased the average blastocyst cell number in IVF while it was increased in PA embryos. As older oocytes are more effectively activated, CHX– blocked oocytes reached the mature stage faster than the control group. In conclusion, the CHX treatment for 10 h, followed by oocyte maturation for 40 h, is an efficient protocol to produce high quality parthenote embryos, especially when they are cultured in PZM3. However, this protocol is not satisfactory for IVF embryos production. In this case, a shorter maturation period could provide better embryo quality.
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Expression analysis of circadian genes in oocytes and preimplantation embryos of cattle and rabbits. Anim Reprod Sci 2010; 121:225-35. [PMID: 20619978 DOI: 10.1016/j.anireprosci.2010.05.020] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2010] [Revised: 05/14/2010] [Accepted: 05/27/2010] [Indexed: 01/11/2023]
Abstract
We previously showed that circadian genes clock, bmal1, cry1, cry2, per1, and per2 are expressed and function as maternal mRNA regulating events in the oocytes and preimplantation embryos of mice. Recent evidence indicates however that either or both expression profiles of circadian genes in some tissues, and transcript sequences of circadian genes, differ to generate the physiological differences between diurnal and nocturnal species. We therefore investigated the expression profiles of circadian genes in oocytes and preimplantation embryos of species other than mice, namely cattle and rabbits, representing diurnal and nocturnal species, respectively, and determined the protein sequences of circadian genes in these species. Quantitative real-time PCR revealed that all circadian genes considered in this study were present in the oocytes and preimplantation embryos of both species, and the transcript amounts of clock, cry1 and per1 contained in oocytes were significantly higher than in preimplantation embryos of both species. The transcripts of clock, cry1, and per1 of cattle and rabbits were determined by primer walking, and functional domains in the estimated amino acid sequences were compared between cattle and rabbits and with those of humans and mice. The sequences of clock, cry1, and per1 in cattle and rabbits closely resembled those in mice (85-100% homologies), and no difference based on diurnality or nocturnality was observed. These findings suggest that circadian genes in the oocytes and preimplantation embryos of mammals fulfill the same functions across species as maternal mRNA.
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SONG HJ, KANG EJ, KIM MJ, OCK SA, JEON BG, LEE SL, RHO GJ. Influence of Parthenogenetic Activation on Nuclear Maturation of Canine Oocytes. J Vet Med Sci 2010; 72:887-92. [DOI: 10.1292/jvms.09-0563] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Affiliation(s)
- Hye-Jin SONG
- College of Veterinary Medicine, Gyeongsang National University
| | - Eun-Ju KANG
- College of Veterinary Medicine, Gyeongsang National University
| | - Min-Jung KIM
- College of Veterinary Medicine, Gyeongsang National University
| | - Sun-A. OCK
- College of Veterinary Medicine, Gyeongsang National University
- Research Institute of Life Sciences, Gyeongsang National University
| | | | - Sung-Lim LEE
- College of Veterinary Medicine, Gyeongsang National University
- Research Institute of Life Sciences, Gyeongsang National University
| | - Gyu-Jin RHO
- College of Veterinary Medicine, Gyeongsang National University
- Research Institute of Life Sciences, Gyeongsang National University
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Mahmoud KGM, Puglisi R, Scholkamy TH. Artificial Meiotic Arrest and Parthenogenetic Activation of Buffalo Oocytes Using Cycloheximide. CYTOLOGIA 2007. [DOI: 10.1508/cytologia.72.173] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Affiliation(s)
| | - R. Puglisi
- Istituto Sperimentale Italiano “Lazzaro Spallanzani”
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Kasamatsu A, Saeki K, Tamari T, Iwamoto D, Tatemizo A, Matsumoto K, Hosoi Y, Iritani A. Timing and Uniformity of Embryonic Gene Activation Affect Subsequent Pre-implantation Development of Cloned Bovine Embryos. J Reprod Dev 2007; 53:623-9. [PMID: 17327683 DOI: 10.1262/jrd.19005] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
In the present study, we examined the timing of onset, intensity, and mosaicism of embryonic gene expression in bovine nuclear transfer (NT) embryos. The relationship between gene expression and early embryonic development was also examined. To monitor the gene expression of NT embryos, we produced NT embryos with bovine transfected fibroblasts carrying a firefly luciferase gene under the control of a chicken beta-actin promoter, an expression system that has previously been shown to be representative of embryonic gene expression in mice. Photon count imaging showed that luciferase luminescence began in NT embryos with fibroblasts 48 hours post fusion (hpf) and reached a plateau at the 4- to 8-cell stage at 60 hpf. Only 4- to 8-cell NT embryos luminescent by 60 hpf developed to the blastocyst stage. At 60 hpf, strongly luminescent embryos developed to the blastocyst stage at a higher rate (P<0.05) than embryos with weak or absent luminescence. However, embryos with mosaic luminescence developed at a much lower rate (P<0.05) than those with whole-embryo luminescence, even if the embryos exhibited strong luminescence. Our results indicate that precise and uniform embryonic gene expression at the 4- to 8-cell stage at 60 hpf may be closely related to development of bovine NT embryos to the blastocyst stage.
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Affiliation(s)
- Aya Kasamatsu
- Department of Genetic Engineering, Kinki University, Japan
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Ye J, Campbell KHS, Craigon J, Luck MR. Dynamic Changes in Meiotic Progression and Improvement of Developmental Competence of Pig Oocytes in Vitro by Follicle-Stimulating Hormone and Cycloheximide1. Biol Reprod 2005; 72:399-406. [PMID: 15456703 DOI: 10.1095/biolreprod.104.034553] [Citation(s) in RCA: 29] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/01/2022] Open
Abstract
The effects of FSH, LH, and epidermal growth factor (EGF) on the dynamics of nuclear maturation and subsequent embryo development were examined in pig oocytes cultured either conventionally or after preincubation with cycloheximide (CHX). In conventional culture, FSH or EGF significantly increased the rate of attainment of metaphase II (MII) for both gilt (50.0%+/-4.2% and 54.8%+/-4.3%, respectively; control, 5.8%+/-1.8%; P<0.001) and sow (87.6%+/-3.4% and 78.8%+/-3.9%, respectively; control, 7.8%+/-2.5%; P<0.001) oocytes. Gilt oocytes treated with both FSH and EGF showed an additive response (93.7%+/-2.1%). Treatment with LH had no effect. Preincubation with CHX caused the majority (84-100%) of both gilt and sow oocytes to undergo germinal vesicle breakdown. Compared to those treated with LH and/or EGF (both>80%), fewer FSH-treated oocytes reached metaphase I (43.8%+/-5.3%, P<0.001) by 14 h and MII (48.4%+/-5.9%, P<0.001) by 24 h, although the majority (71%) did mature to MII by 36 h after removal of CHX. After in vitro fertilization, higher proportions of both CHX-pretreated and untreated, FSH-exposed oocytes cleaved (71.3%+/-2.9% and 75.3%+/-3.1%, respectively) compared with those not treated with FSH (37.7%+/-3.0% and 43.0%+/-2.9%, respectively; P<0.001). Pretreatment with CHX significantly increased blastocyst yield for both FSH-treated (32.8%+/-2.0% and 10.3%+/-1.5%, respectively; P<0.001) and untreated (16.7%+/-1.5% and 9.4%+/-1.2%, respectively; P<0.001) oocytes. Polyspermy rates were unaffected. In conclusion, pig oocytes meiotically arrested by CHX before maturation retain and improve their developmental competence. FSH stimulates nuclear maturation but slows meiotic progression.
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Affiliation(s)
- J Ye
- Division of Animal Physiology, School of Biosciences, University of Nottingham, Sutton Bonington Campus, Loughborough LE12 5RD, United Kingdom
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Le Beux G, Richard FJ, Sirard MA. Effect of cycloheximide, 6-DMAP, roscovitine and butyrolactone I on resumption of meiosis in porcine oocytes. Theriogenology 2003; 60:1049-58. [PMID: 12935845 DOI: 10.1016/s0093-691x(03)00124-9] [Citation(s) in RCA: 54] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
Improvement of the ability to maintain germinal vesicle stage oocytes in vitro is important for the acquisition of developmental competence. Maintaining oocytes at this stage without damaging their quality would allow synchronization of maturation and homogenization of the oocytes population. More investigations are needed to better understand how the oocyte cell cycle is blocked without consequences to future developmental competence. This study tested the efficacy of pharmacological inhibitors of the G2/M cell cycle transition in keeping porcine oocytes at the germinal vesicle (GV) stage and the reversibility of this inhibition. Porcine cumulus-oocyte complexes (COCs) were thus incubated without any hormones for 24 h in the presence or absence of tested inhibitors: 6-DMAP (protein kinase inhibitor, 2 mM), cycloheximide (protein synthesis inhibitor, 2 microg/ml), roscovitine (cyclin-dependent kinase inhibitor, 50 microM) and butyrolactone I (cyclin-dependent kinase inhibitor, 50 microM). Cumulus-oocyte complexes cultured with any of the inhibitors were significantly blocked at the GV stage. The inhibitory effect varied according to the products, with cycloheximide being the most efficient. Reversibility of the pharmacological inhibitors was assessed by culturing COCs an additional 24 h in inhibitor-free culture medium. Examination of oocytes revealed that the inhibitory effect was fully reversible. This study suggests that 6-DMAP, cycloheximide, roscovitine and butyrolactone I can be use to block meiotic resumption in porcine oocytes in NCSU culture medium.
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Affiliation(s)
- Gaid Le Beux
- Département des Sciences Animales, Centre de Recherche en Biologie de la Reproduction, Université Laval, Québec, Canada G1K 7P4
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Sirard MA. Resumption of meiosis: mechanism involved in meiotic progression and its relation with developmental competence. Theriogenology 2001; 55:1241-54. [PMID: 11327682 DOI: 10.1016/s0093-691x(01)00480-0] [Citation(s) in RCA: 113] [Impact Index Per Article: 4.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
Abstract
It has been more than 10 years since the first calf was born following in vitro maturation of a bovine oocyte. During that period, a number of modifications have been made to the culture conditions during the maturation period but still most oocytes failed to produce viable embryos. Recently, the pretreatment of donors leading to clear improvements in oocyte developmental competence has been achieved. These treatments can be either 1) ovarian stimulation with FSH followed by the slaughter of the animal and the incubation of ovaries before oocyte aspiration or 2) the transvaginal aspiration of oocytes from FSH-stimulated animals following a "coasting period" of 48 hours. These 2 treatments indicate the necessity of preparing the immature oocyte before using it. An alternative to the animal pretreatment would be to recreate in vitro the conditions present in more mature follicles. It is believed that the ability of the oocyte to become an embryo depends on the accumulation of specific information in the form of mRNA or proteins. Because the consequences of that change become visible 4 days later at the early 8-cell stage, the favorite hypothesis is that the oocyte accumulates stable mRNA and that accumulation requires an active transcription machinery. Therefore, to improve oocyte's potential, follicular instructions must be given before the germinal vesicle breakdown induced by oocyte aspiration and culture. The culture of bovine oocytes in a state of meiotic arrest could potentially allow the correct follicular signal(s) to change the development potential of an oocyte. The unraveling of the mechanism for cell control of meiotic arrest opens the way to a functional and reversible culture system for immature oocytes. The remaining challenge is to discover follicular signals or factors to apply during the in vitro culture period to enhance the competence of oocytes.
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Affiliation(s)
- M A Sirard
- Département des sciences animales, Centre de Recherche en Biologic de la Reproduction, Université Laval, Quebec, Canada.
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Mayes MA, Sirard MA. The influence of cumulus-oocyte complex morphology and meiotic inhibitors on the kinetics of nuclear maturation in cattle. Theriogenology 2001; 55:911-22. [PMID: 11291914 DOI: 10.1016/s0093-691x(01)00453-8] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
Abstract
This study evaluated whether pre-established morphological classes of bovine cumulus oocyte complex (COCs) differ in their kinetics of meiosis resumption after 4 h of incubation and whether the timing of COCs resumption of meiosis differed after a period of maintained meiotic arrest. Bovine COCs were aspirated from 2- to 5- mm follicles and classified according to the state of their cumulus cells and cytoplasm (Classes 1 to 3). Groups of 15 to 20 COCs were fixed at 0 h or after an incubation period of 4 h. In addition, COCs from Class 1 were first incubated for 4 h on a theca cell monolayer or in the presence of 2 microg/mL of cycloheximide, rinsed and then incubated in cycloheximide and theca cell-free medium for another 4 h. Oocytes then were fixed and evaluated for state of nuclear maturation. Results show that at 0 h, COCs from Class 3 have fewer oocytes at the GV stage than COCs from Class 1 and Class 2 (respectively 69.3+/-3.2 vs 88.8+/-3.4% and 86.9% GV+/-4.3% SEM; P < 0.05). After 4 h of incubation, all COCs classes show a significant decrease in the number of COCs at the GV stage. The COCs maintained in meiotic arrest and then incubated for 4 h resume meiosis faster than COCs incubated in cycloheximide and theca cell-free medium (19.4+/-2.5, 33.3+/-7.3 and 59.9+/-6.5% GV SEM, respectively). The COCs of Class 3 have fewer oocytes at the GV stage at the beginning of incubation than all other classes. The number of COCs at the GV stage after 4 h of incubation in cycloheximide and theca cell-free medium is not significantly different than those COCs incubated in the presence of theca cell monolayers for 24 h (58.8+/-6.5 vs. 56.4+/-6.4% SEM; respectively). Our results indicate that the ability of theca cells to maintain oocytes at the GV stage could be limited to those oocytes that were not committed or primed in vivo to resume maturation as indicated by their faster maturation kinetics.
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Affiliation(s)
- M A Mayes
- Department of Animal Sciences, Centre de Recherche en Biologie de la Reproduction (CRBR) Université Laval, Québec, Canada
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