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Ben Braiek M, Szymczak S, André C, Bardou P, Fidelle F, Granado-Tajada I, Plisson-Petit F, Sarry J, Woloszyn F, Moreno-Romieux C, Fabre S. A single base pair duplication in the SLC33A1 gene is associated with fetal losses and neonatal lethality in Manech Tête Rousse dairy sheep. Anim Genet 2024; 55:644-657. [PMID: 38922751 DOI: 10.1111/age.13459] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2024] [Revised: 06/07/2024] [Accepted: 06/08/2024] [Indexed: 06/28/2024]
Abstract
We recently discovered that the Manech Tête Rousse (MTR) deficient homozygous haplotype 2 (MTRDHH2) probably carries a recessive lethal mutation in sheep. In this study, we fine-mapped this region through whole-genome sequencing of five MTRDHH2 heterozygous carriers and 95 non-carriers from various ovine breeds. We identified a single base pair duplication within the SLC33A1 gene, leading to a frameshift mutation and a premature stop codon (p.Arg246Alafs*3). SLC33A1 encodes a transmembrane transporter of acetyl-coenzyme A that is crucial for cellular metabolism. To investigate the lethality of this mutation in homozygous MTR sheep, we performed at-risk matings using artificial insemination (AI) between heterozygous SLC33A1 variant carriers (SLC33A1_dupG). Pregnancy was confirmed 15 days post-AI using a blood test measuring interferon Tau-stimulated MX1 gene expression. Ultrasonography between 45 and 60 days post-AI revealed a 12% reduction in AI success compared with safe matings, indicating embryonic/fetal loss. This was supported by the MX1 differential expression test suggesting fetal losses between 15 and 60 days of gestation. We also observed a 34.7% pre-weaning mortality rate in 49 lambs born from at-risk matings. Homozygous SLC33A1_dupG lambs accounted for 47% of this mortality, with deaths occurring mostly within the first 5 days without visible clinical signs. Therefore, appropriate management of SLC33A1_dupG with an allele frequency of 0.04 in the MTR selection scheme would help increase overall fertility and lamb survival.
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Affiliation(s)
- Maxime Ben Braiek
- GenPhySE, Université de Toulouse, INRAE, ENVT, Castanet-Tolosan, France
| | - Soline Szymczak
- GenPhySE, Université de Toulouse, INRAE, ENVT, Castanet-Tolosan, France
| | | | | | | | - Itsasne Granado-Tajada
- Department of Animal Production, NEIKER-BRTA Basque Institute of Agricultural Research and Development, Arkaute, Spain
| | | | - Julien Sarry
- GenPhySE, Université de Toulouse, INRAE, ENVT, Castanet-Tolosan, France
| | - Florent Woloszyn
- GenPhySE, Université de Toulouse, INRAE, ENVT, Castanet-Tolosan, France
| | | | - Stéphane Fabre
- GenPhySE, Université de Toulouse, INRAE, ENVT, Castanet-Tolosan, France
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Imakawa K, Matsuno Y, Fujiwara H. New Roles for EVs, miRNA and lncRNA in Bovine Embryo Implantation. Front Vet Sci 2022; 9:944370. [PMID: 35909679 PMCID: PMC9334902 DOI: 10.3389/fvets.2022.944370] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2022] [Accepted: 06/24/2022] [Indexed: 11/22/2022] Open
Abstract
The sine qua non of new life is fertilization. However, approximately 50% of fertilized eggs/blastocysts in cattle and up to 75% of those from human assisted reproductive procedures fail during the first 3 to 4 weeks of pregnancy, including peri-implantation periods. In these periods, blastocyst hatching and implantation to the maternal endometrium proceeds, during which physiological events such as epithelial-mesenchymal transition (EMT) and trophoblast cell fusion occur. Quite recently, extracellular vesicles (EVs) with micro RNAs (miRNAs) and long non-coding RNAs (lncRNAs) have been found to play a pivotal role for the establishment of the proper uterine environment required for peri-implantation processes to proceed. New findings of EVs, miRNA, and lncRNAs will be described and discussed to elucidate their connections with conceptus implantation to the maternal endometrium.
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Affiliation(s)
- Kazuhiko Imakawa
- Laboratory of Molecular Reproduction, Research Institute of Agriculture, Tokai University, Kumamoto, Japan
- *Correspondence: Kazuhiko Imakawa
| | - Yuta Matsuno
- Laboratory of Molecular Reproduction, Research Institute of Agriculture, Tokai University, Kumamoto, Japan
| | - Hiroshi Fujiwara
- Department of Obstetrics and Gynecology, Kanazawa University Graduate School of Medical Science, Kanazawa, Japan
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Kose M, Hitit M, Kaya MS, Kırbas M, Dursun S, Alak I, Atli MO. Expression pattern of microRNAs in ovine endometrium during the peri-implantation. Theriogenology 2022; 191:35-46. [DOI: 10.1016/j.theriogenology.2022.07.015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/28/2022] [Revised: 07/20/2022] [Accepted: 07/21/2022] [Indexed: 11/25/2022]
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Swegen A. Maternal recognition of pregnancy in the mare: does it exist and why do we care? Reproduction 2021; 161:R139-R155. [PMID: 33957605 PMCID: PMC8183633 DOI: 10.1530/rep-20-0437] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2020] [Accepted: 04/09/2021] [Indexed: 12/27/2022]
Abstract
Maternal recognition of pregnancy (MRP) is a process by which an early conceptus signals its presence to the maternal system and prevents the lysis of the corpus luteum, thus ensuring a maternal milieu supportive of pregnancy continuation. It is a fundamental aspect of reproductive biology, yet in the horse, the mechanism underlying MRP remains unknown. This review seeks to address some of the controversies surrounding the evidence and theories of MRP in the equine species, such as the idea that the horse does not conform to the MRP paradigm established in other species or that equine MRP involves a mechanical, rather than chemical, signal. The review examines the challenges of studying this particularly clandestine phenomenon along with the new tools in scientific research that will drive this quest forward in coming years, and discusses the value of knowledge gleaned along this path in the context of clinical applications for improving breeding outcomes in the horse industry.
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Affiliation(s)
- Aleona Swegen
- Nuffield Department of Women's and Reproductive Health, University of Oxford, Oxford, UK.,Priority Research Centre for Reproductive Science, University of Newcastle, Callaghan, New South Wales, Australia
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Zhang L, Zhao Z, Wang Y, Li N, Cao N, Yang L. Changes in expression of interferon-stimulated genes and ubiquitin activating enzyme E1-like in ovine thymus during early pregnancy. Anim Reprod 2020; 17:e20190134. [PMID: 32714456 PMCID: PMC7375869 DOI: 10.1590/1984-3143-ar2019-0134] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022] Open
Abstract
As the main signal for the maternal recognition in ruminants, interferon-tau (IFNT) stimulates expression of interferon-stimulated genes (ISGs) in uterus and many extrauterine tissues. However, it is unclear that early pregnancy induces expression of signal transducer and activator of transcription 1 (STAT1), myxovirusresistance 1 (Mx1), interferon-gamma-inducible protein 10 (IP-10) and ubiquitin activating enzyme E1-like protein (UBE1L) in maternal thymus. In this study, ovine thymuses were sampled on day 16 of the estrous cycle and on days 13, 16 and 25 of gestation, and the expression of STAT1, Mx1, IP-10 and UBE1L was detected by real-time quantitative PCR, Western blot and immunohistochemistry. The results revealed that the expression of STAT1 and IP-10 reached peaks on day 16 of pregnancy, and expression of Mx1 was enhanced on day 25 of pregnancy, and STAT1 protein was located in the epithelial reticular cells, capillaries and thymic corpuscles. However, expression of UBE1L was declined during early pregnancy. In conclusion, early pregnancy influences expression of STAT1, Mx1, IP-10 and UBE1L in maternal thymus, which may participate in regulation of maternal immune tolerance during early pregnancy in sheep.
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Affiliation(s)
- Leying Zhang
- Department of Animal Science, College of Life Sciences and Food Engineering, Hebei University of Engineering, Handan, China
| | - Zimo Zhao
- Department of Animal Science, College of Life Sciences and Food Engineering, Hebei University of Engineering, Handan, China
| | - Yujiao Wang
- Department of Animal Science, College of Life Sciences and Food Engineering, Hebei University of Engineering, Handan, China
| | - Ning Li
- Department of Animal Science, College of Life Sciences and Food Engineering, Hebei University of Engineering, Handan, China
| | - Nan Cao
- Department of Animal Science, College of Life Sciences and Food Engineering, Hebei University of Engineering, Handan, China
| | - Ling Yang
- Department of Animal Science, College of Life Sciences and Food Engineering, Hebei University of Engineering, Handan, China
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Panda BSK, Mohapatra SK, Chaudhary D, Alhussien MN, Kapila R, Dang AK. Proteomics and transcriptomics study reveals the utility of ISGs as novel molecules for early pregnancy diagnosis in dairy cows. J Reprod Immunol 2020; 140:103148. [PMID: 32447181 DOI: 10.1016/j.jri.2020.103148] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2019] [Revised: 04/22/2020] [Accepted: 05/07/2020] [Indexed: 01/10/2023]
Abstract
An early and precise diagnosis of pregnancy in cows is critical to short the calving interval and to improve their reproductive efficiency. Neutrophils are the first blood cells to sensitize the embryo in the uterus and participate in maternal recognition of pregnancy after getting induced by interferon tau (IFNτ). To study the protein abundance ratio, blood samples were collected on 0th, 10th, 18th and 36th day post-artificial insemination (AI) from crossbred Karan Fries cows. Neutrophils were isolated through density gradient centrifugation and studied for protein abundance by high-performance liquid chromatography coupled with mass spectrometry (LC-MS). Protein abundance ratios for Myxovirus resistance (MX1 and MX2) were found to be higher (P < 0.05) on day 10 and day 18 post-AI, whereas Oligoadenylate synthetase-1 (OAS1) and Interferon stimulated gene-15 ubiquitin-like modifier (ISG15) proteins were more abundant on day 18 post-AI. The relative mRNA expressions of these molecules were also studied by qPCR. The gene expression of ISG15, MX1, MX2 and OAS1 was found to be higher (P < 0.05) on day 10th, 18th and 36th post-AI compared to day 0. The study indicates that ISGs on blood neutrophils are essential for the establishment of pregnancy and may be targeted as potential biomarkers for pregnancy diagnosis in cows.
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Affiliation(s)
- Bibhudatta S K Panda
- Lactation and Immuno-Physiology Laboratory, ICAR-National Dairy Research Institute, Karnal, Haryana 132001, India
| | - Sunil Kumar Mohapatra
- Department of Animal Biochemistry, ICAR-National Dairy Research Institute, Karnal, Haryana 132001, India
| | - Dheeraj Chaudhary
- Lactation and Immuno-Physiology Laboratory, ICAR-National Dairy Research Institute, Karnal, Haryana 132001, India
| | | | - Rajeev Kapila
- Department of Animal Biochemistry, ICAR-National Dairy Research Institute, Karnal, Haryana 132001, India
| | - Ajay Kumar Dang
- Lactation and Immuno-Physiology Laboratory, ICAR-National Dairy Research Institute, Karnal, Haryana 132001, India.
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Yang L, Li N, Zhang L, Bai J, Zhao Z, Wang Y. Effects of early pregnancy on expression of interferon‐stimulated gene 15, STAT1, OAS1, MX1, and IP‐10 in ovine liver. Anim Sci J 2020; 91:e13378. [PMID: 32329195 DOI: 10.1111/asj.13378] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2019] [Revised: 02/28/2020] [Accepted: 03/10/2020] [Indexed: 12/15/2022]
Abstract
Interferon-tau (IFNT) regulates maternal recognition during early pregnancy in ruminants. The liver can serve as a hematopoietic organ, and it has immune functions. This study hypothesized whether mRNA and proteins of interferon-stimulated genes (ISGs) induced by early pregnancy are upregulated in maternal liver. Therefore, we determined the expression of interferon-stimulated gene 15-kDa protein (ISG15), 2',5'-oligoadenylate synthetase 1 (OAS1), myxovirus resistance protein 1 (MX1), interferon-gamma-inducible protein 10 (IP-10), and signal transducer and activator of transcription 1 (STAT1) in maternal livers during early pregnancy in sheep. Ovine livers were sampled on day 16 of the estrous cycle, and days 13, 16, and 25 of pregnancy, and expression of ISGs was detected by quantitative real-time PCR, Western blot, and immunohistochemistry analysis. Our results showed that there were increases in expression of the mRNA and proteins of ISG15, OAS1, IP-10, STAT1, and MX1 during early pregnancy. STAT1 protein was limited to the hepatocytes, and endothelial cells of proper hepatic arteries and hepatic portal veins. In conclusion, the upregulation of ISG15, OAS1, IP-10, STAT1, and MX1 proteins may be implicated in maternal hepatic immune adjustment and other functions during early pregnancy in sheep.
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Affiliation(s)
- Ling Yang
- College of Life Sciences and Food Engineering Hebei University of Engineering Handan China
| | - Ning Li
- College of Life Sciences and Food Engineering Hebei University of Engineering Handan China
| | - Leying Zhang
- College of Life Sciences and Food Engineering Hebei University of Engineering Handan China
| | - Jiachen Bai
- College of Life Sciences and Food Engineering Hebei University of Engineering Handan China
| | - Zimo Zhao
- College of Life Sciences and Food Engineering Hebei University of Engineering Handan China
| | - Yujiao Wang
- College of Life Sciences and Food Engineering Hebei University of Engineering Handan China
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8
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Zhang L, Cao L, Yang F, Han X, Wang Y, Cao N, Yang L. Relative abundance of interferon-stimulated genes STAT1, OAS1, CXCL10 and MX1 in ovine lymph nodes during early pregnancy. Anim Reprod Sci 2020; 214:106285. [DOI: 10.1016/j.anireprosci.2020.106285] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/26/2019] [Revised: 01/07/2020] [Accepted: 01/16/2020] [Indexed: 01/09/2023]
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Wang Y, Han X, Zhang L, Cao N, Cao L, Yang L. Early Pregnancy Induces Expression of STAT1, OAS1 and CXCL10 in Ovine Spleen. Animals (Basel) 2019; 9:ani9110882. [PMID: 31671580 PMCID: PMC6912697 DOI: 10.3390/ani9110882] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2019] [Revised: 10/25/2019] [Accepted: 10/26/2019] [Indexed: 01/24/2023] Open
Abstract
Interferon-tau is a maternal recognition factor in ruminant species, and spleen plays an essential role in regulating innate and adaptive immune responses. However, it is not fully understood that early pregnancy induces expression of interferon stimulated genes (ISGs) in the spleen during early pregnancy in ewes. In this study, spleens were collected from ewes at day 16 of the estrous cycle, and on days 13, 16, and 25 of gestation (n = 6 for each group), and RT-qPCR, western blot and immunohistochemistry analysis were used to detect the expression of signal transducer and activator of transcription 1 (STAT1), 2',5'-oligoadenylate synthetase 1 (OAS1), myxovirusresistance protein 1 (Mx1) and C-X-C motif chemokine 10 (CXCL10). The results revealed that STAT1, OAS1 and CXCL10 mRNA and proteins were upregulated in the spleens during early pregnancy, and STAT1 protein was located in connective tissue cells in the capsule and trabeculae, and blood cells and lymphocytes in the red pulp. However, early pregnancy had no significant effects on expression of MX1 mRNA and protein. In conclusion, early pregnancy induces expression of STAT1, OAS1 and CXCL10 in maternal spleen, suggesting that maternal spleen is involved in immune regulation of pregnancy in sheep.
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Affiliation(s)
- Yujiao Wang
- Department of Animal Science, College of Life Sciences and Food Engineering, Hebei University of Engineering, Handan 056021, China.
| | - Xu Han
- Department of Animal Science, College of Life Sciences and Food Engineering, Hebei University of Engineering, Handan 056021, China.
| | - Leying Zhang
- Department of Animal Science, College of Life Sciences and Food Engineering, Hebei University of Engineering, Handan 056021, China.
| | - Nan Cao
- Department of Animal Science, College of Life Sciences and Food Engineering, Hebei University of Engineering, Handan 056021, China.
| | - Lidong Cao
- Department of Animal Science, College of Life Sciences and Food Engineering, Hebei University of Engineering, Handan 056021, China.
| | - Ling Yang
- Department of Animal Science, College of Life Sciences and Food Engineering, Hebei University of Engineering, Handan 056021, China.
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Duplex Quantitative Polymerase Chain Reaction of ISG15 and RSAD2 Increases Accuracy of Early Pregnancy Diagnosis in Dairy Cows. ANNALS OF ANIMAL SCIENCE 2019. [DOI: 10.2478/aoas-2019-0001] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
Abstract
Early diagnosis of pregnancy is important in livestock production, but there is no reliable technology used for pregnancy diagnosis within the first three weeks after insemination. During early pregnancy, the expression of interferon-stimulating genes (ISGs) in peripheral blood leukocytes (PBL) is significantly increased. However, due to different strains, detection sample types, detection methods, threshold value, etc. the specific effectiveness of early pregnancy diagnosis using ISGs is worth further study. The purpose of this study was to test interferon-stimulated protein 15 (ISG15), 2'–5'-oligoadenylate synthetase 1 (OAS1) and radical S-adenosyl methionine domain containing 2 (RSAD2) for early pregnancy diagnosis in dairy cows. The expression of ISG15, OAS1, and RSAD2 in PBL of pregnant and non-pregnant heifers on days 0, 14, 18, 21 and 28 after artificial insemination (AI) was detected by fluorescence quantitative polymerase chain reaction (PCR). The sensitivity and specificity of the pregnancy diagnosis was analyzed using expression of these three genes separately or in combination by receiver operating characteristic curve. The combination with the highest accuracy used probe primers and duplex fluorescence quantitative PCR. The single quantitative PCR results showed that expression of ISG15, OAS1 and RSAD2 on day 18 after AI was significantly higher in pregnant than in non-pregnant cows. When these three genes were used separately, or in combination, for early pregnancy diagnosis, the sensitivity for the RSAD2 gene was 100%, and the combination of ISG15 with RSAD2 was 94.7%. The duplex quantitative PCR showed that, although the sensitivity of ISG15 alone was 100%, its specificity was only 88.2% (cut-off value 1.402). The sensitivity of RSAD2 alone was 89.5%, and the specificity was 88.2%; however, when the two genes were used in combination, the sensitivity, specificity and diagnostic cut-off value were consistent with the results of single quantitative PCR. These results indicated that a duplex quantitative PCR assay system for early pregnancy diagnosis in cows using ISG15 and RSAD2 was established. Simultaneous detection of expression of ISG15 and RSAD2 by duplex quantitative PCR can effectively improve the diagnostic accuracy for dairy cows.
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Sheikh AA, Hooda O, Kalyan A, Kamboj A, Mohammed S, Alhussien M, Reddi S, Shimray PG, Rautela A, Pandita S, Kapila S, De S, Dang A. Interferon-tau stimulated gene expression: A proxy to predict embryonic mortality in dairy cows. Theriogenology 2018; 120:61-67. [DOI: 10.1016/j.theriogenology.2018.07.028] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2018] [Revised: 07/19/2018] [Accepted: 07/23/2018] [Indexed: 10/28/2022]
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12
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Manjari P, Hyder I, Kapoor S, Senthilnathan M, Dang AK. Exploring the concentration‐dependent actions of interferon‐τ on bovine neutrophils to understand the process of implantation. J Cell Biochem 2018; 119:10087-10094. [DOI: 10.1002/jcb.27345] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2018] [Accepted: 06/26/2018] [Indexed: 12/30/2022]
Affiliation(s)
- P. Manjari
- Veterinary Science Krishi Vigyan Kendra Pandirimamidi India
| | - Iqbal Hyder
- Department of Veterinary Physiology NTR CVSc Gannavaram India
| | - Suresh Kapoor
- Division of Animal Physiology ICAR‐NDRI Karnal India
| | | | - A. K. Dang
- Division of Animal Physiology ICAR‐NDRI Karnal India
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Sheikh AA, Hooda OK, Dang AK. Interferon tau stimulated gene expression and proinflammatory cytokine profile relative to insemination in dairy cows. BIOL RHYTHM RES 2018. [DOI: 10.1080/09291016.2018.1440777] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Affiliation(s)
- Aasif Ahmad Sheikh
- Lactation and Immuno-Physiology Laboratory, Animal Physiology Division, ICAR-National Dairy Research Institute, Karnal, India
| | - Om Kanwar Hooda
- Lactation and Immuno-Physiology Laboratory, Animal Physiology Division, ICAR-National Dairy Research Institute, Karnal, India
| | - Ajay Kumar Dang
- Lactation and Immuno-Physiology Laboratory, Animal Physiology Division, ICAR-National Dairy Research Institute, Karnal, India
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Sandra O, Charpigny G, Galio L, Hue I. Preattachment Embryos of Domestic Animals: Insights into Development and Paracrine Secretions. Annu Rev Anim Biosci 2016; 5:205-228. [PMID: 27959670 DOI: 10.1146/annurev-animal-022516-022900] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
In mammalian species, endometrial receptivity is driven by maternal factors independently of embryo signals. When pregnancy initiates, paracrine secretions of the preattachment embryo are essential both for maternal recognition and endometrium preparation for implantation and for coordinating development of embryonic and extraembryonic tissues of the conceptus. This review mainly focuses on domestic large animal species. We first illustrate the major steps of preattachment embryo development, including elongation in bovine, ovine, porcine, and equine species. We next highlight conceptus secretions that are involved in the communication between extraembryonic and embryonic tissues, as well as between the conceptus and the endometrium. Finally, we introduce experimental data demonstrating the intimate connection between conceptus secretions and endometrial activity and how adverse events perturbing this interplay may affect the progression of implantation that will subsequently impact pregnancy outcome, postnatal health, and expression of production traits in livestock offspring.
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Affiliation(s)
- Olivier Sandra
- UMR BDR, INRA, ENVA, Université Paris Saclay, 78350, Jouy en Josas, France; , , ,
| | - Gilles Charpigny
- UMR BDR, INRA, ENVA, Université Paris Saclay, 78350, Jouy en Josas, France; , , ,
| | - Laurent Galio
- UMR BDR, INRA, ENVA, Université Paris Saclay, 78350, Jouy en Josas, France; , , ,
| | - Isabelle Hue
- UMR BDR, INRA, ENVA, Université Paris Saclay, 78350, Jouy en Josas, France; , , ,
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