Abstract
Introduction
In the past 20+ years, several studies of bovine embryo production showed how the ratio of male to female embryos changes if embryos are made in vivo or in vitro. It is known that in in vitro systems, the sex ratio is in favor of males when there are high levels of glucose, and favors females when the principal energetic substrate is one other than glucose, like citrate.
Objectives
The aim of this study was to evaluate the embryo metabolism during three important periods of in vitro development: the early development (from day 1 until day 3), the middle of culture (day 3 until day 5), and later development (day 5 until day 7).
Methods
To obtain this information we evaluated the spent medium from each time period by 1H NMR.
Results
Our results confirm that embryo metabolism is different between sexes. The new information obtained by identifies markers that we can use to predict the embryo sex.
Conclusion
These results open a new, non-invasive method to evaluate sex of the embryos before the transfer. In the first period of embryo culture, valine concentration is good indicator (66.7% accurate), while in the last phase of culture, pyruvate depletion is the best marker (64% accurate) to evaluate the sex of the embryo.
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References
Alomar, M., Tasiaux, H., Remacle, S., George, F., Paul, D., & Donnay, I. (2008). Kinetics of fertilization and development, and sex ratio of bovine embryos produced using the semen of different bulls. Animal Reproduction Science, 107(1–2), 48–61. https://doi.org/10.1016/j.anireprosci.2007.06.009.
Avery, B. (1989). Impact of asynchronous ovulations on the expression of sex-dependent growth rate in bovine preimplantation embryos. Journal of Reproduction and Fertility, 87(2), 627–631.
Avery, B., Madison, V., & Greve, T. (1991). Sex and development in bovine in-vitro fertilized embryos. Theriogenology, 35(5), 953–963.
Bermejo-Alvarez, P., Rizos, D., Lonergan, P., & Gutierrez-Adan, A. (2011). Transcriptional sexual dimorphism in elongating bovine embryos: Implications for XCI and sex determination genes. Reproduction, 141(6), 801–808. https://doi.org/10.1530/rep-11-0006.
Carvalho, R. V., Del Campo, M. R., Palasz, A. T., Plante, Y., & Mapletoft, R. J. (1996). Survival rates and sex ratio of bovine IVE embryos frozen at different developmental stages on day 7. Theriogenology, 45(2), 489–498.
Daneau, I., Houde, A., Ethier, J. F., Lussier, J. G., & Silversides, D. W. (1995). Bovine SRY gene locus: Cloning and testicular expression. Biology of Reproduction, 52(3), 591–599.
De La Fuente, R., Hahnel, A., Basrur, P. K., & King, W. A. (1999). X inactive-specific transcript (Xist) expression and X chromosome inactivation in the preattachment bovine embryo. Biology of Reproduction, 60(3), 769–775. https://doi.org/10.1095/biolreprod60.3.769.
de Souza, D. K., Salles, L. P., & Rosa, e, & Silva, A. A. (2015). Aspects of energetic substrate metabolism of in vitro and in vivo bovine embryos. Brazilian Journal of Medical and Biological Research, 48(3), 191–197. https://doi.org/10.1590/1414-431x20143744.
Gardner, D. K., Lane, M., Stevens, J., & Schoolcraft, W. B. (2001). Noninvasive assessment of human embryo nutrient consumption as a measure of developmental potential. Fertility and Sterility, 76(6), 1175–1180.
Graca, G., Duarte, I. F., Barros, A. S., Goodfellow, B. J., Diaz, S., Carreira, I. M., et al. (2009). (1)H NMR based metabonomics of human amniotic fluid for the metabolic characterization of fetus malformations. Journal of Proteome, 8(8), 4144–4150. https://doi.org/10.1021/pr900386f.
Guimarães, A. C. G., Leivas, F. G., Santos, F. W., Schwengber, E. B., Giotto, A. B., Machado, C. I. U., et al. (2014). Reduction of centrifugation force in discontinuous percoll gradients increases in vitro fertilization rates without reducing bovine sperm recovery. Animal Reproduction Science, 146(3–4), 103–110. https://doi.org/10.1016/j.anireprosci.2014.02.016.
Gutierrez-Adan, A., Behboodi, E., Andersen, G. B., Medrano, J. F., & Murray, J. D. (1996). Relationship between stage of development and sex of bovine IVM-IVF embryos cultured in vitro versus in the sheep oviduct. Theriogenology, 46(3), 515–525.
Gutierrez-Adan, A., Lonergan, P., Rizos, D., Ward, F. A., Boland, M. P., Pintado, B., et al. (2001). Effect of the in vitro culture system on the kinetics of blastocyst development and sex ratio of bovine embryos. Theriogenology, 55(5), 1117–1126.
Hasler, J. F. (2014). Forty years of embryo transfer in cattle: A review focusing on the journal Theriogenology, the growth of the industry in North America, and personal reminisces. Theriogenology, 81(1), 152–169. https://doi.org/10.1016/j.theriogenology.2013.09.010.
Houghton, F. D., & Leese, H. J. (2004). Metabolism and developmental competence of the preimplantation embryo. European Journal of Obstetrics & Gynecology and Reproductive Biology, 115(Suppl 1), 92–96. https://doi.org/10.1016/j.ejogrb.2004.01.019.
Khurana, N. K., & Niemann, H. (2000). Energy metabolism in preimplantation bovine embryos derived in vitro or in vivo. Biology of Reproduction, 62(4), 847–856.
King, W. A., Yadav, B. R., Xu, K. P., Picard, L., Sirard, M. A., Verini Supplizi, A., et al. (1991). The sex ratios of bovine embryos produced in vivo and in vitro. Theriogenology, 36(5), 779–788. https://doi.org/10.1016/0093-691X(91)90343-C.
Kumar, V., Dwivedi, D. K., & Jagannathan, N. R. (2014). High-resolution NMR spectroscopy of human body fluids and tissues in relation to prostate cancer. NMR in Biomedicine, 27(1), 80–89. https://doi.org/10.1002/nbm.2979.
Lindon, J. C., Nicholson, J. K., Holmes, E., Antti, H., Bollard, M. E., Keun, H., et al. (2003). Contemporary issues in toxicology the role of metabonomics in toxicology and its evaluation by the COMET project. Toxicology and Applied Pharmacology, 187(3), 137–146. https://doi.org/10.1016/S0041-008X(02)00079-0.
Lonergan, P., Khatir, H., Piumi, F., Rieger, D., Humblot, P., & Boland, M. P. (1999). Effect of time interval from insemination to first cleavage on the developmental characteristics, sex ratio and pregnancy rate after transfer of bovine embryos. Journal of Reproduction and Fertility, 117(1), 159–167.
MacIntyre, D. A., Melguizo Sanchis, D., Jimenez, B., Moreno, R., Stojkovic, M., & Pineda-Lucena, A. (2011). Characterisation of human embryonic stem cells conditioning media by 1H-nuclear magnetic resonance spectroscopy. PLoS ONE, 6(2), e16732. https://doi.org/10.1371/journal.pone.0016732.
Milewska, A. J., Jankowska, D., Citko, D., Więsak, T., Acacio, B., & Milewski, R. (2014). The use of principal component analysis and logistic regression in prediction of infertility treatment outcome. Studies in Logic, 39(52), 17. https://doi.org/10.2478/slgr-2014-0043.
Nadal-Desbarats, L., Veau, S., Blasco, H., Emond, P., Royere, D., Andres, C., et al. (2012). Is NMR metabolic profiling of spent embryo culture media useful to assist in vitro human embryo selection? MAGMA, 26(2), 193–202. https://doi.org/10.1007/s10334-012-0331-x.
Okamoto, I., Otte, A. P., Allis, C. D., Reinberg, D., & Heard, E. (2004). Epigenetic dynamics of imprinted X inactivation during early mouse development. Science, 303(5658), 644–649. https://doi.org/10.1126/science.1092727.
Parrish, J. J. (2014). Bovine in vitro fertilization: In vitro oocyte maturation and sperm capacitation with heparin. Theriogenology, 81(1), 67–73. https://doi.org/10.1016/j.theriogenology.2013.08.005.
Parrish, J. J., Susko-Parrish, J. L., Leibfried-Rutledge, M. L., Critser, E. S., Eyestone, W. H., & First, N. L. (1986). Bovine in vitro fertilization with frozen-thawed semen. Theriogenology, 25(4), 591–600.
Pauli, G. F., Jaki, B. U., & Lankin, D. C. (2005). Quantitative 1H NMR: Development and potential of a method for natural products analysis. Journal of Natural Products, 68(1), 133–149. https://doi.org/10.1021/np0497301.
Perry, G. (2015). 2014 statistics of embryo collection and transfer in domestic farm animals (2015 ed., pp. 9–11), IETS.
Pudakalakatti, S. M., Uppangala, S., D’Souza, F., Kalthur, G., Kumar, P., Adiga, S. K., et al. (2013). NMR studies of preimplantation embryo metabolism in human assisted reproductive techniques: A new biomarker for assessment of embryo implantation potential. NMR in Biomedicine, 26(1), 20–27. https://doi.org/10.1002/nbm.2814.
Robertson, I., & Nelson, R. (1998). Certification and identification of the embryo. Manual of the International Embryo Transfer Society, 9, 103–116.
Rosenfeld, C. S., Grimm, K. M., Livingston, K. A., Brokman, A. M., Lamberson, W. E., & Roberts, R. M. (2003). Striking variation in the sex ratio of pups born to mice according to whether maternal diet is high in fat or carbohydrate. Proceedings of the National Academy of Sciences USA, 100(8), 4628–4632. https://doi.org/10.1073/pnas.0330808100.
Sattar, A., Rubessa, M., Di Francesco, S., Longobardi, V., Di Palo, R., Zicarelli, L., et al. (2011). The influence of gamete co-incubation length on the in vitro fertility and sex ratio of bovine bulls with different penetration speed. Reproduction in Domestic Animals, 46(6), 1090–1097. https://doi.org/10.1111/j.1439-0531.2011.01791.x.
Seli, E., Botros, L., Sakkas, D., & Burns, D. H. (2008). Noninvasive metabolomic profiling of embryo culture media using proton nuclear magnetic resonance correlates with reproductive potential of embryos in women undergoing in vitro fertilization. Fertility and Sterility, 90(6), 2183–2189. https://doi.org/10.1016/j.fertnstert.2008.07.1739.
Sturmey, R. G., Bermejo-Alvarez, P., Gutierrez-Adan, A., Rizos, D., Leese, H. J., & Lonergan, P. (2010). Amino acid metabolism of bovine blastocysts: A biomarker of sex and viability. Molecular Reproduction and Development, 77(3), 285–296. https://doi.org/10.1002/mrd.21145.
Tervit, H. R., Whittingham, D. G., & Rowson, L. E. (1972). Successful culture in vitro of sheep and cattle ova. Journal of Reproduction and Fertility, 30(3), 493–497.
Thompson, J. G., Partridge, R. J., Houghton, F. D., Cox, C. I., & Leese, H. J. (1996). Oxygen uptake and carbohydrate metabolism by in vitro derived bovine embryos. Journal of Reproduction and Fertility, 106(2), 299–306.
Vajta, G., Korosi, T., Du, Y., Nakata, K., Ieda, S., Kuwayama, M., et al. (2008). The well-of-the-well system: An efficient approach to improve embryo development. Reproductive Biomedicine Online, 17(1), 73–81.
Wallace, M., Cottell, E., Cullinane, J., McAuliffe, F. M., Wingfield, M., & Brennan, L. (2014). (1)H NMR based metabolic profiling of day 2 spent embryo media correlates with implantation potential. Systems Biology in Reproductive Medicine, 60(1), 58–63. https://doi.org/10.3109/19396368.2013.854426.
Wishart, D. S., Lewis, M. J., Morrissey, J. A., Flegel, M. D., Jeroncic, K., Xiong, Y., et al. (2008). The human cerebrospinal fluid metabolome. Journal of Chromatography B, 871(2), 164–173. https://doi.org/10.1016/j.jchromb.2008.05.001.
Xu, K. P., Yadav, B. R., King, W. A., & Betteridge, K. J. (1992). Sex-related differences in developmental rates of bovine embryos produced and cultured in vitro. Molecular Reproduction and Development, 31(4), 249–252. https://doi.org/10.1002/mrd.1080310404.
Yadav, B. R., King, W. A., & Betteridge, K. J. (1993). Relationships between the completion of first cleavage and the chromosomal complement, sex, and developmental rates of bovine embryos generated in vitro. Molecular Reproduction and Development, 36(4), 434–439. https://doi.org/10.1002/mrd.1080360405.
Acknowledgements
The authors would like to thank Professor Scott E. Denmark for this helpful discussions, the generous use of his lab and the 750-MHz Agilent VNS750NB spectrometer. This work was partially funded by the University of Illinois Experiment Station and the U.S. Department of Agriculture-National Institute of Food and Agriculture via Multistate Research Project W-2171, #ILLU-538-347.
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Conceived and designed the experiments: MR, MBW; Performed the experiments: MR, AA KMP, MBW; Analyzed the data: DG-P, MR, MBW; Contributed reagents/materials/analysis tools: DG-P, AA, Scott Denmark. Wrote the paper: MR, KMP, MBW. Critical revised the paper: MR, AA, DG-P, KMP, MBW.
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This article does not contain any studies with human participants/tissues or live animals performed by any of the authors. The oocytes were purchased from a commercial company, DeSoto Biosciences, Seymour, TN, USA. The oocytes were purchased by DeSoto Biosciences who aspirated the oocytes from the ovaries and provided them to us. The abattoir where the ovaries were purchased is a USDA inspected facility and conforms to all USDA regulations. We did not used any live animals for these studies. Similarly, the frozen semen used was from a commercial semen vendor. We purchased the semen used it these studies and had no contact with the bulls used for the in vitro fertilization. Our University does not require IACUC (animal care and use) protocols when using purchased tissues or abattoir materials. We therefore see no ethics issues with the present study.
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Rubessa, M., Ambrosi, A., Gonzalez-Pena, D. et al. Non-invasive nuclear magnetic resonance analysis of male and female embryo metabolites during in vitro embryo culture. Metabolomics 14, 113 (2018). https://doi.org/10.1007/s11306-018-1414-0
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DOI: https://doi.org/10.1007/s11306-018-1414-0