Abstract
Object
The prediction of embryo viability by usual morphological analysis is currently unsatisfactory. New non-invasive techniques such as high-resolution nuclear magnetic resonance (1H-NMR) spectroscopy that allows assessment of metabolic profiling in spent culture media might help embryologists to predict embryo development.
Materials and methods
Individual microdrops of culture media were analysed after 24 h of embryo culture (from day 3 to day 4) by spectroscopy using a 1 mm microliter probe allowing analysis without sample dilution. Embryos were divided into two groups on day 5: non-arrested embryos (n = 19) and arrested embryos unable to reach the blastocyst stage (n = 20). Multivariate analysis techniques such as Principal Component Analysis (PCA) and Orthogonal Partial Least Square Discriminant Analysis (OPLS-DA) were performed to compare extracellular metabolite balance.
Results
1H-NMR used in combination with a 1 mm probe suggested that in vitro cultured human embryos that have a high developmental potential modify their environment slightly compared to embryos that cease to develop. However, differences between the two groups did not reach statistical significance and multivariate statistical analysis did not allow clustering of the two groups.
Conclusion
This study indicated that this technique would not be sufficiently powerful alone to provide information that might help to assess the developmental potential of individual embryos for in vitro fertilisation (IVF).
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References
ESHRE, Campus Course Report (2001) Prevention of twin pregnancies after IVF/ICSI by single embryo transfer. Hum Reprod 16:790–800
Bergh C (2005) Single embryo transfer: a mini-review. Hum Reprod 20:323–327
Braude P, Bolton V, Moore S (1998) Human gene expression first occurs between the 4-and 8-cell stages of preimplantation development. Nature 332:459–461
Gardner DK, Schoolcraft WB, Wagley L, Schlenker T, Stevens J, Hesla J (1998) A prospective randomized trial of blastocyst culture and transfer in in vitro fertilization. Hum Reprod 13:3340–3434
Rijnders PM, Jansen CA (1998) The predictive value of day 3 embryo morphology regarding blastocyst formation, pregnancy and implantation rate after day 5 transfer following in vitro fertilization or intracytoplasmic sperm injection. Hum Reprod 13:2869–2873
Graham J, Han T, Porter R, Levy M, Stillman R, Tucker MJ (2000) Day 3 morphology is a poor predictor of blastocyst quality in extended culture. Fertil Steril 74:495–497
Guerif F, Le Gouge A, Giraudeau B, Poindron J, Bidault R, Gasnier O, Royere D (2007) Limited value of morphological assessment at days 1 and 2 to predict blastocyst development potential: a prospective study based on 4042 embryos. Hum Reprod 22:1973–1981
Katz-Jaffe MG, McReynolds S, Gardner DK, Schoolcraft WB (2009) The role of proteomics in defining the human embryonic secretome. Mol Hum Reprod 15:271–277
Lindon JC, Nicholson JK, Holmes E, Antti H, Bollard ME, Keun H, Beckonert O, Ebbels TM, Reily MD, Robertson D, Stevens GJ, Luke P, Breau AP, Cantor GH, Bible RH, Niederhauser U, Senn H, Schlotterbeck G, Sidelmann UG, Laursen SM, Tymiak A, Car BD, Lehman-McKeeman L, Colet JM, Loukaci A, Thomas C (2003) Contemporary issues in toxicology the role of metabolomics in toxicology and its evaluation by the COMET project. Toxicol Appl Pharmacol 187:137–146
Seli E, Botros L, Sakkas D, Burns D (2008) Non invasive metabolomic profiling of embryo culture media using proton nuclear magnetic resonance correlates with reproductive potential of embryos in women undergoing in vitro fertilization. Fertil Steril 90:2183–2189
Graça G, Duarte IF, Barros AS, Goodfellow BJ, Diaz S, Carreira IM, Couceiro AB, Galhano E, Gil AM (2009) 1H NMR based metabolomics of human amniotic fluid for the metabolic characterization of fetus malformations. J Proteome Res 8:4144–4150
Wishart DS, Lewis MJ, Morrissey JA, Flegel MD, Jeroncic K, Xiong Y, Cheng D, Eisner R, Gautam B, Tzur D, Sawhney S, Bamforth F, Greiner R, Li L (2008) The human cerebrospinal fluid metabolome. J Chromatogr B 15:164–173
Miccheli A, Tomassini A, Puccetti C, Valerio M, Peluso G, Tuccillo F, Calvani M, Manetti C, Conti F (2006) Metabolic profiling by 13C-NMR spectroscopy:[1,2–13C2] glucose reveals a heterogeneous metabolism in human leukemia T cells. Biochimie 88:437–448
Coen M, Holmes E, Lindon JC, Nicholson JK (2008) NMR-based metabolic profiling and metabolomic approaches to problems in molecular toxicology. Chem Res Toxicol 21:9–27
Holmes E, Wilson ID, Nicholson JK (2008) Metabolic phenotyping in health and disease. Cell 5:714–717
Logan TM, Murali N, Wang G, Jolivet C (1999) Application of a high-resolution supraconducting NMR probe in natural product structure determination. Magn Reson Chem 37:762–765
Schroeder FC, Gronquist M (2006) Extending the scope of NMR spectroscopy with microcoil probes. Angew Chem Int Ed Engl 43:7122–7131
Serkova NJ, Freund AS, Brown JL, Kominsky DJ (2009) Use of the 1 mm microprobe for metabolic analysis on small volume biological samples. J Cell Mol Med 13:1933–1941
Schlotterbeck G, Ross A, Hochstrasser R, Senn H, Kühn T, Marek D, Schett O (2002) High-resolution capillary tube NMR. A miniaturized 5-microL high-sensitivity TXI probe for mass-limited samples, off-line LC NMR, and HT NMR. Anal Chem 74(17):4464–4471
Griffin JL, Nicholls AW, Keun HC, Mortishire-Smith RJ, Nicholson AW, Kuehn T (2002) Metabolic profiling of rodent biological fluids via 1H NMR spectroscopy using a 1 mm microliter probe. Analyst 127:582–584
Guerif F, Bidault R, Gasnier O, Couet ML, Gervereau O, Lansac J, Royere D (2004) Efficacy of blastocyst transfer after implantation failure. RBM Online 9:630–636
Gardner DK, Schoolcraft WB (1999) In vitro culture of human blastocysts. In: Jansen R, Mortimer D (eds) Towards reproductive certainty: infertility and genetics beyond 1999: the plenary proceedings of the 11th world congress on in vitro fertilization and human reproductive genetics. Parthenon Press, Pearl River, pp 378–388
Barantin L, Le Pape A, Akoka S (1997) A new method for absolute quantitation of MRS metabolites. Magn Reson Med 38:179–182
Silvestre V, Goupry S, Trierweiler M, Robins R, Akoka S (2001) Determination of substrate and product concentrations in lactic acid bacterial fermentations by proton NMR using the ERETIC method. Anal Chem 73:1862–1868
Miccheli AT, Miccheli A, Di Clemente R, Valerio M, Coluccia P, Bizzarri M, Conti F (2006) NMR-based metabolic profiling of human hepatoma cells in relation to cell growth by culture media analysis. Biochim Biophys Acta 11:1723–1731
Maillet S, Vion-Dury J, Confort-Gouny S, Nicoli F, Lutz NW, Viout P, Cozzone PJ (1998) Experimental protocol for clinical analysis of cerebrospinal fluid by high resolution proton magnetic resonance spectroscopy. Brain Res Protoc 3:123–134
Nicholson JK, Foxall PJ, Spraul M, Farrant RD, Lindon JC (1995) 750 MHz 1H and 1H–13C NMR spectroscopy of human blood plasma. Anal Chem 67:793–811
Wishart DS, Tzur D, Knox C, Eisner R, Guo AC, Young N, Cheng D, Jewell K, Arndt D, Sawhney S, Fung C, Nikolai L, Lewis M, Coutouly MA, Forsythe I, Tang P, Shrivastava S, Jeroncic K, Stothard P, Amegbey G, Block D, Hau DD, Wagner J, Miniaci J, Clements M, Gebremedhin M, Guo N, Zhang Y, Duggan GE, Macinnis GD, Weljie AM, Dowlatabadi R, Bamforth F, Clive D, Greiner R, Li L, Marrie T, Sykes BD, Vogel HJ, Querengesser L (2007) HMDB: the human metabolome database. Nucleic Acids Res 35:D521–D526
Steer CV, Mills CL, Tan SL, Campbell S, Edwards R (1992) The cumulative embryo score: a predictive scoring technique to select the optimal number of embryos to transfer in a in vitro fertilization and embryo transfer program. Hum Reprod 7:17–119
Sakkas D, Gardner DK (2005) Non invasive methods to assess embryo quality. Curr Opin Obstet Gynecol 3:283–288
Brison DR, Houghton FD, Falconer D, Roberts SA, Hawkhead J, Humpherson PG, Lieberman BA, Leese HJ (2010) Identification of viable embryos in IVF by non-invasive measurement of amino acid turnover. Hum Reprod 10:2319–2324
Vergouw CG, Botros LL, Roos P, Lens JW, Schats R, Hompes PG, Burns DH, Lambalk CB (2008) Metabolomic profiling by near-infrared spectroscopy as a tool to assess embryo viability: a novel, non-invasive method for embryo selection. Hum Reprod 23:1499–1504
Scott R, Seli E, Miller K, Sakkas D, Scott K, Burns DH (2008) Non invasive metabolomic profiling of human embryo culture media using Raman spectroscopy predicts embryonic reproductive potential: a prospective blinded pilot study. Fertil Steril 90:77–83
Marhuenda-Egea FC, Martínez-Sabater E, Gonsálvez-Alvarez R, Lledó B, Ten J, Bernabeu R (2010) A crucial step in assisted reproduction technology: human embryo selection using metabolomic evaluation. Fertil Steril 94:772–774
Marhuenda-Egea FC, Gonsálvez-Alvarez R, Martınez-Sabater E, Lledo B, Ten J, Bernabeu R (2011) Improving human embryos selection in IVF: non-invasive metabolomic and chemometric approach. Metabolomics 7:247–256
Engelke UFH, Oostendorp M, Wevers RA (2007) NMR spectroscopy of body fluids as a metabolomics approach to inborn errors of metabolism. In: Lindon JC, Nicholson JK, Holmes E (eds) The handbook of metabolomics. Elsevier, Amsterdam, pp 375–412
Grimes JH, O’Connell TM (2011) The application of micro-coil NMR probe technology to metabolomics of urine and serum. J Biomol NMR 49:297–305
Houghton FD, Hawkhead JA, Humpherson PG, Hogg JE, Balen AH, Rutherford AJ, Leese HJ (2002) Non invasive amino acid turnover predicts human embryo developmental capacity. Hum Reprod 17:999–1005
Donnay I, Partridge RJ, Leese HJ (1999) Can embryo metabolism be used for selecting bovine embryos before transfer? Reprod Nutr Dev 39:523–533
Leese HJ, Sturmey RG, Baumann CG, McEvoy TG (2007) Embryo viability and metabolism: obeying the quiet rules. Hum Reprod 22:3047–3050
Seli E, Robert C, Sirard MA (2010) OMICS in assisted reproduction: possibilities and pitfalls. Mol Hum Reprod 16:513–530
Seli E, Sakkas D, Scott R, Kwok SC, Rosendahl SM, Burns DH (2007) Non invasive metabolomic profiling of embryo culture media using Raman and near-infrared spectroscopy correlates with reproductive potential of embryos in women undergoing in vitro fertilization. Fertil Steril 88:1350–1357
Hardarson T, Ahlström A, Rogberg L, Botros L, Hillensjö T, Westlander G, Sakkas D, Wikland M (2012) Non-invasive metabolomic profiling of Day 2 and 5 embryo culture medium: a prospective randomized trial. Hum Reprod 27:89–96
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We thank Doreen Raine for correcting the English manuscript.
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Nadal-Desbarats, L., Veau, S., Blasco, H. et al. Is NMR metabolic profiling of spent embryo culture media useful to assist in vitro human embryo selection?. Magn Reson Mater Phy 26, 193–202 (2013). https://doi.org/10.1007/s10334-012-0331-x
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DOI: https://doi.org/10.1007/s10334-012-0331-x