bioRxivDevelopmental BiologyPreprint
Bovine in vitro blastocysts with distinct morphokinetic patterns show transcriptomic differences at genome activation
Alline de Paula ReisiD, Mounya Belghiti, Ludivine LaffontiD, Sylvie Ruffini, Catherine ArchillaiD, N. Le Brusq, A. Teste, B. Marquant-Leguienne, Eugénie Canon, Luc JouneauiD, Yan JaszczyszyniD, Andrew A. A. PonteriD, Mélanie Bernard-Cacciarella, Jean Unrug, Eve-Marie Stamler, Véronique DuranthoniD, Alain TrubuiliD
Abstract
Bovine embryo in vitro production (IVP) is characterised by low efficiency and variable outcomes. Monitoring early embryonic development by videomicroscopy revealed substantial morphokinetic heterogeneity in the first four embryonic cycles (EC, conventionally referred to as the 2-, 4-, 8- and 16-cell stages). Morphokinetic analysis offers a promising approach to characterize divergent developmental trajectories and provide a better understanding of underlying molecular mechanisms. We developed a Random Forest classification system (Bovine Embryo Analyser based on Morphokinetics: BEAM) to predict embryo phenotype. It is based on morphokinetic variables collected from the 1st to the 4th EC and predicts four blastocyst categories (EHB: Early Hatching Blastocyst, HB: Hatching Blastocyst, SSB: Subtle Developmental Shift Blastocyst, ADB: Arrhythmic Development Blastocyst). Classification performance on an independent dataset was good (F1 score = 0.59; Accuracy = 0.78), indicating that the BEAM can be useful for embryo development studies. The BEAM was further applied to embryos submitted to 4.3 days of culture and having completed the 4th EC (16-32 cells). RNA sequencing was performed on sixteen samples (4 x 8 pooled embryos/category). The ADB category was significantly enriched in transcripts involved in the regulation of transcriptional activity compared to the EHB category. In addition, in the ADB category, 22.7% (n = 185/816) of the upregulated genes were of maternal origin while only 6.2% were of embryonic origin (n = 54/816). In conclusion, despite being at a comparable developmental stage and transcriptionally competent, the ADB category showed delayed maternal transcript degradation suggesting delayed transition to embryonic transcriptional autonomy. Illustrated Abstract O_FIG O_LINKSMALLFIG WIDTH=200 HEIGHT=138 SRC="FIGDIR/small/733532v1_ufig1.gif" ALT="Figure 1"> View larger version (45K): org.highwire.dtl.DTLVardef@13a0958org.highwire.dtl.DTLVardef@13b88a1org.highwire.dtl.DTLVardef@18707c9org.highwire.dtl.DTLVardef@105759_HPS_FORMAT_FIGEXP M_FIG C_FIG Summary SentenceIn vitro produced bovine embryo morphokinetic patterns allow prediction of four blastocyst categories (up to the 4th embryonic cycle) and are associated with distinct transcriptomic profiles at embryonic genome activation in competent embryos.
- assay: bulk RNA-seq
- research focus: cell type annotation
- research focus: differential expression
- research focus: benchmarking
- approach: machine learning (classical)
- Citations
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