Introduction
Fertilization naturally transforms two highly differentiated gamete cells—sperm and egg—into a single, totipotent cell that gives rise to a complete individual. This represents the most radical programmed change in cellular potency, from assured cell death if the gametes do not combine, to the establishment of a totipotent embryo if they do. The cell fate shift that occurs during fertilization may be archetypal and promises to provide insights into diverse changes of cellular potency.
Cellular potency is in some cases regulated by controlling the asymmetric distribution of cell fate determinants during division, so that each daughter cell receives a distinctive complement that contributes to a corresponding lineage commitment (Macara and Mili, 2008). This mechanism operates in stem cells, which can divide to produce one daughter cell with conserved stem cell characteristics and a second daughter cell committed to differentiation (
Lin, 2008). For example,
Drosophila neuroblasts inherit basolateral‐apical polarity and harbour a spindle aligned along this axis; division is perpendicular to the axis and produces a daughter neuroblast that inherits apical determinants, and what becomes a ganglion mother cell (
Chia et al, 2008). Cleavage asymmetry is determined by the apical localization of two complexes linked by Inscuteable (Insc) that ensure eccentric positioning of the spindle; one includes Bazooka‐Par3, aPKC and Par6 and another contains Gαi, Partner of Insc (Pins) and Locomotion defect (Loco) (
Cai et al, 2003;
Lee et al, 2006;
Chia et al, 2008). In
Caenorhabditis elegans, phosphorylated LGL protein facilitates embryonic polarity by localizing the Par3–Par6–aPKC complex to an anterior cortical domain (
Hoege et al, 2010). In mammalian skin stratification and differentiation, the Par3–LGN–Inscuteable complex and NuMA‐dynactin orient the spindle perpendicularly to the basement membrane, generating a committed suprabasal cell and a proliferative basal progenitor cell (
Lechler and Fuchs, 2005). These and other precedents imply that many features underlying asymmetric cell division are conserved between species and tissues (
Macara and Mili, 2008).
The asymmetric localization of cytoplasmic mRNAs is a conserved evolutionary strategy by which cell polarity is regulated (
Macara and Mili, 2008), although its direct contribution to the establishment of pluripotency and asymmetric stem cell division is poorly understood. By contrast, it is well documented that the targeted localization of cytoplasmic mRNAs is a key mechanism by which asymmetric patterning is achieved in metazoan oocytes and early totipotent embryos that establish stem cell lineages (
Rebagliati et al, 1985;
Melton, 1987;
Lécuyer et al, 2007;
Macara and Mili, 2008;
Holt and Bullock, 2009). In
Drosophila, at least 10% of the oocyte transcriptome is distributed non‐uniformly (
Dubowy and MacDonald, 1998) and the value rises to 71% in early embryos (
Lécuyer et al, 2007). Vertebrates such as
Xenopus laevis localize synthesis of maternal (oocyte) proteins by compartmentalizing mRNAs (
King, 1995;
Mowry and Cote, 1999;
King et al, 2005;
Holt and Bullock, 2009). This is critical for the specification of embryonic animal and vegetal poles (
Nieuwkoop, 1985), which requires faithful asymmetric transcript placement. For example, misplacement of the vegetal pole mRNA,
Vg1, into the oocyte animal hemisphere induces ectopic mesoderm (
Thomsen and Melton, 1993) and injection of
xBic‐C mRNA in whole embryos leads to ectopic endoderm formation (
Wessely and De Robertis, 2000).
This issue is central to whether or not oocyte and/or early embryo patterning affects the establishment of totipotency in mammalian development, with arguments both for (
Piotrowska et al, 2001;
Plusa et al, 2005) and against (
Hiiragi and Solter, 2004;
Motosugi et al, 2006;
Kurotaki et al, 2007). Levels of H3 dimethylated on arginine 26 (H3R26me2) and H3R17me2 correlated in the blastomeres of 4‐cell mouse embryos with the subsequent fate of each blastomere lineage; H3R26me2 levels were lowest in blastomeres predominantly contributing to the trophectoderm (TE) and highest in blastomeres contributing more cells to the inner cell mass (ICM) and juxtaposed polar TE (
Torres‐Padilla et al, 2007). Methyl groups are transferred to residues that include H3R26 by the Carm1 methylase to promote asymmetric divisions (
Schurter et al, 2001;
Torres‐Padilla et al, 2007;
Parfitt and Zernicka‐Goetz, 2010). Blastomeres with higher Carm1 levels exhibit reduced expression of Par3 and increased expression of PKCII, a truncated version of aPKCζ (
Parfitt and Zernicka‐Goetz, 2010). These findings are consistent with the transcriptomic asymmetries in early
Xenopus embryos. Apparently contrary data supporting an ontogeny of early embryonic lineages that is not pre‐determined maternally or in the earliest phase of embryogenesis (
Kurotaki et al, 2007) are also consistent with models in which pre‐patterning naturally primes blastomeres for ICM specification and nearest neighbour induction (
Supplementary Figure S1).
In the mouse, totipotency (the natural ability of a cell to yield, through successive divisions, an entire individual) is established soon after fertilization in the 1‐cell embryo and persists until the 8‐cell stage (
Tarkowski, 1959;
Kelly, 1977). To address whether asymmetric mRNA sorting in early embryos might account for developmental polarity during the establishment and maintenance of the totipotent state, we determined transcriptome distributions within mouse oocytes and pre‐nuclear zygotes (before pro‐nucleus formation), and between the sister blastomeres of single embryos following first (1‐cell → 2‐cell) and second (2‐cell → 3‐cell) mitotic divisions. Transcriptome asymmetries exist in mouse oocytes and pre‐nuclear zygotes, but not between sister blastomeres in 2‐ and 3‐cell embryos.
Discussion
We here report single sub‐cellular profiling to reveal intracellular mRNA regionalization on a transcriptome‐wide level. This is perhaps the first time that the transcriptomes of nascent cleavage products of mammalian cells have been determined and compared to determine whether programmed asymmetries exist between each. Because the experiments were performed in a standardized model of shifted cellular potency, they have implications for the underlying mechanisms. They are consistent with a role for non‐uniform mRNA sorting as a prelude to the establishment of totipotency, and have implications for pre‐patterning in mouse embryos, in which two distinct lineages differing in phenotype, position and fate first appear at the 8–16‐cell morula stage (
Ducibella and Anderson, 1975;
Johnson and Ziomek, 1981;
Guo et al, 2010).
The question as to when mammalian pre‐implantation embryonic lineages are first specified has produced contradictory conclusions. One view holds that 2‐cell blastomeres cannot be classified according to reproducible differences between them; neither makes a biased contribution to the ICM or TE (
Hiiragi and Solter, 2004;
Motosugi et al., 2005;
Kurotaki et al, 2007;
Guo et al, 2010). This model is corroborated by ‘real‐time’ analyses of pre‐implantation development showing that 2‐cell blastomeres do not differ in their contribution to the ICM or TE (
Kurotaki et al, 2007). However, this finding is consistent with a model in which pre‐patterning does occur and promotes coordinated specification of the ‘ICM lineage’ during normal development (
Supplementary Figure S1) and is predicated on the finding that the blastomeres of 4‐cell embryos differ epigenetically (
Piotrowska and Zernicka‐Goetz, 2001;
Piotrowska et al, 2001;
Plusa et al, 2002,
2005;
Torres‐Padilla et al, 2007;
Parfitt and Zernicka‐Goetz, 2010).
Programmed transcriptome differences between sister blastomeres at the 4‐cell stage (which in the mouse are totipotent;
Kelly, 1977) could in principal adopt what is a broadly employed mechanism (
Macara and Mili, 2008) to ensure differential patterning between the blastomeres, but we found no evidence of this. In addition, we found no evidence for pre‐disposing transcriptome asymmetry between the blastomeres of 2‐cell embryos or non‐uniform sorting of
Carm1 (
P=0.532),
Par3 (
Pard3,
P=0.143) or
aPKCζ (
Prkcz,
P=0.850) transcripts in pre‐nuclear zygotes (
Supplementary Table S3). These observations would seem to argue against targeted mRNA localization as a means of allocating lineage fate in totipotent mouse embryos in that they suggest that any transcriptomic pre‐patterning during the first two mitotic divisions is either too subtle for detection thus far or non‐existent. As such, if there is maternal or early embryonic patterning in mammals, it is more likely to be mediated post‐translationally. This is in marked contrast to the pronounced, targeted localization of oocyte‐derived mRNAs in
Drosophila and
Xenopus, which result in developmentally critical transcriptome partitioning between embryonic cells (
King et al, 2005;
Blower et al, 2007;
Lécuyer et al, 2007).
It remains to be seen why the mouse does not utilize a developmental mechanism that is so highly conserved and why there is transcriptome asymmetry within mouse oocytes. It is possible that the asymmetry reflects benign carryover from earlier oocyte development, during which mRNA localization had a critical role. Spindle complexes are sites of targeted polysomal mRNA localization in diverse systems (
Blower et al, 2007;
Mili and Macara, 2009) and spindles characteristically orchestrate key elements of mouse oocyte maturation (
Brunet and Verlhac, 2011). Spindle enrichment of mRNAs might thus localize translation to target proteins during the establishment of a fertilizable mII oocyte. Of the many processes that may be regulated in this manner, candidates include modulators of the cell cycle (e.g., Emi2), spindle‐dependent remodelling (e.g., Ran GTPase) and asymmetric cytokinesis (e.g., Par6) (
Vinot et al, 2004;
Dumont et al, 2007;
Suzuki et al, 2010a).
Alternatively, the programmed ejection of transcripts into the Pb
2 may provide a unique tier of gene regulation during the gamete‐to‐embryo transition. However, the elimination of Pb
2 components is not critical in the mouse; replacing the zygotic female pro‐nucleus with a nucleus derived from the Pb
2 following electrofusion of the entire Pb
2 supports full development to term (
Wakayama et al, 1997). While this work precludes an essential developmental role for Pb
2–zygote transcriptome partitioning, taken with our data, it is entirely consistent with such sorting exerting non‐absolute effects for normal rates of healthy mammalian development. Given this, the Pb
2 signature transcriptome might serve to inform strategies for RNA‐induced pluripotent stem cell generation (
Warren et al, 2010) and as a diagnostic tool by providing markers of embryo viability, enabling single embryo selection in human assisted reproduction (
Brison et al, 2007).
Materials and methods
Animal care
Experiments were performed in accordance with local and national statutes protecting animal welfare in experimental research.
Collection and culture of mII oocytes
Oviductal mII oocytes were typically collected from 8‐ to 12‐week‐old B6D2F
1 females supplied by SLC (Shizuoka‐ken, Japan) 12–15 h after standard superovulation (by serial equine and human chorionic gonadotropin injection, eCG and hCG) and cumulus cells removed following hyaluronidase treatment as previously described (
Yoshida et al, 2007). All oocyte and embryo culture was in humidified CO
2 (5% (v/v) in air) at 37°C as previously described (
Yoshida et al, 2007).
Collection of Pb2–zygote couplets following in vitro fertilization (IVF)
Embryos for the preparation of nascent zygote–Pb2 couplets were generated by standard B6D2F1 × B6D2F1 IVF. Sperm were collected from mature males by epididymidal puncture followed by dispersal for 5 min in pre‐warmed human tubal fluid (HTF; ARK Resource Co. Ltd., Japan) in humidified CO2 (5% (v/v) in air) at 37°C. A drop (10 μl of the 400 μl dispersal droplet) was transferred to a fresh, fertilization dish containing 200 μl HTF and incubation continued for 1 h before placing ∼30 cumulus oophorous complexes freshly isolated from superovulated 8‐week‐old B6D2F1 females and continuing the incubation for further 2–3 h. Complexes were chosen whose oocytes did not have an extant Pb1 to assist with identification of Pb2 extrusion and reduce contamination with mRNA from earlier stages. Following incubation, each pre‐nuclear zygote (i.e., preceding the formation of pro‐nuclei) was briefly treated with acid Tyrode's solution (Sigma) on a stage heated to 37°C (to remove its zona pellucida) and then subjected to gentle pipetting (pipette aperture ≈250 μm) to separate the Pb2 from its coupled zygote. The resultant Pb2 and zygote were immediately and separately transferred either to 5 μl mTRAP™ (Active Motif, Carlsbad, CA) (for microarray analysis) or to 1 μl Sarkosyl (Teknova, Hollister, CA) (for real‐time, semi‐quantitative PCR, qPCR) containing 10 ng/ml tRNA (Roche, Mannheim) and flash‐frozen in liquid nitrogen and stored at −80°C in preparation for cDNA synthesis.
To confirm spindle separation following cytokinesis, Pb2–zygote couplets were stained by incubating in Hoechst 33342 (Sigma, 2.5 μg/ml) in M2 medium at room temperature for 10 min. Stained couplets were washed in fresh M2 medium and transferred to fresh M2 medium for fluorescence imaging using a BioZero‐8000 microscope/detector (Keyence, Osaka, Japan) and analysed with BZ‐Analyzer software (Keyence).
Collection of blastomeres from 2‐ and 3‐cell embryos
Oviductal embryos were removed from plugged, superovulated 8‐week‐old B6D2F
1 females 0.5–1.5 days after they had been mated with B6D2F
1 males for 2‐ and 3‐cell embryo collection as follows. For 2‐cell embryo collection, zygotes (1‐cell) were harvested 22–24 h post‐hCG (the afternoon after mating) and following cursory cumulus cell removal, and incubated in batches of 5–10 per culture dish in KSOM medium (
Yoshida et al, 2007). Under these conditions, first mitotic cleavage (to produce 2‐cell embryos) could be monitored every ∼10 min with minimal disturbance to other embryos and typically occurred within 1 h of culture. Cleavage was therefore identified within ∼10 min. Newly formed 2‐cell embryos were removed into acid Tyrode's solution to remove the zona pellucida as for Pb
2–zygote separation. Embryos were then washed twice in CZBH medium (
Chatot et al, 1989) and subjected to gentle pipetting (pipette aperture ≈250 μm). This generally separated sister blastomeres within 1 min. Separated blastomeres were immediately and separately transferred either to 5 μl mTRAP (Active Motif) (for microarray analysis) or to 1 μl Sarkosyl (Teknova) (for qPCR) containing 10 ng/ml tRNA (Roche), flash‐frozen in liquid nitrogen, and where necessary stored at −80°C.
For the separation of 3‐cell embryo blastomeres, 2‐cell embryos were collected ∼46 h post‐hCG and incubated in M2 medium (humidified CO
2, 37°C) in batches of 5–10 as described above. This allowed us to monitor cleavage and catch 3‐cell embryos before the 3‐cell → 4‐cell division. Three‐cell embryos were subjected to acid Tyrode's treatment and gentle pipetting to separate blastomeres as described above, except that trituration was typically in Ca
2+‐free CZBH (
Chatot et al, 1989). Sister blastomeres (second mitotic products) were clearly distinguishable from the larger avuncular blastomere (first mitotic product) (
Figure 4B). The 2‐cell → 3‐cell cleavage was typically identified within ∼15 min of its having occurred. Separated blastomeres were transferred either to 5 μl mTRAP or to 1 μl Sarkosyl containing 10 ng/ml tRNA (as per 2‐cell embryo blastomeres), flash‐frozen in liquid nitrogen and stored at −80°C.
Microsurgery
Microsurgery (
Yoshida and Perry, 2007) was performed on oocytes collected 12–14 h post‐hCG and within 16 h of hCG administration unless stated otherwise. We used the hybrid strain, B6D2F
1, in which the position of the mII spindle is clearly discernable because of the pronounced cortical bump it produces (
Yoshida and Perry, 2007). Piezo‐actuated microsurgery of oocytes was in CZBH supplemented with 5 μg/ml cytochalasin B on a 37°C heated stage, essentially as described (
Yoshida and Perry, 2007;
Yoshida et al, 2007) and was always completed within 3 min. Pipette tip inner diameters were of 7–8 μm. These procedures did not generally result in oocyte plasma membrane breakage. Although the spindle position is plainly discernable in B6D2F
1 mII oocytes, spindle sampling was confirmed in two ways. First, expulsion from the pipette of samples containing spindles produces an elongated ‘sausage’, whereas cortical samples lacking spindle material are rotund (
Figure 1D). This characteristic appearance confirmed in all cases that the spindle had been harvested where that was the intention. Second, DNA staining of microdissected spindle samples and their paired enucleated oocytes confirmed that spindles were consistently removed in their entirety (
n=52). Intact plasma membranes typically encapsulated spindle‐containing and other cortical samples. Immediately after microdissection, samples in minimum extraneous media (<0.5 μl) were separately drawn into a pipette (aperture ≈250 μm) and bubbled either into 5 μl mTRAP (Active Motif) containing 10 ng/ml tRNA and stored at −80°C for microarray analysis or into 1 μl Sarkosyl (Teknova) containing 10 ng/ml tRNA for immediate cDNA synthesis, for qPCR.
Where appropriate, mII oocytes were pre‐incubated in KSOM supplemented with 10 μM nocodazole (Sigma) before sampling in CZBH containing 5 μg/ml cytochalasin B plus 10 μM nocodazole. To confirm spindle sampling during nocodazole treatment, oocytes were transferred to nocodazole‐containing KSOM supplemented with Hoechst 33342 (Sigma, 2.5 μg/ml), 30 min before microsurgery. DNA was visualized by halogen lamp illumination and this enabled confirmation of chromatin removal.
Ratiometric PCR (qPCR)
For ratiometric transcript quantification in single cells and cell fragments, total RNA was extracted by transferring them in a minimal volume (<0.5 μl) into 1 μl 0.1% (w/v) Sarkosyl (Teknova) containing 10 ng/ml tRNA (Hoffmann‐La Roche Ltd., Basel, Ch), heated at 65°C for 5 min and used to programme cDNA synthesis primed with oligo(dT)
20 and random 8‐mers (each at 30 μM) in a 21‐μl reaction volume containing 200 U SuperScript III reverse transcriptase (Invitrogen Corp., Carlsbad, CA). Where multiple samples were collected serially in the same time frame (<2 h), they were stored on ice and processed in parallel starting with heating at 65°C. Real‐time qPCR was in an ABI 7500 Real Time PCR System (Applied Biosystems, Foster City, CA) in reactions (20 μl total) containing 1–2 μl of the template cDNA, forward and reverse primers (
Supplementary Table S11; 100 nM each) and 12.5 μl of Power SYBR (ABI), using the parameters: 10 min at 95 °C, followed by 45 cycles of 15 s at 95°C, 1 min at 58–60°C and 35 s at 72°C. Primer sets (Hokkaido System Science, Hokkaido, Japan) yielded 111–186 bp products were typically intron flanking and non‐dimerizing under the conditions employed. Where oocytes or embryos failed to produce amplimers, primer efficacy was confirmed using testis‐ and/or brain‐derived cDNA. Reverse transcriptase minus reactions were used to verify absence of contamination in cocktail components. Steady‐state levels of transcripts were normalized with respect to the internal reference,
H3f3a (
May et al, 2009).
H3f3a was preferred to other commonly used standards because it was sufficiently abundant for detection in sub‐cellular samples while exhibiting minimal cross‐sample variation (
Supplementary Figure S5). Reactions were performed in triplicate and fold changes calculated by dividing the mean for one sample by the mean of its coupled sample. Fold changes in
Figures 1 and
2 and
Supplementary Figure S3 were calculated by dividing the means for samples with smaller volumes (e.g., spindles in
Figure 1 and Pb
2s in
Figure 2) by the means of their corresponding larger couplets (oocyte remnants in
Figure 1 and zygotes in
Figure 2). Where values for means were smaller than 1, reciprocal values were calculated to show a fold decrease but bars show original values for standard errors. Note that the dynamic range of qPCR is known to be greater than that of microarrays; they produce similar directions, but not necessarily magnitudes, of transcript level differences between samples (
Park et al, 2004;
Hartmann and Klein, 2006).
PCR for microarray analysis
Total RNA from single cells or sub‐cellular fragments was extracted and uniformly amplified essentially as previously described (
Hartmann and Klein, 2006). Single cells and sub‐cellular fragments isolated by micromanipulation in 5 μl lysis buffer (Active Motif, Rixensart, Belgium) containing 10 ng tRNA (Roche) were supplemented with 1 μg protease (Active Motif), 1 μl biotinylated oligo‐dT peptide nucleic acids (PNAs) (Midi‐Kit, Active Motif, dissolved in 400 μl of water). Proteolytic digestion was at 45°C for 10 min, followed by 1 min at 75°C and 15 min at 22°C for PNA annealing. Isolation of mRNA was with 4 μl streptavidin beads (Active Motif) during 45 min rotation at room temperature. Wash buffer 1 (10 μl; 75 mM KCl, 10 mM DTT and 0.25% Igepal, 50 mM Tris‐Cl; pH 8.3) was added and the tubes placed into a magnetic rack. Supernatant was removed and the beads washed in wash buffer 2 (20 μl; 75 mM KCl, 10 mM DTT, 0.5% (v/v) Tween‐20, 50 mM Tris–HCl; pH 8.3). Supernatant was removed and the step repeated with 20 μl cDNA wash buffer 1. Reverse transcription was performed under rotation for 45 min at 44°C in a mixture containing each dNTP at 0.5 mM, 200 U Superscript II (Invitrogen, Karlsruhe), 30 μM CFL15CN8 primer (C
15GTCTAGAN
8), 15 μM CFL15CT24 primer (C
15GTCTAGAT
24VN), 0.25% (v/v) Igepal, 10 mM DTT (Invitrogen) and the buffer supplied by the manufacturer in a final volume of 20 μl. Primers were annealed at room temperature for 10–15 min before addition of the enzyme. Following reverse transcription, beads were washed in 20 μl tailing wash buffer (50 mM KH
2PO
4, 1 mM DTT, 0.25% (v/v) Igepal; pH 7.0) and resuspended in 10 μl tailing buffer (10 mM KH
2PO
4, 4 mM MgCl
2, 0.1 mM DTT, 200 μM dGTP; pH 7.0). cDNA–mRNA hybrids were denatured at 94°C for 4 min and 10 U terminal deoxynucleotide transferase (Amersham, Freiburg) was added and incubation continued at 37°C for 60 min for G‐tailing. After inactivation of the tailing enzyme (70°C, 5 min), PCR mix I (4 μl buffer 1 (Expand Long Template, Roche), 3% (v/v) deionized formamide) was added to each sample. Hotstart PCR was performed by adding 5.5 μl PCR mix II (350 μM dNTPs, 1.2 μM CP
2 primer (TCAGAATTCATGC
15) and 7.5 U Pol Mix (Expand Long Template)). Forty cycles were run in a MJ research PCR machine: 20 cycles of 15 s at 94°C, 30 s at 65°C, 2 min at 68°C and 20 cycles with an elongation of the extension time of 10 s and a final elongation step of 7 min at 68°C.
Sample labelling and array hybridization
Labelling and microarray hybridization were performed essentially as described previously (
Hartmann and Klein, 2006). Primary cDNA amplification products were labelled in the presence of 3% (v/v) formamide, 2.4 μM CP2‐BGL primer (TCAGAATTCATGCCGCCCCCCCGGCCC), dNTPs (0.35 mM dATP and dGTP, 0.3 mM dTTP and dCTP) and 50 μM labelled nucleotides. Sample cDNA was labelled with digoxygenin‐dUTP (Roche) and aminodigoxygenin‐dCTP (Perkin‐Elmer, Rodgau‐Jügesheim), and reference cDNA with biotin‐dUTP (Roche) and biotin‐dCTP (Invitrogen). Primers were removed by digestion with 30 U
BglI (Fermentas, St Leon‐Rot) and the samples purified on a column (Qiagen, Hilden). Murine Operon 70mer oligonucleotide arrays (Version 2) spotted on Ultra‐GAPS slides (Operon, Köln resp. Corning, Schiphol‐Rijk, Netherlands) were pre‐hybridized with 5 × SSC, 0.1% (w/v) SDS, 0.1% (w/v) BSA at 42°C and hybridized in an Arraybooster hybstation (Implen, Munich) at 42°C overnight. Washing steps following hybridization were at 42°C twice in 2 × SSC, 0.1% (w/v) SDS for 5 min, twice in 0.5 × SSC, 0.1% (w/v) SDS for 10 min, and twice in 0.1 × SSC for 2.5 min. Non‐specific binding of labelled proteins was blocked with 1% (v/v) blocking reagent for nucleic acid hybridization (Roche) followed by a staining procedure with anti‐Dig‐Cy5 and streptavidin‐Cy3 (Jackson Laboratories) each at 16 μg/ml. Excess antibody/streptavidin was removed with 4 × SSC, 0.2% (v/v) Tween‐20 and slides were scanned on a Genepix 4000A scanner (Axon Instruments, Union City).
Microarray data pre‐processing
Microarray data pre‐processing was performed in R using the
limma package (
Smyth and Speed, 2003). Raw probe intensities were background corrected by applying the ‘normexp’ method (
Smyth and Speed, 2003). Analyses were restricted to cy5 intensities, since cy3 intensities did not capture fold changes correctly in spike‐in experiments of single‐cell expression assays (not shown). Loess normalization was used in M versus A plots of individual cy5 intensities of a given transcript in a given array and the median cy5 intensity across all arrays of the same transcript. Log2 ratios were calculated from the normalized intensities and quantile normalization was applied across arrays. All further analysis was based on normalized log ratios.
Differential expression analysis
Transcripts present at significantly different levels between groups were identified using regularized linear models as implemented in the
limma package (
Smyth, 2004). Transcripts were considered differentially expressed where their corresponding adjusted
P‐value (
Padj; corrected for multiple testing as proposed previously;
Benjamini et al, 2001) was ⩽0.05. The pairing of profiles from the same couplets was performed in Pb
2 versus zygotes and spindle versus oocyte remnant comparisons. In the joint analysis of Pb
2–zygote and spindle–oocyte couplets, we aim for transcript abundances with imbalances in the Pb
2–zygote comparison and the reverse imbalance in the spindle–oocyte comparison. We tested for differences of differences, where the inner differences were, respectively, between matched Pb
2–zygote and spindle–oocyte couplets and the outer difference was between these differences. Significantly over‐represented GO‐Terms in the lists of differential transcript abundances between Pb
2 and zygote as well as spindle and mII oocyte were identified using Fisher's exact test. The rankings of transcript lists resulting from both comparisons were tested for significant similarity as described previously (
Yang et al, 2006) implemented in the R package
OrderedList (
Lottaz et al, 2006).
Classification of paired profiles
Supervised classification analysis was performed using the shrunken centroid method (
Tibshirani et al, 2002) as implemented in the R package,
PAMr. Pb
2–zygote couplets were randomly sorted into two groups of equal size, A and B. For group A couplets, the zygote profile was subtracted from the Pb
2 profile transcript by transcript, while for group B couplets we reversely subtracted, Pb
2 from zygote profiles transcript by transcript. Shrunken centroid classification was used to predict whether a couplet was in group A or B. In other words, the classifier was trained to detect the zygote profile in each profile pair from a couplet. Classification accuracy was assessed in 10‐fold cross‐validation. The analysis of spindle versus oocyte remnants was performed in an analogous manner.
Cluster analysis of pair and triplet profiles
For every transcript and every pair of couplet profiles, the mean abundance of the transcript was subtracted from both individual abundances. Transcripts were then ranked by regularized one‐sample
t‐scores (
Tusher et al, 2001) and all but the top
N transcripts were discarded. The resultant truncated profiles were clustered into two groups using the
Partitioning around Medoids algorithm (
Kaufman and Rousseeuw, 2005). Clustering separation strengths were measured by silhouette scores (
Rousseeuw, 1987) as a function of the number of selected transcripts,
N. The significance of cluster strengths was assessed by comparing them with cluster strengths calculated in the same way for 10 000 sets of randomly selected transcripts. For triplet data (of blastomeres immediately following the 2‐cell → 3‐cell division), we centred each triplet around the first mitotic (1‐cell → 2‐cell) product in the 3‐cell embryo by subtracting the corresponding expression value from all profiles in the triplet. Transcripts were ranked by the Jonckheere–Terpstra test (
Lehman, 1975) and all but the top
N transcripts discarded. Resultant truncated profiles were clustered into three groups using the
Partitioning around Medoids algorithm (
Kaufman and Rousseeuw, 2005). Separation strengths were assessed and tested as for paired data.
Accession numbers
Array data are deposited at the Gene Expression omnibus (GEO). Accession number GSE27396.
Acknowledgements
We are extremely grateful to Maki Asami for critically reading the manuscript and for grant support from RIKEN (ACFP), and the DFG (SPP1190) and the Bavarian State Ministry of Sciences, Research and the Arts (CAK).
Author contributions: MV, NY, IB, ES, TS and ACFP performed the experiments, which were designed by CAK and ACFP with input from RS. MM, RS and CAK performed data analysis. ACFP wrote the paper with additional material from RS and CAK.