Abstract
Polycomb proteins play an essential role in maintaining the repression of developmental genes in self-renewing embryonic stem cells. The exact mechanism allowing the derepression of polycomb target genes during cell differentiation remains unclear. Our project aimed to identify Cbx8 binding sites in differentiating mouse embryonic stem cells. Therefore, we used a genome-wide chromatin immunoprecipitation of endogenous Cbx8 coupled to direct massive parallel sequencing (ChIP-Seq). Our analysis identified 171 high confidence peaks. By crossing our data with previously published microarray analysis, we show that several differentiation genes transiently recruit Cbx8 during their early activation. Depletion of Cbx8 partially impairs the transcriptional activation of these genes. Both interaction analysis, as well as chromatin immunoprecipitation experiments support the idea that activating Cbx8 acts in the context of an intact PRC1 complex. Prolonged gene activation results in eviction of PRC1 despite persisting H3K27me3 and H2A ubiquitination. The composition of PRC1 is highly modular and changes when embryonic stem cells commit to differentiation. We further demonstrate that the exchange of Cbx7 for Cbx8 is required for the effective activation of differentiation genes. Taken together, our results establish a function for a Cbx8-containing complex in facilitating the transition from a Polycomb-repressed chromatin state to an active state. As this affects several key regulatory differentiation genes this mechanism is likely to contribute to the robust execution of differentiation programs.
Author Summary
Cell fate transitions have long been known to be accompanied by alterations in chromatin structure. But only during the last few years has it become clear that chromatin modifications form the molecular basis of an epigenetic memory that defines cell identity. The Polycomb Group Proteins (PcGs) form two major protein complexes known as polycomb repressive complexes 1 and 2 (PRC1 and PRC2). Their function is essential for the maintenance of transcriptional repression during embryogenesis through the methylation of the lysine 27 on histone H3 and the subsequent ubiquitination of histone H2A. The chromobox homolog 8, Cbx8, which is part of the PRC1 complex, is therefore generally defined as a repressor of gene transcription. The genome wide profiling of Cbx8 during the early steps of mouse embryonic stem (mES) cells differentiation provided us with surprising results involving Cbx8 in gene activation. Our results point out that Cbx8 is part of a PRC1 complex involved in the transition from a Polycomb repressed state to an active state.
Introduction
First identified in Drosophila, the polycomb group of proteins share conserved domains and play an important role in coordinated gene repression during vertebrate and invertebrate development [1]. The prevailing view is that PRC2 and PRC1 act in a sequential manner. The association of the three proteins Eed, Suz12 and Ezh2 or Ezh1 leads to the formation of the core PRC2 complex. Ezh1 and Ezh2 are histone methyl transferases that mediate the addition of up to three methyl groups to lysine 27 of histone H3 (H3K27me1–3). The trimethylated mark is recognized by PRC1 complexes that further mediate ubiquitination of H2A and gene repression [2]–[4]. More recently, it has been shown that PRC1 can also be recruited to chromatin in the absence of a functional PRC2 complex [5]–[8].
In contrast to PRC2, the composition of PRC1 is highly modular and much more variable. The ubiquitin ligase that provides the catalytic activity to the PRC1 complex can be either Ring1a or Ring1b. The complex additionally includes one of six Pcgf proteins; one of three orthologs of polyhomeiotic and five mutually exclusive Cbx proteins can occupy the position of the Drosophila Polycomb protein. Cbx proteins differ in some of their domains suggesting that they could convey different functional and regulatory properties to PRC1 [9]. In addition a variant complex in which RYBP replaces Cbx proteins has been shown to mediate repression independent of the methylation status of H3K27 [7].
Mouse embryonic stem (ES) cells are characterized by their ability to self-renew and their potential to differentiate into any of the three germ layers. PRC maintain the pluripotency of the cells by maintaining the developmental regulators repressed [10]–[12]. On differentiation ES cells acquire cell-type specific gene expression patterns that strongly depend on the genome-wide redistribution of the Polycomb proteins [12].
Activation of tissue specific genes correlates with the displacement of Polycomb proteins and a decrease of the H3K27me3 mark during retinoic acid induced neuronal differentiation [13]. However, it has been recently shown that Polycomb proteins can also be recruited to activated genes to attenuate the retinoic acid associated transcriptional activation of specific genes [14]. The important function of Polycomb complexes in the epigenetic changes induced by retinoic acid in mouse embryonic stem cells has been recently reviewed by Gudas [15].
The composition of the PRC1 complex changes during the differentiation of ES cells. Cbx7 is the primarily expressed Polycomb ortholog in ES cells but it is quickly downregulated during differentiation while Cbx2, Cbx4 and Cbx8 are induced [16], [17]. These studies showed that the integrity of Cbx7 was required for stable ES cell maintenance, while Cbx2 and Cbx4 were required for balanced lineage specification. It is worth noting that similar results have been obtained for hematopoietic stem cells [18].
However, some important questions about Polycomb proteins remain unanswered. Despite their overt relevance for ES cell differentiation, it is poorly understood how Polycomb repressed states are established and resolved. How PRCs are initially recruited to target genes is a matter of continuous debate (discussed in [1]). Similarly it is unclear how the transition from a PRC repressed state to an active state is achieved. How changes in PRC composition relate to these transitions has not been investigated. Here, we analyzed the genome wide recruitment of Cbx8 in ES cells induced to differentiate. We provide compelling evidence suggesting that Cbx8 is part of a transitory PRC1 complex facilitating the activation of Cbx7-PRC1-repressed genes during the commitment to differentiation.
Results
During ES cell differentiation Cbx8 is recruited to activated developmental genes
We used retinoic acid (RA) to induce mouse E14 ES cells to start differentiating towards the neuronal lineage. We confirmed previous results [16], [17] showing that Cbx8 was virtually absent in self-renewing ES cells but potently induced on protein and RNA levels after three days of RA-induced differentiation (Fig. 1A and S1A Figure). To assess the genome wide distribution of Cbx8 in differentiating ES cells, we enriched Cbx8-bound chromatin by chromatin immunoprecipitation (ChIP) using an antibody generated against the unique part of the protein (S1B-G Figure) and analyzed the co-precipitated DNA by direct massive parallel sequencing (ChIP-seq). Taking advantage of the fact that Cbx8 is virtually absent in untreated, self-renewing ES cells (Fig. 1A), we decided to use both IgG as well as Cbx8 ChIPs from untreated cells as negative controls. We were able to uniquely map 9–16 million reads per sample (S2A Figure). For our further analysis we used a set of high confidence binding sites that were identified by the overlap of peaks that were called by MACS comparing Cbx8 ChIP from RA-treated ES cells to IgG and those called comparing Cbx8 ChIP from RA-treated ES cells to the antibody-specific background ChIPed from untreated cells (S2B Figure). By this method we were able to identify a subset of 171 peaks corresponding to Cbx8 binding sites of high confidence (S1 Table). Peaks were annotated to the nearest gene if the center of the peak was inside a window flanking the transcribed region by 3 kb. Plotting the average read coverage on genes with annotated Cbx8 indicated that Cbx8 tends to accumulate on gene bodies but also to spread into upstream and downstream regions (Fig. 1C). Using this annotation we found that the large majority (141/171) of identified peaks are associated to annotated genes (Fig. 1D). We performed a microarray analysis comparing self renewing untreated ES cells and differentiating cells after 3 days of RA treatment and crossed the data with our ChIP-seq to identify possible transcriptional changes on Cbx8 target genes. Taking into consideration the established function of Polycomb proteins in gene repression, we expected target genes to either not change because they are maintained in a repressed state or to be downregulated. We could extract data for 121 of the 141 gene-associated peaks. We found that about one third of these Cbx8 binding sites (53 peaks) annotated to genes that displayed a more than 1.5-fold change in gene expression. To our surprise the large majority of these genes (44/53) was not down- but upregulated (Fig. 1E). Most of these upregulated genes were repressed in untreated cells as indicated by very low average probe intensities (Fig. 1F). Though a previous report has already shown that Cbx8 can be found on a handful of activated genes in differentiating cells [19], our data suggested that this could actually be true for a substantial fraction of Cbx8 target genes. In order to confirm this, we selected a panel of target and control genes and simultaneously analyzed Cbx8 recruitment and the corresponding mRNA levels. We were able to confirm differentiation-induced recruitment of Cbx8 on all target genes tested while control genes were negative (Fig. 2A). Target genes included many important key differentiation genes such as Sox9, Gata6 and Nkx6-1 whose expression was potently induced (Fig. 2B). In order to exclude the possibility that Cbx8 binding and active transcription might occur on different and exclusive alleles within the cell population, we analyzed the co-occurrence of Cbx8 and H3K36me3, which is a mark of active transcription [20], by coupled ChIP in differentiating ES cells treated for three days with RA. First, we have analyzed five Cbx8 target genes and four non-target genes that included Oct4, Nanog, Gapdh and Rpo. Despite the fact that Nanog is downregulated after three days of RA treatment (Fig. 2B) it still retained some H3K36me3 that was in a similar range as on the activated gene Sox9 or the constitutively active gene Gapdh (Fig. 2C, left panel) suggesting that removal of the active mark H3K36me3 follows a slower dynamic than the actual gene repression. Taking advantage of the fact that with Gapdh, Nanog, and Sox9 we had identified target and non-target genes of Cbx8 with comparable H3K36me3 levels, we have used anti-Cbx8 antibody-enriched chromatin as input material for a secondary ChIP with IgG and anti-H3K36me3 antibody. As shown in the right panel of Fig. 2C, we found a clear enrichment of H3K36me3 over IgG on Sox9 and on the other Cbx8 target genes but not on non-target genes such as Gapdh or Nanog. As chromatin ranging in size between 300–500 bps has been used for these experiments H3K36me3 and binding of Cbx8 could be occurring on different H3 tails on the same or even neighboring nucleosomes. The observation that Cbx8 can be simultaneously detected on the same locus provides further support to the idea that Cbx8 is recruited to genes that become actively transcribed.
Cbx8 facilitates gene activation
To study the functional importance of Cbx8 for the activation of differentiation genes, we used lentiviral vectors expressing two different short hairpin RNAs (shRNA) directed specifically against the Cbx8 transcript. After selection stably transduced cells were used for the study. Both shRNAs efficiently repressed the expression of Cbx8 on both the mRNA and protein levels in ES cells treated with RA (Fig. 3A,B). The activation of upregulated Cbx8 target genes was significantly decreased in cells depleted for Cbx8 (Fig. 3C). Among the Cbx8-sensitive genes were several pivotal regulators of differentiation processes such as Sox9 and Nkx6-1, that have been shown to be important transcription factors required for normal brain development [21], [22]. The reduction of Cbx8 occupancy was similarly efficient on up- as well as downregulated genes (Fig. 3D), however, the reduction in Cbx8 levels didn't affect the repression of its target genes Prdm14 and Otx2 (Fig. 3C). Importantly, the non-target genes Oct4 and Nanog, which encode the regulators of pluripotency, were similarly repressed in Cbx8 deficient and control cells (Fig. 3C,D). Plotting enriched gene ontologies according to their similarity in a semantic space illustrates a clear overrepresentation of both transcriptional and differentiation regulators (Fig. 4A), which are the classical categories of Polycomb target genes in self-renewing ES cells [12]. Gene ontologies related to neuronal development were preferentially enriched in the subgroup of activated Cbx8 genes but not those target genes that did not show any change in gene expression (S3A Figure). Downregulated genes were not sufficient in number to yield a result in gene ontology analysis. We compared our genome wide Cbx8 binding profile in differentiating ES cells with published ChIP-seq data obtained from self-renewing ES cells [17]. The binding of Cbx8 in RA-treated differentiating ES cells mirrors the binding of PRC1 proteins Ring1b and Cbx7 within H3K27me3 domains in untreated self-renewing ES cells (Fig. 4B). As shown in Fig. 4C, this holds true for the vast majority of Cbx8 binding sites in RA-treated ES cells as 133/171 overlapped with sites bound by Cbx7 in self-renewing ES cells. Similar overlaps were observed with Ring1b and H3K27me3 (S3B Figure).
Cbx8 acts as part of a PRC1 complex
The unexpected link between Cbx8 recruitment and gene activation prompted us to analyze whether Cbx8 acted alone, as part of a PRC1 or part of a different complex. First we compared the dynamics in occupancy of Cbx8 and Ring1b, which is the least variant component of PRC1. As already suggested by the ChIP-seq data (Fig. 4B), Ring1b was strongly enriched on target genes in self-renewing ES cells. While the recruitment of Cbx8 initially increased and peaked after three days of retinoic acid induction, the binding of Ring1b decreased progressively reaching background levels at day five of differentiation (Fig. 5A). At day five of retinoic acid induced differentiation, the Cbx8 occupancy dropped to very low levels similar to Ring1b. In contrast, H2A ubiquitination, mark set by Ring1b [23], persisted over the entire time course (Fig. 5A). In order to understand whether Cbx8 and Ring1b are acting together, we decided to identify the proteins that bind Cbx8 during ES cell differentiation. Therefore, we generated ES cells stably expressing epitope-tagged Cbx8 (Fig. 5B). Exogenous Cbx8 expressed in untreated ES cells bound to the same target genes as endogenous Cbx8 in RA-treated ES cells suggesting that the epitope does not affect its function (S4A Figure). We harvested cells at day three of differentiation which corresponds to the time point with maximal recruitment of endogenous Cbx8 to target genes (Fig. 5A). Cbx8 and interacting proteins were enriched by affinity purification, analyzed by mass spectrometry and significantly enriched proteins were ranked according to their abundance (S2 Table). After the bait protein Cbx8, the top five ranked proteins were the PRC1 subunits Ring1a/b, Phc2 and the Pcgf proteins Mel18 and Bmi1. Three additional PRC1 subunits were found in lower abundance (Fig.5B). Next, we tested whether Ring1b and H2A ubiquitination co-occur with Cbx8 on genes. Therefore, we have used anti-Cbx8 antibody-enriched chromatin as input material for a secondary ChIP with IgG, anti-Ring1b and anti-ubiquitinated H2A antibody. As shown in Fig. 5C we could detect co-enrichment on the target genes Sox9, Nkx6-1, Lhx2 and Gata2 but not on the non-target genes Oct4, Rpo or Gapdh. Taken together, these results suggested that Cbx8 acts as part of a PRC1 complex.
To further support this, we have analyzed the occupancy of Cbx8 target genes by Ring1b, Cbx7 and H2A ubiquitination in RA-treated cells after Cbx8 knockdown. The resulting reduction of Cbx8 occupancy (Fig. 3D) correlated with a small but consistent reduction of Ring1b on several Cbx8 target genes without affecting non-target genes (Fig. 6). Notably, global Ring1b protein levels were not affected (S4B Figure). However, we observed an increased incorporation of Cbx7 that could partially compensate for Cbx8 loss (Fig. 6). This was not the consequence of an upregulation of Cbx7 expression as knockdown of Cbx8 did not affect the mRNA levels of Cbx7 or other Cbx proteins (S4C Figure). Moreover we found that Cbx8 loss did not affect the levels of H2A ubiquitination on its target genes (Fig. 6). In order to address the question whether Cbx8-containing PRC1 on activated genes is repressive or activating, we stably interfered with the expression of Ring1b, the least variant component of PRC1. When analyzing Ring1b knockdown cell after 3 days of RA treatment we did not observe any compensation by Ring1a but a slight increase in Cbx8 mRNA (S4D Figure). Under these conditions the Cbx8 target gene Gata2 was further upregulated while other target genes such as Nkx6-1 and Sox17 were less activated (S4D Figure). These results are difficult to interpret as knockdown of Ring1b interferes with all PRC1 complexes present prior and after RA treatment.
Cbx8-containing PRC1 binds to persisting H3K27me3
We then focused our attention on the mechanism that recruits Cbx8 to its target genes. An obvious possibility is that it binds directly to H3K27me3. Although activated Cbx8 target genes progressively reduced their H3K27me3 levels, in contrast to Ring1b, this reduction occurred only very slowly and even after five days of differentiation genes still retained half-maximal or even higher levels of H3K27me3 (Fig. 7A). Depletion of Cbx8 did not affect the amount of H3K27me3 detectable 3 days after RA treatment (Fig. 7B). We then analyzed by ChIP-ReChIP if Cbx8 and H3K27me3 co-occur on target genes in ES cells treated for 3 days with RA. Indeed, we found that Cbx8 and H3K27me3 co-existed on Cbx8 target genes (Fig. 7C). This suggests that also in the context of gene activation the interaction of Cbx8 with H3K27me3 is the most likely mechanism of recruitment to chromatin.
In addition to H3K27me3, at day 3 of RA treatment we also detected some acetylation of the same residue on Cbx8 target genes (S5B Figure). This H3K27ac was of low level when compared to an enhancer that was previously described to be marked by H3K27ac in ES cells (S5A Figure) [24]. Curiously, knockdown of Cbx8 lead to a modest but significant decrease of H3K27ac (S5B Figure). The presence of these two mutually exclusive H3K27 marks provided us with a valuable tool to interrogate the preferential binding of Cbx8. First we titrated both antibodies to reach similar enrichment in ChIP assays (S5C Figure). Then we used the enriched material to perform a sequential ChIP for Cbx8. As shown in S5C Figure, Cbx8 preferentially bound K27me3-marked chromatin.
Cbx8 is required for efficient gene activation but not sufficient to induce it
Cbx7 and Cbx8 are expressed in an almost mutually exclusive manner in self-renewing and differentiating ES cells, respectively [16], [17]. To further gain additional insight into the functional relevance of the switch from Cbx7 to Cbx8 on target genes, we generated mouse embryonic stem cells that stably express exogenous Cbx8 and analyzed them in self-renewing conditions while cells expressing exogenous Cbx7 were analyzed in differentiating cells after 3 days of retinoic acid induction (Fig. 8A). When expressed in self-renewing cells, exogenous Cbx8 was able to efficiently outcompete Cbx7 for its target genes (Fig. 8B). The enforced recruitment of exogenous Cbx8 achieved under these conditions was two-to-three-fold higher than that observed in differentiating cells for the endogenous protein (Fig. 8B), although, this did not affect the low expression level of these genes (Fig. 8C). In the converse experiment during differentiation, Cbx7 overexpression significantly reduced the activation of Cbx8 target genes (Fig. 8C). Although enrichment of overexpressed Cbx7 on target genes did not reach the levels of the endogenous protein in self-renewing cells, it resulted in an efficient displacement of Cbx8 (Fig. 8D).
Discussion
Cbx8 is part of a transition PRC1 acting during initial gene activation
Taken together our results support a model in which PRC1 containing Cbx8 replace PRC1 containing Cbx7 on developmental genes, which facilitates the transition from a repressed chromatin state to gene activation during early ES cell differentiation (Fig. 8E). Prolonged gene activation results in eviction of PRC1 complexes despite some persisting H3K27me3 and H2A ubiquitination. This mechanism affects several key regulatory genes and thus probably contributes to a robust execution of differentiation programs.
Our data supports the idea that Cbx8 acts in the context of an intact PRC1 complex. Initially, we considered also two other possibilities: Cbx8 could act as monomer competing with repressive PRC1 complexes for H3K27me3 binding sites, or Cbx8 acts in complex with non-polycomb proteins that are activating. Indeed, in leukemia cells Cbx8 has already been described as a component of activating complexes containing Tip60 and MLL-AF9 [25]. However, performing mass spectrometric analysis of affinity purified Cbx8-complexes from differentiating ES cells we could not detect any of these proteins, but rather found other PRC1-components acting as main binding proteins (Fig. 5B). Moreover, we have shown that Ring1b was enriched on Cbx8 immunoprecipitated chromatin compared to IgG (Fig. 5C) and that the knockdown of Cbx8 resulted in a small but detectable reduction of Ring1b occupancy on genes (Fig. 6). Since we would have expected the opposite if Cbx8 acted as a monomer on target genes, this observation taken together with our co-immunoprecipitation data strongly argued for Cbx8 to be functioning in the context of a PRC1 complex.
Replacement of Cbx7-containing PRC1 for a Cbx8-containing complex
One fundamental question is how a Cbx8-containing PRC1 is able to contribute to gene activation. A plausible explanation could be that Cbx8-containing PRC1 is simply less repressive than the PRC1 containing Cbx7 that it replaces. This prompted us to test whether Cbx8 has an influence on PRC1 activity. When monitoring the ubiquitination of H2A, we found that its levels on Cbx8 target genes neither decreased during the first five days of differentiation nor changed on depletion of Cbx8 (Figs. 5A, 6). It has been shown that Ring1b mediates chromatin compaction and gene repression independently of its catalytic activity [26]. In that regard, it would be interesting to test whether changes in PRC1 composition affects its capacity to compact chromatin. If Cbx7-containing PRC1 complexes induced a higher degree of chromatin compaction, this could possibly be relaxed on replacement by Cbx8. Knockdown of Ring1b itself let to the further activation of a Cbx8 target gene but to a reduction in the activation of several other Cbx8 target (S4D Figure). It is intriguing to speculate that the outcome could depend on the ratio of Cbx7 and Cbx8-containing PRC1 complexes present at the time point of analysis and the gene-specific kinetics of activation. However, the interpretation of such data is complicated by the large number of binding sites of Ring1b as its other target genes could exert indirect effects and the fact that Ring1b occurs in both PRC1 and non-PRC1 complexes [27]. Finally, of course we cannot exclude the possibility that Cbx8-containing PRC1 complexes are able to recruit activating proteins in a very transient way, which would not be captured by our purification and mass spectrometric analysis.
Dynamic gene regulation and slower turnover of chromatin marks
Both the replacement of Cbx7-containing PRC1 for Cbx8 loaded complexes and the complete eviction of all PRC1 after prolonged activation occurs in the context of persisting H3K27me3 and H2A ubiquitination. This reiterates that these marks have a slow turnover and are not necessary a reflection of gene activity or repression, in particular during dynamic cell fate transitions. On Cbx8 target genes we could detect low levels of H3K27ac that were further reduced mildly but significantly in cells depleted for Cbx8 (S5B Figure). Whether Cbx8-dependent H3K27ac is a cause or consequence of enhanced transcription is unclear. H3K27ac could positively affect chromatin accessibility for transcription-supporting factors. However it is more likely that the observed low level of H3K27ac is a collateral consequence of an increased concentration of histone acetylases travelling with Polymerase II.
PRC1 modularity during ES cell differentiation
The modularity of PRC1 is illustrated by the fact that there are 180 theoretical combinations for assembling the different PRC subunits. The real number of different PRC1 complexes existing under different physiological conditions is likely to be much lower due to mutually exclusive expression patterns and preferential binding between subunits. The systematic proteomic and epigenomic analysis of all six PCGF proteins shed some initial light on the different compositions and genomic distributions of PRC1 complexes [28]. On the one hand proteomic studies allowed the identification of new PRC1 components such as RYBP and YAF2, while on the other hand they increased doubts about the genuineness of subunits that had previously been considered to be canonical; such as Cbx6. A major challenge for the field is to understand how the modularity of PRC1 is regulated and how it contributes to cellular functions. Self-renewing ES cells primarily express two PRC1 complexes containing either Cbx7 or RYBP [7]. Whereas Cbx7-PRC1 mediates early repression of differentiation genes by binding to H3K27me3, RYBP-PRC1 binds independently of the methylation status of H3K27 and is associated with lower levels of Ring1b and H2A ubiquitination and occupies genes that are less repressed [29]. Cbx7 and Cbx8 are expressed in an almost mutually exclusive manner in self-renewing and differentiating ES cells, respectively. Although in vitro the chromodomain of Cbx7 has higher affinity to H3K27me3 than the one of Cbx8 [30], in cells we found that both proteins were able to efficiently replace each other on genes. Enforced expression of Cbx7 in differentiating cells was able to compete with Cbx8 for its target genes and to reduce gene activation. In the converse experiment similarly efficient replacement of Cbx7 by exogenous Cbx8 in self-renewing ES cells was not sufficient to induce derepression (Fig. 8A–D). These results place Cbx7 over Cbx8 in the functional hierarchy of Polycomb proteins. Future studies will have to assess in greater detail how different PRC1 complexes regulate cell fate decisions. Our preliminary data shows that ES cells that maintain 30–50% reduced Cbx8 expression are qualitatively able to differentiate into Tuj1-positive neurons with neurite outgrowth following 11 days of a long-term differentiation protocol (adapted from [31]), but seem to do so in a less efficient way (S6 Figure).
Polycomb proteins and gene activation
The number of observations linking Polycomb proteins and active gene transcription are increasing. Here we report that the transient recruitment of PRC1 containing Cbx8 facilitates the transition from a Polycomb-repressed to a fully active state of key regulatory genes during early differentiation. Others have suggested that binding of Cbx8 to active genes could mark these for later repression [19]. Our data does not support this as we find Cbx8 recruitment to be only transient and all PRC1 to be entirely evicted after prolonged gene activation (Fig. 5).
It is worth to point out that Cbx8 target genes that got repressed after treatment with retinoic acid were not affected by the knockdown of Cbx8. This can be explained by a possible compensation by other canonical repressing PRC1 complexes or a recent finding showing that Polycomb protein recruitment is rather a consequence than a cause of initial gene silencing [32].
Studying differentiating myocytes, others have reported that Ezh1 associates with actively transcribed genes and further argued for a positive function in which Ezh1 could be required for the recruitment of Polymerase II [33]. In contrast, Pombo and colleagues suggested that their observed Polycomb-binding to transcribed metabolic genes was the consequence of a continuous switching between an active and a Polycomb-repressed state restraining transcriptional elongation [34]. In Drosophila cells, PRC1 was found to indirectly associate with some active as well as inactive genes by binding to structural cohesin proteins [35]. The authors argued again for a more active role on active genes by suggesting that PRC1 could be required for allowing the phosphorylation that makes Polymerase II elongation competent. A large body of additional work is needed to sort out the relation between Polycomb-bound and transcribed chromatin states in greater detail. In this endeavor it will be important to carefully distinguish between passive contributions from reductions in repressive potential and genuine contributions to transcription initiation and elongation.
Materials and Methods
Antibodies and plasmids
We produced a specific polyclonal antibody against mouse Cbx8 by immunizing rabbits with a His-tagged fragment of Cbx8 protein encompassing amino acids 201–360. Serum was precleared with sepharose and passed over a column containing a fusion protein of glutathione-S-transferase (GST) and amino acids 201–360 of Cbx8 covalently cross-linked to Glutathione sepharose. Anti-Cbx8 antibody was eluated with low pH, dialyzed and stored in PBS with 20% glycerol. The antibody performed in a similar way to antibodies previously described and kindly provided by Kristian Helin [13]; (S1 Figure). In addition we made use of the following antibodies: anti-IgG (Abcam), anti-H3 C-terminal (Abcam) and anti-H3K27me3 (Millipore), anti-Flag M2 (Sigma-Aldrich), anti-Ring1b provided by Luciano Di Croce [36], anti-H3K27Ac and anti-Cbx7 (Abcam), anti-H3K36me3 (Abcam) and rabbit monoclonal anti-ubiquityl-H2A (Lys119, D27C4, Cell Signaling Technology). The amounts and concentrations used for ChIP and western blotting is given in S3 Table. Expression plasmids and pLKO-1 constructs for shRNA-mediated knockdown were generated with standard PCR and cloning techniques. For stable expression in ES cells, cDNAs were cloned in frame with a multiple-epitope tag into a vector containing CAG promoter and an IRES-puromycin resistance gene cassette [37]. A modified and gateway cloning-adapted (Life Technologies) version was kindly provided by Diego Pasini.
Cell culture, gene transduction and cell differentiation
E14Tg2A.4 mouse ES cells were cultured as previously described [38]. Cells were transduced with lentiviral shRNA cassettes essentially as described before [39]. Transduced cells were selected with 2 µg/ml puromycin. For shRNA sequences see S3 Table. For the generation of stably expressing ES cell clones, the above described CAG promoter driven vectors were transfected into mouse ES cells E14 using Lipofectamine 2000 (Life Technologies). Stable transfectants were selected with 2 µg/ml puromycin and analyzed by RT-PCR and western blot for transgene expression. For neuronal differentiation, 1 µM all trans retinoic acid (RA) was added directly to cells in medium without leukemia inhibitory factor. Unless indicated otherwise in Figure legends, cells were collected after 3 days of RA treatment.
Protein and RNA analysis
Lysis and western blot analyses were performed as previously described [40]. Following the supplier's instructions, RNA was purified from 2×106 cells using the RNeasy minikit (Qiagen), with a DNase I digestion step to avoid any potential DNA contamination. Total RNA (1 µg) was reverse transcribed using a cDNA synthesis kit (Roche Diagnostics) and oligo(dT) primers. Relative cDNA levels were quantified by quantitative PCR (qRT-PCR). Values were normalized to the expression of two housekeeping genes (Rpo and Gapdh). For gene expression analysis, four biological replicates of RA treated (3 days) and untreated ES cells were used for each condition and samples were prepared and hybridized to SurePrint G3 Mouse GE 8×60K Microarrays (Agilent technologies) following the supplier's instructions. Analyses were essentially performed as described [41] selecting differentially expressed probes with a FDR of 0.05 and fold change of >1.5.
ChIP and ChIP-seq
Chromatin fragmented to a size ranging from 300–500 bps and immunoprecipitation (ChIP) experiments were performed essentially as previously described [42]. ChIP-reChIP experiment was performed as described elsewhere [34]. The sequences of all oligonucleotides used here are provided in the S3 Table. Unless indicated otherwise, ChIP results are given as the percentage of the amount of ChIP-enriched DNA relative to the amount of DNA isolated from one tenth of input material measured by quantitative PCR. For ChIP-sequencing (ChIP-seq), 10 ng of DNA was enriched by ChIP and fluorimetrically quantified with PicoGreen. Library generation and direct massive parallel sequencing on an Illumina genome analyzer were performed according to the supplier's instructions. Reads obtained were cleaned based on quality, trimmed using the ShortRead package in R [43] and aligned with the mouse genome (NCBIM37/mm9) using Bowtie version 0.12.7 [44], two mismatches were allowed for the alignment within the seed, only reads mapping to a single position in the genome were used. To detect genomic regions with significant enrichment we used MACS software version 1.4.1 [45]. For peak calling of Cbx8 in RA-treated ES cells we used a p-value cut-off of 1×10−4 and a FDR of 5%. Both IgG and Cbx8 from self-renewing cells (that do not express Cbx8) were independently used as control libraries. Only peaks called in both cases (minimal overlap of 50 bps) were accepted as high confidence target peaks and further analyzed. A subset was validated by direct ChIP. Peaks were annotated using ChIPpeakAnno package [46]. Genes were considered to be target genes if the center of a peak was found in the transcribed region ±3 kb using the transcript set of Mouse Ensembl Gene (based on assembly NCBIM37/mm9). In cases where a peak annotated to two genes, the nearest gene was selected and identified by the minimal distance between peak center and transcribed region. Un ambiguous peak that was found inside an intron of three differently annotated transcripts (chr10:3310058,3311329) was excluded from the analysis. To calculate the normalized enrichment profile we have used ngs.plot ver 2.0 [47]. The gene ontology analysis was performed using the function “getEnrichedGO” from ChippeakAnno package, we used the Ensembl gene ID and accepted GO categories with an adjusted P-value of 0.001 or less. P-values were calculated using the multiple adjusted Benjamini-Hochberg method. A value of ten was set as minimum count in the genome for a GO term to be included. For visualizing GO categories we used REVIGO [48], using the following parameters: “Medium” for the allowed similarity and “SimRel” for semantic similarity measure. Gene ontologies were grouped and genes were scored if they were associated to one or more ontology terms per group.
Proteomic analysis
For proteomic analysis, 2×108 differentiated ES cells expressing Flag-epitope tagged Cbx8 and parental control cells were collected with PBS. Nuclei were isolated using sucrose buffer and nuclear extract was separated from chromatinic fraction by a high salt extraction protocol followed by ultracentrifugation (1 h 50000 rpm). The soluble fraction containing nuclear extract was diluted to isotonic concentration followed by a preclear step using sepharose beads. Binding to Anti-Flag M2 Beads (Sigma-Aldrich) was performed in a rotating wheel during 2 h. Then, Anti-Flag M2 Beads were passed into a column for further enrichment and washing steps. Beads were collected into tubes for elution with 50 mM NaHCO3 and 0, 5% SDS. Eluated proteins were precipitated with cold acetone and frozen dry pellets were sent to a Proteomics facility for mass spectrometry analysis. Samples were digested with trypsin and 1 µg of each sample was injected in an Orbitrap Velos to LC-MS/MS analysis. Data was searched using an internal version of the search algorithm Mascot against a SwissProt_Mouse database (July 2013). Protein identification and peptides identified for each protein were identified using Proteome Discoverer v1.4, which gives an approximate estimation of protein amount with the average peak area of the 3 top peptides for a given protein. The number of peptides identified for each protein is a parameter of quality, the more peptides the better. Peptides were filtered based on the 1%FDR. Only proteins enriched more than 10 fold and with a coverage of at least 5% were considered for analysis.
Statistics
Unless indicated otherwise, qRT-PCR and ChIP data is represented as the mean of three independent experiments and errors denote the standard deviation and stars indicate p-values below 0.05 as determined by the two-tailed Student's T-tests. Individual ChIP experiments are normalized to the average enrichment observed in the experiment. Means and errors of three experiments are scaled to represent the average of all experiments.
Accession numbers
ChIP-seq and Microarray data have been deposited in the GEO database under accession number GSE54053.
Supporting Information
Acknowledgments
We would like to express our gratitude to Lluís Morey, Holger Richly, Luciano Di Croce, Diego Pasini and Kristian Helin for tools and advice. We thank Eduard Sabidó, Cristina Chiva and Heinz Himmelbauer for assistance with LC-MS/MS and Solexa sequencing.
Data Availability
The authors confirm that all data underlying the findings are fully available without restriction. All relevant data are within the paper and its Supporting Information files except for the full ChIP-seq and Microarray data that have been deposited in the GEO database under accession number GSE54053.
Funding Statement
CC was supported by a postdoctoral FEBS long-term fellowship (http://www.febs.org/). MB is a Ramón y Cajal fellow (http://www.mineco.gob.es/). This work was supported by the MINECO grants SAF2012-39749 and RYC2010-07337 (http://www.mineco.gob.es/). The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
References
- 1. Di Croce L, Helin K (2013) Transcriptional regulation by Polycomb group proteins. Nature Structural & Molecular Biology 20: 1147–1155 10.1038/nsmb.2669 [DOI] [PubMed] [Google Scholar]
- 2. Schuettengruber B, Chourrout D, Vervoort M, Leblanc B, Cavalli G (2007) Genome Regulation by Polycomb and Trithorax Proteins. Cell 128: 735–745 10.1016/j.cell.2007.02.009 [DOI] [PubMed] [Google Scholar]
- 3. Sparmann A, van Lohuizen M (2006) Polycomb silencers control cell fate, development and cancer. Nature Reviews Cancer 6: 846–856 10.1038/nrc1991 [DOI] [PubMed] [Google Scholar]
- 4. Endoh M, Endo TA, Endoh T, Isono K-I, Sharif J, et al. (2012) Histone H2A Mono-Ubiquitination Is a Crucial Step to Mediate PRC1-Dependent Repression of Developmental Genes to Maintain ES Cell Identity. PLoS Genet 8: e1002774 10.1371/journal.pgen.1002774.s012 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 5. Schoeftner S, Sengupta AK, Kubicek S, Mechtler K, Spahn L, et al. (2006) Recruitment of PRC1 function at the initiation of X inactivation independent of PRC2 and silencing. The EMBO Journal 25: 3110–3122 10.1038/sj.emboj.7601187 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6. Terranova R, Yokobayashi S, Stadler MB, Otte AP, van Lohuizen M, et al. (2008) Polycomb Group Proteins Ezh2 and Rnf2 Direct Genomic Contraction and Imprinted Repression in Early Mouse Embryos. Developmental Cell 15: 668–679 10.1016/j.devcel.2008.08.015 [DOI] [PubMed] [Google Scholar]
- 7. Tavares L, Dimitrova E, Oxley D, Webster J, Poot R, et al. (2012) RYBP-PRC1 Complexes Mediate H2A Ubiquitylation at Polycomb Target Sites Independently of PRC2 and H3K27me3. Cell 148: 664–678 10.1016/j.cell.2011.12.029 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 8. Dietrich N, Lerdrup M, Landt E, Agrawal-Singh S, Bak M, et al. (2012) REST–Mediated Recruitment of Polycomb Repressor Complexes in Mammalian Cells. PLoS Genet 8: e1002494 10.1371/journal.pgen.1002494.s017 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9. Senthilkumar R, Mishra RK (2009) Novel motifs distinguish multiple homologues of Polycomb in vertebrates: expansion and diversification of the epigenetic toolkit. BMC Genomics 10: 549 10.1186/1471-2164-10-549 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10. Lee TI, Jenner RG, Boyer LA, Guenther MG, Levine SS, et al. (2006) Control of Developmental Regulators by Polycomb in Human Embryonic Stem Cells. Cell 125: 301–313 10.1016/j.cell.2006.02.043 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 11. van der Stoop P, Boutsma EA, Hulsman D, Noback S, Heimerikx M, et al. (2008) Ubiquitin E3 Ligase Ring1b/Rnf2 of Polycomb Repressive Complex 1 Contributes to Stable Maintenance of Mouse Embryonic Stem Cells. PLoS ONE 3: e2235 10.1371/journal.pone.0002235.s006 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12. Boyer LA, Plath K, Zeitlinger J, Brambrink T, Medeiros LA, et al. (2006) Polycomb complexes repress developmental regulators in murine embryonic stem cells. Nature 441: 349–353 10.1038/nature04733 [DOI] [PubMed] [Google Scholar]
- 13. Bracken AP, Dietrich N, Pasini D, Hansen KH, Helin K (2006) Genome-wide mapping of Polycomb target genes unravels their roles in cell fate transitions. Genes & Development 20: 1123–1136 10.1101/gad.381706 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14. Laursen KB, Mongan NP, Zhuang Y, Ng MM, Benoit YD, et al. (2013) Polycomb recruitment attenuates retinoic acid-induced transcription of the bivalent NR2F1 gene. Nucleic Acids Research 41: 6430–6443 10.1093/nar/gkt367 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 15. Gudas LJ (2013) Retinoids induce stem cell differentiation via epigenetic changes. Seminars in Cell and Developmental Biology 24: 701–705 10.1016/j.semcdb.2013.08.002 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 16. O'Loghlen A, Muñoz-Cabello AM, Gaspar-Maia A, Wu H-A, Banito A, et al. (2012) MicroRNA Regulation of Cbx7 Mediates a Switch of Polycomb Orthologs during ESC Differentiation. Cell Stem Cell 10: 33–46 10.1016/j.stem.2011.12.004 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 17. Morey L, Pascual G, Cozzuto L, Roma G, Wutz A, et al. (2012) Nonoverlapping Functions of the Polycomb Group Cbx Family of Proteins in Embryonic Stem Cells. Cell Stem Cell 10: 47–62 10.1016/j.stem.2011.12.006 [DOI] [PubMed] [Google Scholar]
- 18. Klauke K, Radulović V, Broekhuis M, Weersing E, Zwart E, et al. (2013) Polycomb Cbx family members mediate the balance between haematopoietic stem cell self-renewal and differentiation. Nature Cell Biology 15: 353–362 10.1038/ncb2701 [DOI] [PubMed] [Google Scholar]
- 19. Pasini D, Bracken AP, Hansen JB, Capillo M, Helin K (2007) The Polycomb Group Protein Suz12 Is Required for Embryonic Stem Cell Differentiation. Molecular and Cellular Biology 27: 3769–3779 10.1128/MCB.01432-06 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 20. Mikkelsen TS, Ku M, Jaffe DB, Issac B, Lieberman E, et al. (2007) Genome-wide maps of chromatin state in pluripotent and lineage-committed cells. Nature 448: 553–560 10.1038/nature06008 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21. Cheung M, Briscoe J (2003) Neural crest development is regulated by the transcription factor Sox9. Development 130: 5681–5693 10.1242/dev.00808 [DOI] [PubMed] [Google Scholar]
- 22. Prakash N, Puelles E, Freude K, Trumbach D, Omodei D, et al. (2009) Nkx6-1 controls the identity and fate of red nucleus and oculomotor neurons in the mouse midbrain. Development 136: 2545–2555 10.1242/dev.031781 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23. Wang H, Wang L, Erdjument-Bromage H, Vidal M, Tempst P, et al. (2004) Role of histone H2A ubiquitination in Polycomb silencing. Nature 431: 873–878 10.1038/nature02985 [DOI] [PubMed] [Google Scholar]
- 24. Creyghton MP, Cheng AW, Welstead GG, Kooistra T, Carey BW, et al. (2010) Histone H3K27ac separates active from poised enhancers and predicts developmental state. Proceedings of the National Academy of Sciences 107: 21931–21936 10.1073/pnas.1016071107 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25. Tan J, Jones M, Koseki H, Nakayama M, Muntean AG, et al. (2011) CBX8, a Polycomb Group Protein, Is Essential for MLL-AF9-Induced Leukemogenesis. Cancer Cell 20: 563–575 10.1016/j.ccr.2011.09.008 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26. Eskeland R, Leeb M, Grimes GR, Kress C, Boyle S, et al. (2010) Ring1B Compacts Chromatin Structure and Represses Gene Expression Independent of Histone Ubiquitination. Molecular Cell 38: 452–464 10.1016/j.molcel.2010.02.032 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 27. Vidal M (2009) Role of polycomb proteins Ring1A and Ring1B in the epigenetic regulation of gene expression. Int J Dev Biol 53: 355–370 10.1387/ijdb.082690mv [DOI] [PubMed] [Google Scholar]
- 28. Gao Z, Zhang J, Bonasio R, Strino F, Sawai A, et al. (2012) PCGF Homologs, CBX Proteins, and RYBP Define Functionally Distinct PRC1 Family Complexes. Molecular Cell 45: 344–356 10.1016/j.molcel.2012.01.002 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29. Morey L, Aloia L, Cozzuto L, Benitah SA, Di Croce L (2013) RYBP and Cbx7 Define Specific Biological Functions of Polycomb Complexes in Mouse Embryonic Stem Cells. CellReports 3: 60–69 10.1016/j.celrep.2012.11.026 [DOI] [PubMed] [Google Scholar]
- 30. Bernstein E, Duncan EM, Masui O, Gil J, Heard E, et al. (2006) Mouse polycomb proteins bind differentially to methylated histone H3 and RNA and are enriched in facultative heterochromatin. Molecular and Cellular Biology 26: 2560–2569 10.1128/MCB.26.7.2560-2569.2006 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31. Bibel M, Richter J, Lacroix E, Barde Y-A (2007) Generation of a defined and uniform population of CNS progenitors and neurons from mouse embryonic stem cells. Nature Protocols 2: 1034–1043 10.1038/nprot.2007.147 [DOI] [PubMed] [Google Scholar]
- 32.Riising EM, Comet I, Leblanc B, Wu X, Johansen JV, et al. (2014) Gene Silencing Triggers Polycomb Repressive Complex 2 Recruitment to CpG Islands Genome Wide. Molecular Cell: 1–14. doi:10.1016/j.molcel.2014.06.005. [DOI] [PubMed]
- 33. Mousavi K, Zare H, Wang AH, Sartorelli V (2012) Polycomb Protein Ezh1 Promotes RNA Polymerase II Elongation. Molecular Cell 45: 255–262 10.1016/j.molcel.2011.11.019 [DOI] [PubMed] [Google Scholar]
- 34. Brookes E, de Santiago I, Hebenstreit D, Morris KJ, Carroll T, et al. (2012) Polycomb Associates Genome-wide with a Specific RNA Polymerase II Variant, and Regulates Metabolic Genes in ESCs. Cell Stem Cell 10: 157–170 10.1016/j.stem.2011.12.017 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35. Schaaf CA, Misulovin Z, Gause M, Koenig A, Gohara DW, et al. (2013) Cohesin and Polycomb Proteins Functionally Interact to Control Transcription at Silenced and Active Genes. PLoS Genet 9: e1003560 10.1371/journal.pgen.1003560.s014 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36. Richly H, Rocha-Viegas L, Ribeiro JD, Demajo S, Gundem G, et al. (2010) Transcriptional activation of polycomb-repressed genes by ZRF1. Nature 468: 1124–1128 10.1038/nature09574 [DOI] [PubMed] [Google Scholar]
- 37. Aubert J, Dunstan H, Chambers I, Smith A (2002) Functional gene screening in embryonic stem cells implicates Wnt antagonism in neural differentiation. Nature Biotechnology 20: 1240–1245 10.1038/nbt763 [DOI] [PubMed] [Google Scholar]
- 38. Creppe C, Janich P, Cantarino N, Noguera M, Valero V, et al. (2012) MacroH2A1 Regulates the Balance between Self-Renewal and Differentiation Commitment in Embryonic and Adult Stem Cells. Molecular and Cellular Biology 32: 1442–1452 10.1128/MCB.06323-11 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39. Cong R, Das S, Douet J, Wong J, Buschbeck M, et al. (2013) macroH2A1 histone variant represses rDNA transcription. Nucleic Acids Research 42: 181–192 10.1093/nar/gkt863 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40. Buschbeck M, Uribesalgo I, Ledl A, Gutierrez A, Minucci S, et al. (2007) PML4 induces differentiation by Myc destabilization. Oncogene 26: 3415–3422 10.1038/sj.onc.1210128 [DOI] [PubMed] [Google Scholar]
- 41. Uribesalgo I, Buschbeck M, Gutiérrez A, Teichmann S, Demajo S, et al. (2011) E-box-independent regulation of transcription and differentiation by MYC. Nature Cell Biology 13: 1–9 10.1038/ncb2355 [DOI] [PubMed] [Google Scholar]
- 42. Buschbeck M, Uribesalgo I, Wibowo I, Rué P, Martin D, et al. (2009) The histone variant macroH2A is an epigenetic regulator of key developmental genes. Nature Structural & Molecular Biology 16: 1074–1079 10.1038/nsmb.1665 [DOI] [PubMed] [Google Scholar]
- 43. Morgan M, Anders S, Lawrence M, Aboyoun P, Pages H, et al. (2009) ShortRead: a bioconductor package for input, quality assessment and exploration of high-throughput sequence data. Bioinformatics 25: 2607–2608 10.1093/bioinformatics/btp450 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44. Langmead B, Trapnell C, Pop M, Salzberg SL (2009) Ultrafast and memory-efficient alignment of short DNA sequences to the human genome. Genome Biol 10: R25 10.1186/gb-2009-10-3-r25 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45. Zhang Y, Liu T, Meyer CA, Eeckhoute J, Johnson DS, et al. (2008) Model-based Analysis of ChIP-Seq (MACS). Genome Biol 9: R137 10.1186/gb-2008-9-9-r137 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46. Zhu LJ, Gazin C, Lawson ND, Pagès H, Lin SM, et al. (2010) ChIPpeakAnno: a Bioconductor package to annotate ChIP-seq and ChIP-chip data. BMC Bioinformatics 11: 237 10.1186/1471-2105-11-237 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 47. Shen L, Shao N, Liu X, Nestler E (2014) ngs.plot: Quick mining and visualization of next-generation sequencing data by integrating genomic databases. BMC Genomics 15: 1–14 10.1186/1471-2164-15-284 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48. Supek F, Bošnjak M, Škunca N, Šmuc T (2011) REVIGO Summarizes and Visualizes Long Lists of Gene Ontology Terms. PLoS ONE 6: e21800 10.1371/journal.pone.0021800.t001 [DOI] [PMC free article] [PubMed] [Google Scholar]
- 49. Chen X, Xu H, Yuan P, Fang F, Huss M, et al. (2008) Integration of External Signaling Pathways with the Core Transcriptional Network in Embryonic Stem Cells. Cell 133: 1106–1117 10.1016/j.cell.2008.04.043 [DOI] [PubMed] [Google Scholar]
Associated Data
This section collects any data citations, data availability statements, or supplementary materials included in this article.
Supplementary Materials
Data Availability Statement
The authors confirm that all data underlying the findings are fully available without restriction. All relevant data are within the paper and its Supporting Information files except for the full ChIP-seq and Microarray data that have been deposited in the GEO database under accession number GSE54053.