Abstract
Differentiation of human embryonic stem cells into mesendoderm (ME) is directed by extrinsic signals and intrinsic epigenetic modifications. However, the dynamics of these epigenetic modifications and the mechanisms by which extrinsic signals regulate the epigenetic modifications during the initiation of ME differentiation remain elusive. In this study, we report that levels of histone H3 Lys-27 trimethylation (H3K27me3) decrease during ME initiation, which is essential for subsequent differentiation induced by the combined effects of activin and Wnt signaling. Furthermore, we demonstrate that activin mediates the H3K27me3 decrease via the Smad2-mediated reduction of EZH2 protein level. Our results suggest a two-step process of ME initiation: first, epigenetic priming via removal of H3K27me3 marks and, second, transcription activation. Our findings demonstrate a critical role of H3K27me3 priming and a direct interaction between extrinsic signals and epigenetic modifications during ME initiation.
Keywords: activin, chromatin modification, embryonic stem cell, SMAD transcription factor, Wnt signaling, H3K27me3, Mesendoderm, PRC2
Introduction
Differentiation of human embryonic stem cells (hESCs)4 into endoderm and mesoderm involves an intermediate state called mesendoderm (ME), equivalent to the primitive streak during gastrulation in early embryo development (1). Multiple signals have been demonstrated to induce ME differentiation of hESCs. Among them, Wnt and the transforming growth factor-β (TGF-β) family member activin appear to play critical roles in this process (reviewed in Refs. 2–4). The correct state of chromatin and histone modification is also a prerequisite for initiation and activation of ME differentiation. In ES cells, many genes involved in differentiation are kept poised for activation by the bivalent histone modifications H3K4 trimethylation (H3K4me3, an active mark) and H3K27 trimethylation (H3K27me3, a repressive mark). These modifications help to maintain pluripotency and make the genes ready for activation in response to differentiation signals (5–8).
H3K27me3 levels are determined by the balance between the methyltransferase polycomb repressive complex 2 (PRC2) (9, 10) and the demethylases JMJD3/KDM6B and UTX/KDM6A (11, 12). PRC2, which contains three core components (EZH2, SUZ12, and EED), is one of the most extensively studied chromatin regulators involved in gastrulation and ME differentiation. Gene targeting studies have revealed that mouse embryos lacking Ezh2, the catalytic subunit of PRC2, cannot complete the process of gastrulation to form the primitive streak (13), and ablation of Suz12, which is required for EZH2-methyltransferase activity, yields phenotypes similar to those observed in Ezh2-null mouse embryos (14, 15). Eed mutant mice also exhibit mesoderm defects during gastrulation (16). These observations demonstrate an essential role of PRC2 in early mouse development. Accumulating evidence also suggests that PRC2 plays an important role in ESC differentiation toward mesoderm and endoderm lineages (8, 17, 18).
Interactions between extrinsic signals and epigenetic modifications to determine ME specification have started to emerge. The activin/Nodal signaling mediators Smad2/3 have been shown to recruit JMJD3 to the promoters of the T and Nodal genes in mouse ESCs, leading to removal of the repressive H3K27me3 mark and thereby initiating ME differentiation (19). JMJD3/UTX can also remove H3K27me3 from the WNT3 gene and activate its expression, which, in turn, stimulates β-catenin-mediated gene expression and promotes definitive endoderm differentiation (20). In response to TGF-β/Nodal signals, the PHD-Bromo-containing protein TRIM33 facilitates the binding of Smad2/3 to trimethylated histone H3 Lys-9 and acetylated histone H3 Lys-18 on the promoters of the ME regulators Gsc and MixL1, thus leading to displacement of the chromatin-compacting factor HP1γ and gene activation in mouse ESCs (21).
Although various extrinsic signals have been shown to govern ME specification of hESCs and the importance of epigenetic and transcriptional regulation has been recognized, most studies to date have focused on the late stages of ME differentiation. Furthermore, ME differentiation has been induced by small molecular inhibitors or relatively high doses of growth factors in these studies, which may not accurately reflect the physiological process of early embryo development and may have missed important molecular events in the early stages of differentiation. Although genome-wide analyses have shown little change in H3K27me3 levels between the pluripotent state and differentiated lineage states of ES cells (22, 23), changes in H3K27me3 levels at the onset of ME differentiation and the possible regulation of H3K27me3 levels by extrinsic signals during ME initiation of hESCs remain obscure. In this study, we demonstrate that activin A and Wnt3a at low concentrations can induce ME differentiation of hESCs, and ME differentiation is initiated by a two-step process of epigenetic priming followed by transcription activation. We further show that signaling by activin, but not Wnt, impairs PRC2 activity, reducing global H3K27me3 levels during ME initiation, and establishes an appropriate chromatin state for subsequent activation of ME gene transcription through the combined effects of activin and Wnt signaling. These results demonstrate a direct interaction between extrinsic signals and intrinsic epigenetic modification via the activin/Smad2-PRC2-H3K27me3 regulatory axis that modulates initiation of ME differentiation of hESCs.
Results
Activin A and Wnt3a at Low Doses Efficiently Induce ME Differentiation
Various protocols have been used to induce the differentiation of human pluripotent stem cells toward ME and its derivative lineages (4). Activin and Wnt have been suggested as the essential extrinsic signals for differentiation of ESCs into ME (2, 4). Through a series of experiments investigating ME differentiation of H1 hESCs with activin A and Wnt3a, we established that a combination of activin A and Wnt3a (AW) at low concentrations (25 ng/ml each) is sufficient to induce ME differentiation, which was demonstrated by the increased mRNA expression of the ME marker genes T (BRACHYURY), MIXL1, EOMES, WNT3, and GSC (Fig. 1, A–C). Inhibition of either activin signaling with its type I receptor inhibitor SB431542 or Wnt signaling with its antagonist DKK1 impaired ME specification (Fig. 1, D and E). Immunostaining also revealed the expression of T upon AW treatment for 24 h (Fig. 1F), which was confirmed by FACS analysis (data not shown). In contrast, induction of trophoblast markers (CGA and CGB) or neuroectoderm markers (NESTIN and OTX2) was not observed (Fig. 1C). Expression of the pluripotency markers OCT4 and NANOG as well as of mesoderm and endoderm markers was slightly increased (Fig. 1C).
RNA-seq analysis of H1 cells treated with 25 ng/ml activin A or Wnt3a alone or in combination (AW) for 6 and 24 h revealed that a group of 304 genes was significantly up-regulated with AW treatment and exhibited expression patterns similar to those of the ME marker genes (T, MIXL1, and EOMES) (Fig. 2A and supplemental data sets 1 and 2). We defined these genes as AW-enhanced genes, among which 189 genes were induced only by AW (Fig. 2B and supplemental data set 3), indicating the cooperative effect of activin A and Wnt3a. DAVID gene ontology analysis indicated the functions of the AW-enhanced genes in gastrulation and in endoderm and mesoderm differentiation (Fig. 2C). In addition, we found that 25 ng/ml AW also induced ME differentiation of human induced pluripotent stem cells derived from CD34+ cord blood cells and R1 mouse ESCs (Fig. 2, D and E). Taken together, these results indicate that activin and Wnt signaling are necessary and sufficient to drive ME differentiation of pluripotent stem cells.
H3K27me3 Reduction Facilitates ME Initiation
We then carried out a chromatin immunoprecipitation assay followed by high throughput sequencing (ChIP-seq) to assess H3K4me3 and H3K27me3 changes during AW-induced ME differentiation. As shown in Fig. 3A, the global H3K27me3 level was dramatically decreased at 2 h of AW treatment and then partially recovered at 6 h, indicating a dynamic change in H3K27me3 modification at ME initiation. Mean profile analysis also showed a significant decrease of H3K27me3 around the transcription start sites of AW-enhanced genes (Fig. 3B). In addition, the decreased H3K27me3 level at 2 h was observed for genes related to ME lineage specification (T, MIXL1, EOMES, NODAL, LHX1, and GSC) (Fig. 3C). Taken together, these results reveal for the first time a reduction in H3K27me3 levels during ME initiation. In contrast, there was little change for H3K4me3 at ME initiation (Fig. 3A).
H3K27me3 is maintained by the methyltransferase PRC2 (24, 25). To elucidate the functional significance of the H3K27me3 reduction during ME initiation, we used the EZH2 inhibitor DZNep (26) to assess whether reducing H3K27me3 levels by inhibiting PRC2 activity would facilitate ME differentiation. As shown in Fig. 3D, DZNep treatment of H1 cells for 2 h resulted in a decrease in EZH2 protein levels, followed by the reduction of H3K27me3 levels at 4 h. There was no significant change in mRNA levels of PRC2 components as well as other lysine methyltransferases, such as ESET, MLL, and LSD1, in the 48 h after DZNep treatment (Fig. 3E). Treatment with DZNep alone increased ME marker gene expression slightly (Fig. 3, E and F). The mRNA levels of the pluripotent marker OCT4 decreased, and NANOG mRNA levels showed no significant change in the 24 h after DZNep treatment (Fig. 3E). However, pretreatment of DZNep for 2–4 h enabled ME differentiation at low concentrations of activin A and Wnt3a (10 ng/ml each), which otherwise had little effect (Fig. 3, F and G). These results together indicate that the reduction of H3K27me3 levels primes cells for subsequent differentiation to ME.
Reduction of H3K27me3 Levels Is Specific during ME Initiation
To further assess the changes in H3K27me3 levels during initiation of ME differentiation, we examined the global pattern of changes by immunoblotting. Consistent with the ChIP-seq results, immunoblotting analysis revealed that the global H3K27me3 level was reduced at the beginning (2–8 h) of AW-induced ME specification and then recovered at 12 h (Fig. 4A). In contrast, the global H3K4me3 level was slightly increased at 2–6 h. Additionally, levels of trimethylated histone H3 Lys-9 and acetylated histone H3 Lys-27 remained unchanged during this period, whereas levels of acetylated histone H3 Lys-9 slightly increased along the time (Fig. 4A). To determine whether the H3K27me3 reduction is ME-specific, we confirmed H3K27me3 levels with other ME differentiation protocols as well as other cell fate differentiation systems. Several protocols have been used to induce ME differentiation, including bone morphogenetic protein 4 (BMP4) + FGF2 (BF) (27) and FLyA (28). A reduction in H3K27me3 levels was observed in BF- and FLyA-induced ME specification, albeit at a delayed time point (Fig. 4, B–E). In contrast, the H3K27me3 level was little changed in the early stage of trophoblast differentiation (27, 29, 30) (Fig. 4, F–H) and neuroectoderm differentiation (31, 32) (Fig. 4, I–K). These data together suggest that reduction of H3K27me3 specifically occurs in the early stage of ME differentiation.
Activin Reduces H3K27me3 Levels
To explore the mechanism underlying the decline of H3K27me3 during AW-induced ME differentiation, we assessed the respective roles of activin and Wnt signaling during ME initiation. As shown in Fig. 5A, heat map analysis of H3K27me3 ChIP-seq showed that activin decreased the H3K27me3 level at 2 h, which was similar to AW treatment, but Wnt had little effect at this time point. When the respective effect of activin and Wnt on H3K27me3 levels by immunoblotting was assessed, we found that activin decreased the H3K27me3 levels between 2 and 8 h, but Wnt3a slightly reduced H3K27me3 levels at 6–8 h (Fig. 5B). Consistently, H3K27me3 occupancy of ME signature genes decreased significantly upon 2-h activin A treatment (Fig. 5C), whereas there was little change by Wnt3a (Fig. 5D). Furthermore, the reduction of H3K27me3 by AW was blocked with Smad2 depletion (Fig. 5, E and F). These results were further confirmed by the observation that the activin type I receptor inhibitor SB431542 blocked the activin A-induced reduction of H3K27me3 on the ME signature genes T and MIXL1 (Fig. 5G).
Activin/Smad2 Decreases H3K27me3 Level via Reducing EZH2 Protein Level
H3K27me3 levels are determined by balanced activities of the methyltransferase PRC2 and the demethylases JMJD3/KDM6B and UTX/KDM6A (24, 25). By analyzing transcription factor-binding enrichment in H1 cells with the published EZH2 and SUZ12 ChIP-seq data (21), we found a significant enrichment of both EZH2 and SUZ12 binding on AW-enhanced genes (Fig. 6A and supplemental data set 4). To explore whether activin/Smad2 signaling reduces H3K27me3 levels via the PRC2 complex, we first examined whether Smad2 directly regulated the mRNA expression of EZH2 or SUZ12. By scrutinizing the published Smad2/3 ChIP-seq data (22, 33), we found that Smad2 does not bind to the EZH2 and SUZ12 genes (Fig. 6B). In agreement, AW treatment did not significantly change the mRNA expression of EZH2 and SUZ12 (Fig. 6, C and D). Then we assessed the protein level of PRC2 complex proteins and found that EZH2 protein levels were decreased under AW or activin A treatment with a dynamic similar to the pattern of changes in H3K27me3 levels, whereas Wnt3a did not alter EZH2 protein level (Fig. 6, E and F). The protein levels of SUZ12 and EED were also reduced after AW treatment (Fig. 6E). In agreement with the minimal change observed in H3K4me3 levels (Figs. 3A and 4A), the mRNA levels of MLL and LSD1 did not change significantly at the early time points (Fig. 6D).
To explore whether activin decreases EZH2 expression via Smad2, we examined EZH2 protein level in Smad2 knockdown H1 cells. Depletion of Smad2 attenuated AW-induced EZH2 degradation at ME initiation (Fig. 6G). In contrast, knockdown of β-catenin had no effect on AW-induced EZH2 degradation (Fig. 6H), indicating that activin/Smad2 signaling, but not Wnt/β-catenin signaling, controls EZH2 stability, decreasing its methyltransferase activity and thus the H3K27me3 level during ME initiation.
It has been reported that JMJD3 can be recruited to the T and NODAL loci via Smad2/3 and thus decrease H3K27me3 levels, which is critical for transcriptional activation in mouse ESCs (19, 34). Upon AW treatment, there was a transient decrease of UTX protein levels at 2 h, whereas JMJD3 protein levels were slightly increased (Fig. 6I). However, we did not detect enrichment in the occupancy of either JMJD3 or UTX in the ME signature genes T, MIXL1, NODAL, or FGF8 (Fig. 6J). Moreover, no interaction was observed between JMJD3 and Smad2/3 or JMJD3 and β-catenin at 2 h of AW treatment (data not shown). These data together suggest that the demethylases JMJD3 and UTX may not play a role in the AW-induced reduction in H3K27me3 levels that occurs during ME initiation.
Smad2 Recruits β-Catenin to Activate Transcription after H3K27me3 Priming
Because low activin A (25 ng/ml) also cannot drive ME differentiation (Fig. 1A), cooperation between activin and Wnt signaling is important even after H3K27me3 reduction. Both Smad2 and Smad3 can transduce activin signaling to control gene expression, but Smad2 is critical for embryogenesis, whereas Smad3 is important for tissue homeostasis (35, 36). Although the full-length Smad2 cannot bind to DNA directly, it can do so by forming a complex with Smad4 or via its short splicing form that has been shown to directly associate with DNA (37). To further investigate the effect of combined activin and Wnt signaling to promote ME differentiation, we thus examined the binding of Smad2 and β-catenin to the promoters of ME signature genes. Binding of Smad2 and β-catenin to ME signature genes, such as T, MIXL1, NODAL, and FGF8, began to increase within 2 h of AW treatment, and significant enrichment was observed at 6 h (Fig. 7A). Furthermore, we observed overlaps between Smad2 and β-catenin binding on certain ME signature genes (Fig. 7B), and AW treatment enhanced the interaction between Smad2 and β-catenin (Fig. 7C). In addition, inhibition of activin and Wnt signaling with SB431542 and DKK1 decreased the occupancy of Smad2 and β-catenin on those ME signature genes at 6 h (Fig. 7, D and E). LEFTY1 and AXIN2, the known targets of activin and Wnt, respectively, were used as controls. These results indicate a cooperative effect of Smad2 and β-catenin on transcription levels. Interestingly, SB431542 only inhibited Smad2 occupancy, whereas DKK1 only decreased β-catenin bindings at 2 h of AW treatment, indicating that the cooperation between Smad2 and β-catenin might occur after this time point.
Discussion
Various extrinsic signals have been demonstrated to induce ME specification, among which activin and Wnt play critical roles in inducing ME differentiation of ESCs (2, 4). Large scale ChIP-seq analyses have revealed the epigenetic landscape of ME (22, 23), and connections among extrinsic signals, epigenetic modifications, and chromatin remodeling have also been explored (38–42). However, these studies mainly focused on the later stages of ME differentiation, when expression of ME marker genes has reached a high level. The early events in the initiation stage of ME specification remain largely unknown. In the present study, we provide compelling evidence that reduction of H3K27me3 levels is critical for initiation of ME differentiation. Our data suggest that ME differentiation can be divided into two stages: first, epigenetic priming and, second, transcription activation (Fig. 7F). During the priming stage (iME, for intermediate ME), activin signaling via Smad2 attenuates PRC2 activity and thus decreases global H3K27me3 levels. The low H3K27me3 level then enables subsequent transcriptional activation of ME genes by the collaborative effects of activin/Smad2 and Wnt/β-catenin signaling.
Previous studies demonstrated no significant changes in global H3K27me3 modification between the pluripotent cell state and differentiated lineage states (5, 6, 22, 43–45), but these studies were focused on the 12-h or later stage of differentiation. We found that with AW treatment, the global level of H3K27me3 significantly decreased between 2 and 6 h after the initiation of treatment, and recovered at 12 h (Figs. 3 (A and B) and 4A). The reduction in H3K27me3 levels was observed on ME signature genes, and expression of these genes was activated after 2–4 h of AW treatment, corresponding to the pattern of changes in H3K27me3 levels (Figs. 1B and 3C). In contrast, other epigenetic modifications, including H3K4me3 of ME genes, did not undergo significant changes at the early time point of ME differentiation. These data are in agreement with the notion that H3K27me3 functions together with H3K4me3 to keep differentiation genes in a poised state, and upon induction of differentiation, the low H3K27me3 level ensures the expression of these genes (5–7, 21). The importance of H3K27me3 reduction during ME initiation was further confirmed by the finding that a brief treatment with the EZH2 inhibitor DZNep for 2–4 h significantly potentiated ME differentiation induced by low AW (Fig. 3, F and G).
Our data indicate that cooperation of activin and Wnt signaling is necessary and sufficient for ME induction (Figs. 1 and 2), which is consistent with previous reports that activin and Wnt signaling combine to drive ME induction (40, 41, 46). However, we found that activin and Wnt function differently in the early stage of ME differentiation. Smad2-dependent activin signaling is crucial for epigenetic priming by reducing H3K27me3 levels (Fig. 5). We observed that activin/Smad2 signaling decreases EZH2 protein levels (Fig. 6), which is not consistent with the report that JMJD3 interacts with Smad2/3 and is important for H3K27me3 erasing in the T and NODAL genes in mouse ESCs (19). The helix-loop-helix protein HEB was reported to be a functional link between Nodal/Smad signaling and the derepression of the PRC2 complex-repressed developmental genes in mouse ESCs (17). The mechanism for direct regulatory networks between activin/Smad2 and PRC2 is still unclear and needs further exploration. Wnt/β-catenin signaling, in contrast, is not required for reduction of H3K27me3 levels. Instead, Wnt/β-catenin signaling in cooperation with activin/Smad signaling is necessary for efficient expression of ME genes. At this stage, the function of Wnt/β-catenin signaling in ME initiation awaits further investigation.
Activin signaling has been shown to regulate both self-renewal and mesendoderm-endoderm differentiation of human embryonic stem cells (3, 36, 38, 39, 42, 46). At low activin dose, Smad2 facilitates pluripotency of human embryonic stem cells by directly regulating NANOG expression (46) or by interacting with OCT4 to form a complex with TEAD to regulate expression of pluripotency genes (47). However, upon mesendoderm differentiation, Smad2/Smad4 can directly target mesendoderm signature genes and activate their expression, thus promoting the mesendoderm differentiation of human embryonic stem cells (3, 35, 40, 41, 46).
In summary, by focusing on the early stage of ME differentiation, we observed a reduction in H3K27me3 levels, which is critical for subsequent combined activin/Smad and Wnt/β-catenin signaling to effectively specify ME fate. We also demonstrated that attenuation of PRC2 activity is responsible for the activin/Smad-elicited H3K27me3 decrease. These findings advance our understanding of the complex signaling underlying cell fate determination of pluripotent stem cells and the molecular events in early embryogenesis.
Experimental Procedures
Cell Culture, Reagents, and Antibodies
H1 human embryonic stem cells (WiCell, 12-W0296) were cultured on feeder cells in DMEM/F-12 (Gibco) supplemented with 20% Knock-out Serum Replacement (KSR) (Gibco), 1 mm l-glutamine, 0.1 mm nonessential amino acids, 0.1 mm β-mercaptoethanol, and 10 ng/ml recombinant human bFGF. For feeder-free culture condition, H1 cells were cultured on a Matrigel (BD Biosciences)-coated plate with N2B27 chemically defined medium (DMEM/F-12 supplemented with N2, B27, 1 mm l-glutamine, 0.1 mm nonessential amino acids, 0.1 mm β-mercaptoethanol, and 20 ng/ml recombinant human bFGF). Feeder cells were generated and maintained in DMEM medium supplemented with 10% FBS (HyClone), and mouse manipulations followed the protocols approved by the Tsinghua Animal Ethics Committee. Reagents and antibodies used in this study are listed in supplemental Table S1.
Mesendoderm, Neuroectoderm, and Trophoblast Differentiation of ESCs
For mesendoderm differentiation, H1 cells were maintained on a Matrigel-coated plate with N2B27-bFGF chemically defined medium to about 40–70% confluence, and then differentiation was induced in B27 chemically defined basal medium (DMEM/F-12, B27, 1 mm l-glutamine, 0.1 mm nonessential amino acids) supplemented with activin A (25 ng/ml), Wnt3a (25 ng/ml), activin A plus Wnt3a (25 ng/ml each), BMP4 (5 ng/ml) plus bFGF (40 ng/ml), or bFGF (20 ng/ml) plus activin A (25 ng/ml) and Ly294002 (10 μm). Neuroectoderm was induced in B27 medium supplemented with SB431542 (10 μm) and Noggin (100 ng/ml), whereas trophoblast was induced in B27 medium supplemented with BMP4 (5 ng/ml). R1 cells cultured on a gelatin-coated plate were induced to form an embryoid body as described by Kurosawa (48). After 2 days of induction, embryoid bodies were digested into single cells with TrypleTM and replaced in gelatin-coated 6-well plates with N2B27 chemically defined medium overnight to form epiblast cells, which were then used for ME differentiation with activin A (25 ng/ml), Wnt3a (25 ng/ml), or both in B27 medium.
Derivation of Human Induced Pluripotent Stem Cells
CD34+ cells were purified from human cord blood using CD34 magnetic beads (MACS) and expanded in StemPro-34 medium (Invitrogen) for 7 days. Transgene-free induced pluripotent stem cells were generated using the CytoTuneTM-iPS reprogramming kit (Invitrogen) following the instructions. The induced pluripotent stem cell has a 46 XX normal karyotype and could differentiate to ectoderm, mesoderm, and endoderm tissues in an induced differentiation assay and teratoma assay (data not shown).
shRNA Knockdown
All shRNA plasmids were obtained from the Sigma TRC shRNA library, and non-targeting nucleotide plasmid served as control shRNA. shRNAs were packed into lentivirus following the instructions. H1 cells were infected with shRNA lentiviral supernatant. Puromycin (1 μg/ml; Invitrogen) was added into culture medium for 4–7 days to select cells for stable viral integration. shRNA sequences are showed in supplemental Table S2.
Chromatin Immunoprecipitation
A ChIP assay was performed as described previously (49). High throughput sequencing using Illumina HiSeq 2000 devices was carried out at Berry Genomics (Beijing, China). Specific PCR primers for ChIP are described in supplemental Table S3.
Histone Extraction
H1 cells were lysed with TEB buffer (PBS containing 0.5% Triton X-100, 2 mm phenylmethylsulfonyl fluoride, 0.02% NaN3) with proteinase inhibitor mixture (Roche Applied Science) for 10 min at 4 °C and then centrifuged at 2000 rpm for 10 min. After removing the supernatant and washing the pellets once with 300 μl of cold TEB buffer with proteinase inhibitors, the pellets were suspended with 0.2 n HCl and incubated at 4 °C overnight. Histones were collected with 100% trichloroacetic acid at a final concentration of 33% by incubation for 1–2 h on ice. After centrifugation at 13,000 rpm for 10 min at 4 °C, the supernatant was discarded, histone pellets were washed with ice-cold acetone, and pellets were air-dried for 20 min before being dissolved with a suitable volume of 150 mm NaCl.
RNA-seq Data Processing, Transcription Factor Binding Enrichment Analysis, Gene Ontology Term Enrichment Analysis, and Motif Analysis
Paired end reads were first trimmed of the first 15 bp from each end and then mapped to human genome (hg19) using STAR (version 2.4.0d) (50). Gene expression was estimated and normalized with Cuffnorm from the Cufflinks package (version 2.2.1) (51) into an FPKM matrix using default parameters for the annotation GTF file downloaded from GENCODE (version 19) (52). Genes were filtered if their expression in all samples was <0.3 FPKM, and the expression matrix was log2-transformed. Differentially expressed genes (DEGs) were obtained by Cuffdiff (version 2.2.1) at the gene level by the following strategies. (a) All other samples were compared with control. (b) We analyzed each treatment as a time series like (C, A6, A24), which implements the Cuffdiff -T option, and termed the result as A group, W group, and AW group. This set of genes was used in Fig. 2. (c) Samples (C, A6, W6, AW6), termed as 6 h, and (C, A24, W24, AW24), termed as 24 h, also use the Cuffdiff -T option. The DEGs were selected by p value <0.001. The expression matrix for the union set of DEGs (n = 439) was feed to Cluster version 3.0 (53), grouping k-means into 14 clusters. We defined a group of genes (n = 304) termed as AW enhanced genes, which showed an expression pattern similar to those of the mesendoderm markers BRACHYURY/T, MIXL1, and EOMES, with a Pearson correlation coefficient (PCC) >0.8. We also defined a set of genes termed as the background group (n = 1477) used for comparison with the AW enhanced genes because the expression pattern showed a random response to the treatment, selected by −0.05 < PCC < 0.05. Transcription factor binding data available in H1 cells were downloaded from ENCODE (54). The peaks (BED files) were assigned to a gene when the gene was targeted by a transcription factor and there were peaks around its transcription start site (TSS) at ±2 kb. The transcription factor binding enrichment analysis was carried out by a hypergeometric test as follows, similar to the method described previously (55).
ChIP-seq Mapping, Peak Calling, Heat Maps, Profile Plots, and Peak Visualization
Reads were mapped into the human genome (hg19) using bowtie (version 1.1.0) with the following options: −y −k 1 −m 1 −best −chunkmbs 200. MACS (version 2.1.0) was used to identity significant binding events for each ChIP-seq data with the following options: −nomodel −extsize 75 −keep-dup 1 −broad. The peaks were further filtered using the ENCODE blacklist regions. Peaks were annotated using annotatePeak.pl in HOMER. The bedGraph pileups were also generated by MACS and converted to bigWig for visualization in the integrative genomics viewer (IGV). The command annotatePeak.pl in HOMER was used to generate the normalized matrix for target genes' TSS and peaks, with the following options: TSS hg19 −size 10000 −hist 200 −ghist. The smoothed average signal for the matrix was used to plot the average profile, whereas the matrix was visualized by Treeview (53) to show a heat map. H1-hESC EZH2 and SUZ12 ChIP-seq data were obtained with GEO accession numbers GSM831028 and GSM831042. H3K27me3, H3K4me3, ChIP-seq, and RNA-seq data of activin A, Wnt3a, and AW treatments used in this study were shown in GEO 81617 and GSM2159741–2159756.
Statistical Analysis
All of the values are shown as mean ± S.E. with a two-way ANOVA test. The significance between groups was determined by Student's t test. *, p < 0.05; **, p < 0.01; ***, p < 0.001. The Friedman test was used for immunoblotting protein level analysis.
Author Contributions
L. W. and Y.-G. C. designed the study and wrote the paper; L. W., X. X., Z. L., and G. Z. performed the experiments; Y. C., H. C., and J.-D. J. H. performed the bioinformatic analyses. F. D. and J. N. provided CD34+ human iPSCs. All authors analyzed the results.
Acknowledgments
We are grateful to Dr. Teng Fei for suggestions and Drs. Qiaoran Xi and Xiaohua Shen for critical reading of the manuscript.
This work was supported by National Natural Science Foundation of China Grants 91519310 and 31330049 and 973 Program Grant 2013CB933700 (to Y. G. C.). The authors declare that they have no conflicts of interest with the contents of this article.
This article contains supplemental Tables S1 and S2 and data sets 1–4.
- hESC
- human embryonic stem cell
- bFGF
- basal fibroblast growth factor
- ChIP-seq
- chromatin immunoprecipitation-sequencing
- RNA-seq
- RNA-sequencing
- H3K4 and H3K27
- histone H3 Lys-4 and Lys-27, respectively
- H3K4me3
- H3K4 trimethylation
- H3K27me3
- H3K27 trimethylation
- ME
- mesendoderm
- PRC2
- polycomb repressive complex 2
- DEGs
- differentially expressed genes
- TSS
- transcription start site
- ANOVA
- analysis of variance
- qPCR
- quantitative PCR
- IGV
- integrative genomics viewer
- PCC
- Pearson correlation coefficient.
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