Abstract
Background
Sox2 is a well-established pluripotent transcription factor that plays an essential role in establishing and maintaining pluripotent stem cells (PSCs). It is also thought to be a linage specifier that governs PSC neural lineage specification upon their exiting the pluripotent state. However, the exact role of SOX2 in human PSCs was still not fully understood. In this study, we studied the role of SOX2 in human embryonic stem cells (hESCs) by gain- and loss-of-function approaches and explored the possible underlying mechanisms.
Results
We demonstrate that knockdown of SOX2 induced hESC differentiation to endoderm-like cells, whereas overexpression of SOX2 in hESCs enhanced their pluripotency under self-renewing culture conditions but promoted their neural differentiation upon replacing the culture to non-self-renewal conditions. We show that this culture-dependent dual function of SOX2 was probably attributed to its interaction with different transcription factors predisposed by the culture environments. Whilst SOX2 interacts with OCT4 under self-renewal conditions, we found that, upon neural differentiation, PAX6, a key neural transcription factor, is upregulated and shows interaction with SOX2. The SOX2-PAX6 complex has different gene regulation pattern from that of SOX2-OCT4 complex.
Conclusions
Our work provides direct evidence that SOX2 is necessarily required for hESC pluripotency; however, it can also function as a neural factor, depending on the environmental input. OCT4 and PAX6 might function as key SOX2-interacting partners that determine the function of SOX2 in hESCs.
Electronic supplementary material
The online version of this article (10.1186/s13287-019-1228-7) contains supplementary material, which is available to authorized users.
Keywords: SOX2, OCT4, PAX6, Neural differentiation, Human embryonic stem cells
Background
Cell type-specific transcription factors (TFs) play essential roles in configuring cellular epigenetic landscapes, regulating gene expression and thus determining cell fates [1–3]. Sox2 is one such TF required for maintaining the pluripotency in embryonic stem cells (ESCs) and early embryonic cells and inducing pluripotency from somatic cells via reprogramming [4–6]. In addition to its function in pluripotency, Sox2 exhibits distinct expression dynamics upon ESC differentiation to neuroectoderm and mesendoderm (Additional file 1: Figure S1). It is highly expressed in the neuroectoderm whilst quickly downregulated in the mesendoderm [7–9]. Furthermore, Sox2 has an important role in maintaining neural progenitor properties and converting fibroblasts into neural stem cells [10, 11]. Therefore, it has been proposed that Sox2 is not only a vital pluripotency factor but also a neuroectodermal lineage specifier [8, 12].
Genetic manipulation technology provides us with a powerful tool to explore the function of Sox2. Mouse embryos with germ-line deletion of Sox2 fail to generate pluripotent epiblast but successfully form trophectoderm [13]. Similarly, elimination of Sox2 in mouse ESCs (mESCs) results in the loss of pluripotency, which is coupled with differentiation to trophectoderm-like cells [14]. However, overexpressing Sox2 in mESCs was also shown to induce cell differentiation to a wide range of cell types in one report [15], whereas in another report, this had no clear effect on mESC self-renewal but promoted neuroectoderm differentiation upon release from self-renewal [16]. In hESCs, the results are differing. SOX2 deficiency was shown to compromise pluripotency in some reports [17, 18], whilst, in the other, neither reduction nor overexpression of SOX2 were shown to affect self-renewal [4]. Nonetheless, upon the release from self-renewal, high levels of SOX2 enhance neuroectoderm differentiation [4]. With these discrepant results, further studies are required to investigate the mechanisms underlying the pleiotropic effects of Sox2 in ESCs, especially at the exit of pluripotency.
Sox2, like other Sox family transcription factors, requires a cooperating binding partner to bestow its transcriptional regulatory functions [19]. Thus, it is plausible that the functions of Sox2 are considerably influenced by its binding partners. It has been well established that Sox2 and Oct4 form heterodimer in both mouse and human ESCs, which cooperatively activate pluripotency-related genes, including themselves and Nanog [14, 20]. In mouse embryos and mESC neural differentiation, Sox2 is reported to work with Zic, Otx2 and Pou factors for the neural development and formation of neural progenitor cells (NPCs) [5, 21]. However, SOX2-interacting partners that assist SOX2 for neural specification in human remain obscure. PAX6 has been identified to be expressed very early during hESC neural differentiation and human embryonic brain development [7, 22]. It also plays a crucial role in hESC neural differentiation [22]. However, it is unclear whether these two factors have any connections.
In this study, by manipulating SOX2 expression in hESCs, we show that substantially diminishing SOX2 leads to hESC differentiation to endoderm-like cells, whereas the outcome of overexpressing SOX2 is affected by external cues, either to retain self-renewal pluripotency or to promote neural specification. Mechanistically, we revealed that this dual function of SOX2 is likely determined via dynamic exchange of its interacting TF partners from OCT4 for self-renewing hESCs to neural TFs, such as PAX6, for neural differentiation. SOX2-OCT4 and SOX2-PAX6 control distinct target gene sets and differentially regulate OCT4 and BRN2 expression. Together, our findings provide strong evidence for the dual function of SOX2 in hESCs and illuminate the possible molecular pathways by which SOX2 mediates its distinctive roles in hESCs.
Methods
Cell culture and differentiation
Human ESC lines H1 and H7, purchased from WiCell Research Institute (Madison, WI, http://www.wicell.org), were routinely cultured in Matrigel-coated plates with mouse embryonic fibroblast-conditioned KSR medium supplemented with 4–10 ng/ml of bFGF (MEF-CM) as described previously [23, 24]. Briefly, the hESCs were fed daily with the medium and propagated mechanically every 5–7 days after collagenase IV treatment in a 1:3 ratio. The cells are regularly screened to make sure no mycoplasma contamination. Neural differentiation of hESCs was performed in a neural differentiating medium as previously described [7, 25]. Upon formation of neural progenitor cells (NPCs), the NPCs were maintained in NPC culture medium and propagated with TrypLE (Thermo Fisher Scientific). Neurons and astrocytes were produced by withdrawing bFGF and EGF from N2B27 medium for 1–2 weeks.
Construction of plasmids
SOX2 cDNA was initially amplified from a PCR reaction by using the OKSIM plasmid (Addgene #24603) [26] as a template and with the primers containing restriction enzyme sites, FseI and AscI in the forward and reverse primers, respectively (Additional file 1: Table S1). The FseI/AscI fragment of SOX2 PCR product was then inserted into pCS2-HA vector (a gift from Dr. Mark Christian’s lab) to generate pCS2-HA-SOX2. Then, the BamHI/SpeI fragment of HA-SOX2 was inserted into pSKII-Puro-2A-TRF2 plasmid [27] to replace TRF2. The HA-SOX2 sequence has been confirmed in-frame with the puro-2A sequence. Then, the PmeI/SpeI fragment of Puro-2A-HA-SOX2 was inserted into pLVTHM (Addgene #12247) [28] to replace the green fluorescent protein (GFP). Sox2 mutants were generated by site-directed mutagenesis of pCS2-HA-Sox2 using Q5 Site-Directed Mutagenesis Kit (New England Biolabs) following the manufacturer’s protocol with the appropriate primers (Additional file 1: Table S1). Lentivectors containing shSOX2 (Addgene, #26352, #26353) were obtained from Addgene, provided by Matthew Meyerson [29].
The Flag-OC4 expression plasmid was generated by inserting an amplified PCR fragment of OCT4 from OKSIM plasmid into the pCMV-Flag expression vector. OCT4 regulatory fragment was isolated from OCT4-EGFP plasmid [23] and inserted into pGL4.10 plasmid (Promega) to generate the 4-kb OCT4-driven luciferase reporter. The plasmid was then digested with EcoRI-EcoRV to remove both DE and PE for the generation of OCT4 mini promoter-driven reporter. OCT4-DE luciferase reporter was generated by inserting EcoRV/SphI fragment from the OCT4-EGFP into the OCT4 mini promoter-driven reporter construct, whilst the OCT4-PE reporter plasmid was constructed by inserting XhoI/NcoI fragment from the OCT4-EGFP into the PGL4.10.
PAX6-V5 expression vector was generated by replacing the Cidea cDNA from the pCDNA3.1-V5 backbone with the BamHI/XhoI PCR fragment containing PAX6 cDNA amplified from mRNA of hNPCs with specific primers (Additional file 1: Table S1). The BRN2-enh luciferase reporter was generated by inserting the KpnI/NheI fragment containing BRN2 enhancer amplified from genomic DNA of hESCs into the pGL4.23 vector (Promega).
Transfection and lentiviral transduction
The transfections were performed with Lipofectamine LTX and PLUS reagent (Life Technologies) as described previously [9]. Briefly, 1–1.5 μg plasmid DNA and 1.6–2.5 μl lipofectamine were diluted in 50 μl of OptiMEM each and incubated for 5 min before being mixed and incubated for another 25 min. Meanwhile, cells were counted and 0.5–1 × 106 cells were directly mixed with the DNA-lipofectamine mixture for 10 min. Together, they were transferred to a 12-well plate with growth media and grew overnight before medium change.
Lentiviral particles were produced in HEK293T cells using standard protocols [28]. Confluent hESCs were dissociated into single cells with accutase (Sigma) and one third of the cells were mixed with lentivirus in Matrigel-coated plate in MEF-CM with 10 μM ROCKi (Y-27632, R&D Systems). Cells were fed with fresh MEF-CM daily and selected with puromycin (2 μg/ml) 72 h post-infection.
Quantitative reverse transcription PCR (qRT-PCR)
Total RNAs were extracted from cells using TRI reagent (Sigma). First-strand cDNA was synthesised with ProtoScript® II Reverse Transcriptase (NEB) and qRT-PCR was performed in a DNA Engine Opticon system (Bio-Rad) using SYBR Green Jumpstart Taq Ready Mix (Sigma) (Additional file 1: Table S1 for primers). For each experiment, RNAs were collected from at least two independent cell cultures and qRT-PCR were performed in triplets. Data were normalised to two housekeeping genes (β-ACTIN and RPL22) and presented as fold change to controls.
Immunoblotting (IB), immunostaining, flow cytometry and cell sorting
Cells were lysed in cold radioimmunoprecipitation assay (RIPA) buffer (50 mM Tris-HCl, pH 8.0, 150 mM NaCl, 1% Nonidet-P40, 0.5% sodium deoxycholate and 0.5% SDS) containing protease inhibitor cocktail and 0.2 mM phenylmethanesulfonylfluoride (PMSF) (Sigma). Twenty micrograms proteins were resolved in SDS-polyacrylamide gel and transferred to polyvinylidene fluoride membranes and then probed with primary and secondary antibodies before chemiluminescent substrate reaction and exposure onto CL-XPosure film. Signals were quantified with ImageJ software, normalised to loading controls and presented as relative levels to controls. For immunostaining, cells were seeded onto Matrigel-coated Thermanox coverslips (Thermo Fisher Scientific) and fixed with 4% paraformaldehyde before being stained with indicated antibodies as described previously [9, 24]. The signal was visualised and captured with a Leica SP5 confocal microscope. Multiple images were captured and counted. Cells were stained as previously described [24] then analysed and sorted on Calibur, DIVA, or Aria flow cytometers (BD). All antibodies were with listed in Additional file 1: Table S2.
Alkaline phosphatase-positive (AP+) colony formation assay
hESCs were dissociated into single cells in MEF-CM containing 10 μM Y-27632. Five hundred cells were seeded into a Matrigel-coated 12-well plate with medium change to MEF-CM 24 h later and daily thereafter for another 5 days. The cells were then fixed and stained using the Alkaline Phosphatase Detection Kit (Millipore-SCR004) following the manufacturer’s instruction.
Co-immunoprecipitation (Co-IP)
Cells were lysed in buffer (40 mM HEPES pH 7.4, 5 mM EDTA, 0.05% 2-Mercaptoethanol, 10 mM NaCl, 0.5% NP40) supplemented with protease inhibitors and PMSF. One milligram of protein was incubated with an appropriate antibody for 90 min at 4 °C with rotation. Immunocomplexes were isolated using Protein-G conjugated Dynabeads® (Thermo Fisher Scientific) through a further 1-h incubation under the same conditions. Non-specific binding was removed prior to the elution by 2 × electrophoresis buffer. Elutes were then subjected to immunoblotting and the co-immunoprecipitation was examined using relevant antibodies.
ChIP-Seq and single-cell RNA-Seq data acquisition and analysis
Published ChIP-Seq datasets used in the studies are GSE32465 and GSE69646 of OCT4 in hESCs [30, 31], GSE49404 and GSE69479 of SOX2 in hESCs and hNPCs [32, 33] and GSE24447 of H3K27ac in hESCs and hNPCs [34], and Pax6 ChIP-Seq dataset in hNPCs was provided by Professor Stanton’s lab in Singapore [25]. Sequencing reads were downloaded from the Gene Expression Omnibus (GEO) [35] as SRA files and converted to fastq format using the SRA tool kit (www.ncbi.nlm.nih.gov/books/NBK158900/). Read quality was assessed using FastQC (www.bioinformatics.babraham.ac.uk/projects/fastqc/). Read filtering and trimming was performed with Trimmomatic [36]. Reads were aligned to the hg19 human reference genome using Bowtie2 [37]. Statistically significantly enriched peaks were identified using MACS2 [38] by comparing the read densities of the experiment to the relevant control. If the shift size was estimated at < 70, peak calling was repeated without modelling, and the shift size was set based on the fragment size selection stated in the publication associated with the ChIP-Seq experiment. For histone modification ChIP-Seq experiments, MACS2 was run with the “--broad” parameter.
Gene annotation and motif enrichment were performed using HOMER [39]. Gene ontology was performed with the PANTHER classification system [40] using the PANTHER GO-Complete Biological Process annotation dataset. p values were Bonferroni corrected for multiple hypothesis testing.
In the single-cell RNA-Seq analysis, processed and summarised read counts were downloaded from GEO (GSE86894). Cells that exhibited one or more reads for both the Oct4 and Pax6 genes were consider co-expressing.
Luciferase reporter assay
Cells in 12-well plates were transfected with firefly and pRL-T7-renilla (Promega) plasmids at a ratio of 100:1 using Lipofectamine LTX as described above. The cells were harvested 48 h later and dispensed equally into a 96-well luminometer plate. Luciferase assay was performed using the Dual-Glo luciferase assay kit (Promega) following the manufacturer’s instruction, and the luminescence was measured in a Victor II luminometer (Perkin Elmer). Firefly luminescence readings were normalised with the corresponding renilla readings. Data presented are mean ± SD from three independent transfection experiments.
Statistical analysis
For qPCR and luciferase assay, unpaired, two-tailed Student t test was used with at least three independent biological samples to determine the statistical significance. For the processing of ChIP-Seq datasets, please refer to the “ChIP-Seq and single-cell RNA-Seq data acquisition and analysis” section.
Results
Deficiency of SOX2 results in the loss of both hESC and neural progenitor properties
To validate the function of SOX2 in hESCs, we firstly interrupted SOX2 expression in self-renewing hESCs by lentiviral-transduced shRNAs in H1 and H7 hESCs [29]. Upon knockdown of SOX2 by various shRNAs (Fig. 1a), hESCs exhibited dramatic changes in their morphology within 7 days from tight hESC colonies to flat, endoderm-like cells (Fig. 1b). Gene expression analysis revealed significant downregulation of pluripotent genes, such as OCT4 and NANOG, and concomitant upregulation of mesoderm and endoderm markers (Brachyury (TBXT), EOMES, GSC, GATA6 and FOXA2) in the SOX2-knockdown (SOX2-KD) cells (Fig. 1c, d; Additional file 1: Figure S2A). In contrast, neural genes, including PAX6, SOX1 and SOX21, displayed a reduction in expression with the notable exception of SOX3. The alterations in gene expression profile were consistent with the observed morphological changes and demonstrated that hESCs were mainly differentiated into an endoderm-like cell type in the absence of SOX2. These results reiterate that SOX2 is an essential factor for the maintenance of hESC cultures similar to that in mESCs.
As SOX2-KD resulted in the loss of pluripotency in hESCs, this precluded us to address the effect of SOX2 on hESC neural specification using these depleted cells. Thus, aiming to explore the importance of SOX2 in neural differentiation, we next examined the effect of SOX2-KD in hESC-derived proliferating NPCs, 4–6 weeks after hESC neural differentiation (Fig. 1e). SOX2-KD in NPCs did not dramatically alter their cell morphology and proliferation index as assayed by phospho-H3 staining but significantly raised the incidence of apoptosis, as evidenced by an increase of Caspase-3 activation (Fig. 1f, g). More importantly, SOX2-KD in NPCs resulted in an overall reduction in the expression of neural progenitor markers (Fig. 1e, h, i) and a significant decline (from 48 to 18%) in Tuj1-positive neurons upon further differentiation into post-mitotic neurons (Fig. 1i), demonstrating an important role of SOX2 in sustaining the survival and neuronal differentiation potential of human NPCs. Taken together, our findings suggest that SOX2 is a vital factor for both the maintenance of hESC pluripotency and NPC neural identity.
Overexpression of SOX2 in hESCs resulted in differential effects depending on culture conditions
To further explore the role of SOX2 in hESCs, HA-tagged SOX2 (Fig. 2a) was stably expressed into both H1 and H7 hESCs (SOX2-OE), and the resulting cells exhibited up to over twofold increases in total SOX2 protein without significant changes in endogenous SOX2 expression (Fig. 2b, c). These SOX2-OE cultures presented typical hESC colonies with no noticeable sign of differentiation under our routine self-renewal conditions (Fig. 2d). Thus, a detailed analysis was focused on H1 cells. Close inspection revealed that SOX2-OE cultures actually encompassed a lower number of spontaneously differentiated cells than control hESCs, with an average of 96% versus 87% Tra-1-81 (undifferentiated)-positive cells and conversely 9% versus 13% of cells staining positive for SSEA1 (differentiated) (Fig. 2e). As further evidence, higher numbers of newly formed undifferentiated hESC colonies were observed in SOX2-OE relative to control cells as assayed by alkaline phosphatase-positive colony formation (Fig. 2f). Consistently, the pluripotent genes OCT4 and NANOG exhibited slightly increased transcript levels in SOX2-OE relative to control hESCs, whereas many lineage-specific genes including PAX6, TBXT, GATA6, SOX17 and SOX1 showed reduced transcript expression in these cells (Fig. 2g), as confirmed at the protein level for OCT4 and PAX6 (Fig. 2b) with heterogeneity (Fig. 2h, Additional file 1: Figure S2B). The slight increase of OCT4 expression in SOX2-OE hESCs was not merely resulted from the decrease of spontaneous differentiation as it could also be recapitulated in sorted Tra-1-81-positive, undifferentiated hESCs (Additional file 1: Figure S2C). These data indicate that a high level of SOX2 inhibits spontaneous differentiation and enhances self-renewal of hESCs under self-renewal culture conditions.
Since overexpressing SOX2 revealed an enhancement on self-renewal of hESCs, we asked whether this high level of SOX2 is also capable of supporting hESC self-renewal in either unconditioned KSR medium or chemically defined N2B27 medium, which are either the base medium for our hESC cultures or the base medium for hESC neural differentiation [7, 23]. Within 3 weeks, both SOX2-OE and control hESCs exhibited morphological changes in which control cells showed more flattened, epithelial endoderm-like phenotype, whilst SOX2-OE cells displayed highly packed cells with neural progenitor features, particularly obvious in the N2B27 cultures relative to KSR medium: Fig. 3a, Additional file 1: Figure S3A). In line with their morphological appearances, both control and transgenic cells revealed reduced OCT4 and NANOG mRNAs, relative to the control hESCs under self-renewal conditions (Fig. 3b, Additional file 1: Figure S3B). However, SOX2-OE and control cells exhibited distinct patterns in lineage-specific gene expression. SOX2-OE cells expressed considerably lower levels of endoderm marker genes (TBXT, SOX17, GATA6 and FOXA2) and higher level of the neural gene SOX1 than controls (Fig. 3b, Additional file 1: Figure S3B, C), suggesting a preference for neural lineage specification of SOX2-OE cells upon exiting from pluripotency. Moreover, SOX2-OE hESCs grown under N2B27 conditions also revealed more neural NESTIN and less endodermal SOX17 signals than control cultures in immunostaining (Fig. 3d). Although positive SOX17 signals were sporadically detected in SOX2-OE cultures, they were restricted to a limited number of cells that have also lost SOX2 transgene expression (Fig. 3d, marked region), possibly due to epigenetic-induced transgene silencing. Interestingly, whilst PAX6 seemingly exhibited comparable expression levels in both SOX2-OE and control cultures under N2B27 conditions (Fig. 3b, c), the ratio of PAX6 over OCT4 was considerably higher in SOX2-OE cells than in controls, which could impact on lineage specification.
Altogether, these results demonstrated that SOX2 has a dual functional role in hESCs with high levels of SOX2 potentiating hESC self-renewal under pluripotency culture conditions whilst promoting neural differentiation, possibly at the expense of mesendoderm cell fates, at least as tested in KSR and N2B27 culture conditions.
PAX6 is a SOX2-interacting partner in the early neural differentiation
We propose that these diverse roles of SOX2 in hESCs influenced by culture conditions are likely attributed to the expression of SOX2-interacting partners, which shaped the formation of different SOX2-interacting complexes and impacted on SOX2 transcriptional regulatory functions [19]. SOX2 interacts with OCT4 in undifferentiated hESCs to activate pluripotent gene expression programme. Upon changing to non-conditioned KSR or N2B27 culture conditions, OCT4 expression might be reduced possibly with the increase of other SOX2 binding partners, including neural transcription factors (NTFs). This might affect SOX2-OCT4 interaction and their target genes. To identify SOX2-interacting NTFs, we surveyed published reports and noticed two likely NTF candidates: Pax6 and Brn2. Both factors are highly expressed in the central nervous system (CNS) and capable of binding to Sox2 [5, 22, 41, 42]. Detailed analysis of their expression revealed that both factors were hardly detected in undifferentiated H1 hESCs. However, upon neural differentiation, PAX6 was considerably induced at the early initiation stage, whilst BRN2 was only substantially upregulated after hESCs had differentiated to NPCs when OCT4 expression was significantly downregulated (Fig. 4a, b; Additional file 1: Figure S1C,D). Surprisingly, PAX6 protein levels continued to increase after day 25 of neural differentiation despite its mRNA levels being already downregulated, possibly pointing to translational or post-translational regulation as the experiments have been repeated several times with similar outcomes. These findings indicate that PAX6 is upregulated prior to BRN2 during hESC neural differentiation and hence might have a more crucial role in the initiation of neural differentiation.
Upon hESC neural differentiation, OCT4 and PAX6 expression quickly became inversely correlated (Fig. 4c), yet sporadic neural differentiating cells were observed to co-express the two factors at an early stage of neural differentiation by immunostaining [24] and single-cell RNA-Seq analysis (Additional file 1: Figure S4A) [43]. We thus reckoned that upregulation of PAX6 as a result of inhibiting dual-Smads pathways could repress OCT4 expression in the early human neural differentiating cells, leading to neural progression. However, given the dynamic nature of these events, only a small number of cells co-expressing OCT4 and PAX6 might be captured. Accordingly, we found that transiently expressing PAX6 in hESCs was sufficient to significantly reduce both OCT4 mRNA and protein levels within 48 h post-transduction (Fig. 4d, e), which is consistent with the previous report [22]. Furthermore, SOX2 co-immunoprecipitation (Co-IP) in undifferentiated hESCs and hESC-derived neural epithelial cells (NECs) showed that SOX2 was capable to interact with PAX6 in NECs and with OCT4 in hESCs (Fig. 4f, g). Consistent with the report that mouse Pax6 interacts with Sox2 using the same Sox2 interface as the Sox2-Oct4 binding [44], mutations in human SOX2-HMG domain were shown to similarly affect SOX2 interaction with OCT4 and PAX6 (Additional file 1: Figure S4B-D). Moreover, the expression of the increasing amount of PAX6 revealed a reduction in SOX2-OCT4 interaction and an increase in SOX2-PAX6 interaction (Additional file 1: Figure S4E). This suggests that PAX6 induction might also affect SOX2-OCT4 interaction and transcriptional regulatory function.
Altogether, our results demonstrate that PAX6 is rapidly upregulated upon neural differentiation in hESCs and is able to interact with SOX2. This newly formed SOX2-PAX6 complex may function to inhibit OCT4 expression and affect the transcriptional states of cells, leading to hESC neural differentiation.
SOX2-OCT4 and SOX2-PAX6 regulate different target genes
To further investigate the function of SOX2-OCT4 and SOX2-PAX6 complexes in hESCs and during their neural differentiation, we next thought to explore their transcriptional regulatory functions by analysing publically available chromatin immunoprecipitation-sequencing (ChIP-Seq) datasets of OCT4 in hESCs [30, 31], SOX2 in hESCs and derived NPCs [32, 33] and PAX6 in hESC-derived NECs [25] alongside the histone mark H3K27ac [34]. Although these datasets are from different laboratories and experiments, they were generated from similar hESC culture conditions and the same neural differentiation protocols, and they are the most closely associated data available. All the datasets were analysed for motif enrichment prior to further analysis, and the top results from all OCT4 and SOX2 ChIP-Seq data were all OCT4 and SOX2 motifs, which certify the specificity of these datasets. PAX6 dataset did not show specific motif enrichment as previously reported [25]. SOX2 was detected to bind to 19,947 and 81,007 sites genome wide in hESCs and hNPCs, respectively, with 61% of these sites overlapping with OCT4 in hESCs and 7.4% with PAX6 in hNPCs (Fig. 5a, Additional file 1: Figure S5A,B). As expected, both SOX2-OCT4 and SOX2-PAX6 were predominantly detected at intergenic and intronic regions (> 90%) rather than promoter transcription start sites (TSS) (Fig. 5b). Heatmap analyses further revealed an evident association in the localization of SOX2 and OCT4 binding at these sites in hESCs, which was correlated with the active enhancer marker H3K27ac. This confirmed that SOX2 and OCT4 coordinately regulate the expression of their target genes. A similar pattern was also observed for SOX2 and PAX6 in hNPCs, although SOX2 might independently cooperate with other neural TFs in these committed neural progenitors (Fig. 5c). Assuming that SOX2-OCT4 and SOX2-PAX6 are more likely to regulate the nearest genes to their binding sites in hESCs and hNPCs, respectively, we carried out Gene Ontology analysis on identified affiliated gene targets. This analysis revealed that although both sets of genes were commonly associated with developmental processes, SOX2-PAX6 targets were more specifically involved in the development of the nervous system (Fig. 5d). Interestingly, 67% (2246/3347 genes) of the SOX2-PAX6-H3K27ac targets in hNPCs were also occupied by SOX2-OCT4 in hESCs despite not all of the sites being associated with H3K27ac in this cell type. In contrast, only 38% (1988/6261 genes) of SOX2-OCT4-H3K27ac sites in hESCs were targeted by SOX2-PAX6 in hNPCs (Additional file 1: Figure S5C). This denotes that many SOX2-PAX6 targets in hNPCs might be pre-marked by SOX2-OCT4 in hESCs regardless of their activation status, whereas the majority of the SOX2-OCT4 active targets in hESCs are not being regulated by SOX2-PAX6 in hNPCs. Inspection of the latter group, interestingly, revealed a significant enrichment of genes involved in metabolic processes (Fig. 5e), suggesting that SOX2-OCT4 might have a crucial function in the maintenance of pluripotency via regulating cell metabolism. Differential regulatory functions for SOX2-OCT4 and SOX2-PAX6 were also supported by motif enrichment analysis, by which SOX2-OCT4 bound regulatory regions were confirmed to encompass several DNA binding motifs of other pluripotency-associated factors, such as c-MYC and KLF5, as well as key mesendoderm-associated transcription factors, including FOXA2, FOXH1 and GATA4. In contrast, SOX2-PAX6 regulatory regions were the most closely associated with NTF motifs, as exemplified by OTX2, ACL1, OLIG2 and NEUROD (Fig. 5f). To further validate the functional implication of SOX2-PAX6 binding, we analysed the mRNA expression of their target genes in early neural differentiating hESCs using our previous RNA-Seq data [45]. A total of 1631 SOX2-PAX6 target transcripts were detected in our dataset with ~ 30% showing upregulation and ~ 20% showing downregulation. GO analysis of both gene sets revealed that the upregulated genes are more specifically involved in neural differentiation, whereas the downregulated ones are associated with generic terms of organismal development (Additional file 1: Figure S5D). These data further support that the SOX2-PAX6 complex has a critical function in activating neural gene expression, hence implying an important role in neural differentiation of hESCs.
SOX2-PAX6 complex differentially regulates OCT4 and BRN2 expression
Given that ectopically expressing PAX6 into undifferentiated hESCs quickly and significantly reduced OCT4 expression (Fig. 4d, e), it is plausible that PAX6 or the SOX2-PAX6 complex may directly bind to OCT4 enhancer to repress OCT4 expression. To directly address this, a luciferase reporter assay was carried out in hESCs, in which luciferase expression was driven by various OCT4 regulatory elements (Fig. 6a). As expected, the OCT4 enhancer-driving reporters exhibited significantly higher luciferase activities compared to the mini-promoter among which the OCT4 proximal enhancer (PE)-luciferase produced the highest activities (Additional file 1: Figure S6A), confirming that OCT4 is mainly regulated by its PE element in hESCs [46, 47]. When ectopically expressed in hESCs, PAX6 was shown to significantly reduce the OCT4 enhancer-driven luciferase activities (Fig. 6a). However, it is unclear whether this repression is by direct binding of PAX6 on OCT4 enhancer or an indirect suppression via other factors. Although the PAX6 ChIP-Seq data in hNPCs did not detect enrichment on OCT4, it could not be completely excluded the possibility that PAX6 might bind to OCT4 enhancers to repress them by inducing epigenetic remodelling, e.g. DNA methylation, which then makes the enhancers inaccessible for further binding. To support this view, SOX2 ChIP-Seq in hNPCs also did not detect the binding on OCT4 enhancers either [33]. Since this dynamic process occurs rapidly upon PAX6 is upregulated, it is very difficult for us to test this experimentally.
Interestingly, we noticed from our analysis of the ChIP-Seq datasets that SOX2 and PAX6 are co-enriched in human NPCs at a region located ~ 200 kb upstream of its nearest gene, POU3F2, encoding BRN2 (Additional file 1: Figure S6B). This region was recently identified by Promoter Capture Hi-C analysis as an enhancer region of POU3F2, which exhibited regulation on reporter gene expression in the CNS of mouse embryos [48]. To verify the regulatory function of SOX2 and PAX6 in this region, a BRN2-luciferase reporter assay, in which this enhancer sequence was inserted upstream of the tk mini-promoter, was performed in the hESC-derived NPCs (Figs. 6c, d). Upon knockdown of SOX2 in the NPCs, the BRN2-luciferase activity was dramatically reduced, whilst it was significantly increased after overexpressing PAX6 (Fig. 6e). As SOX2 interacts with PAX6 in hNECs (Fig. 4e) and their binding peaks overlap at this region, it is likely that both SOX2 and PAX6 jointly activate BRN2 expression. This is also supported by the observations that BRN2 expression lagged behind PAX6 upregulation during hESC early neural differentiation (Fig. 4a, b). Our analysis on SOX2-PAX6 cooperative binding motifs based on published datasets did not identify with confidence a consensus PAX6 motif, which is in line with other reports [25, 49]. However, this impeded us for motif mutation analysis. Nonetheless, taken together, our data suggest that SOX2 and PAX6 together play a critical role in the regulation of OCT4 and BRN2 expression, inhibiting OCT4 expression and activating BRN2 expression, therefore promoting hESC neural differentiation.
Discussion
The notion that the core pluripotency factors Oct4 and Sox2 play a key role not only in maintaining cell pluripotency but also in the determination of lineage specification [12] has attracted great attention from stem cell researchers as this idea bridges the mechanistic transition from a pluripotent stem cell (PSC) to a lineage-specific cell type. Using genetic manipulations, here, we provide direct evidence that SOX2 has a dual function in hESCs: maintaining the pluripotency and promoting their neural differentiation. In the absence of SOX2, hESCs and hESC-derived hNPCs are unable to retain their pluripotent and neural progenitor properties, respectively. Although we also observed a significant upregulation of SOX3 mRNA in SOX2-knockdown hESCs as previously reported [4], this increase of SOX3 did not compensate for the SOX2 deficiency to maintain hESCs in a pluripotent state in our experiments, an observation that differs from a previous report [4], but is in agreement with the others [17, 18]. This discrepancy could be attributed to several factors, such as culture conditions, degree of SOX2 knockdown and even pluripotency status. Our results indicate that SOX2 is an essential factor in hESCs, as it is in mESCs, for the maintenance of their self-renewal and pluripotency.
Interestingly, our experiments showed that overexpression of SOX2 in hESCs leads to two distinct phenotypes, depending on their culture environments. Under self-renewing conditions, SOX2 overexpression increases OCT4 expression, represses spontaneous differentiation and enhances hESC self-renewal; whereas upon release from self-renewing conditions, high levels of SOX2 result in activation of neural genes, repressing mesendoderm markers and promoting hESC neural differentiation. These results are in agreement with the previous reports in mESCs [16] and in hESCs [4] and further confirm that SOX2 has a dual functional role in PSCs.
Given that culture environments greatly affect the function(s) of SOX2 in hESCs, and that SOX2 requires interacting partners for its transcriptional activity, we anticipated that the outcome of SOX2 action might be determined by its key interacting partners [19, 50]. In addition to OCT4, the well-studied SOX2 partner in pluripotent hESCs, we identified PAX6 as an important SOX2 partner for hESC neural initiation based on the following evidence: (1) activation of PAX6 is an early event during hESC neural differentiation (Fig. 4), and it is also expressed in the single-layered NECs in early human embryos [22]; (2) PAX6 and SOX2 are expressed in the same NEC region during early human embryonic brain development, and PAX6 is able to interact with SOX2 in a similar manner as OCT4 (Additional file 1: Figure S4) [44]; (3) in the absence of PAX6, hESC neural differentiation is considerably impeded, whereas ectopic expression of PAX6 in hESCs results in neural ectoderm formation even under hESC self-renewing culture conditions [22]; (4) expression of PAX6 in hESCs significantly reduces OCT4 expression (Figs. 4 and 6); and (5) SOX2-PAX6 target genes are mainly associated with neural differentiation and nervous system development (Fig. 5). Therefore, we deem that SOX2-PAX6 complex might have a consolidating role during neural differentiation by promoting pre-neuroectoderm cells generated via inhibition of dual-Smads pathways [51, 52] to become neural progenitors. The role of the complex would include enhancing neural gene expression and inhibiting genes associated with pluripotency and mesendoderm lineages, although the mechanisms that induce locus-binding specificity of SOX2-PAX6 remains elusive due to the lack of specific binding motif of PAX6 [25]. Given that PAX6 ectopic expression was shown to enforce hESC neural differentiation [22], SOX2-PAX6 might also play a role in driving hESC neural differentiation if sufficient PAX6 is expressed.
Noteworthy, in genome-wide ChIP-Seq analysis, over 60% of the SOX2-PAX6-bound regions in hNPCs are also bound by SOX2-OCT4 in hESCs (Additional file 1: Figure S5C), which is in line with the previous finding [53], indicating that these regions may be pre-marked in hESCs prior to their timely activation upon differentiation. In addition, we noticed that only a small proportion of SOX2-binding regions in hNPCs are co-occupied by PAX6, whilst a considerable number of SOX2-binding sites are co-bound by OCT4 in hESCs. This might be due to the fact that PAX6 is mainly required to interact with SOX2 transiently for neural initiation by suppressing pluripotent genes (e.g. OCT4) and activating other NTFs (e.g. BRN2). Upon committing to neural differentiation, newly activated NTFs can, in turn, interact with SOX2 to specify different types of NPCs. Alternatively, unidentified NTFs might also function similarly to PAX6 as SOX2 partners for neural initiation eliciting the formation of distinct SOX2 complexes and hence the concomitant generation of different NPC subpopulations. Indeed, 14 different types of neural progenitors are identified from hESC neural differentiation using single-cell RNA-Seq [43].
Conclusion
Taken together, our study demonstrates that Sox2 is a key factor in controlling PSC cell fate determination in humans as that in mice. The interaction of Sox2 with different partners dictates its function as either a pluripotent factor or a neural differentiation promoter. OCT4 is the key SOX2 partner for hESC pluripotency, whilst PAX6 is an important SOX2 partner for determining hESC neural specification after the exit of pluripotency. This study provides important experimental evidence to support the dual function of SOX2 as a pluripotent factor as well as a lineage specifier and to unveil a possible underlying mechanism for this SOX2 function.
Additional file
Acknowledgements
We thank the members of Cui and Azuara’s laboratories for the technical assistance and scientific feedback, particularly Jason Yu, Rute Tomaz, Thamil Selvee Ramasamy and Yunnan Gao. We also thank Professor LW. Stanton of the Genome Institute of Singapore for sharing the PAX6 ChIP-Seq raw dataset with us and Professors V. Episkopou and Dr. T. Rodriguez of Imperial College London for their helpful discussions.
Funding
This work is supported by a grant from Genesis Research Trust (grant number P09727). EB is funded by the UK MRC PhD scholarship, and FACS facility support was provided by the National Institute for Health Research (NIHR) Imperial Biomedical Research Centre (BRC).
Availability of data and material
All data and materials except hESCs will be available. The hESCs are under original MTA restrictions.
Abbreviations
- ChIP-Seq
Chromatin immunoprecipitation sequencing
- CNS
Central nervous system
- Co-IP
Co-immunoprecipitation
- ESCs
Embryonic stem cells
- hESCs
Human ESCs
- KD
Knockdown
- KSR
Knockout serum replacement
- MEF-CM
mouse embryonic fibroblast - conditioned medium
- mESCs
mouse ESCs
- NECs
Neural epithelial cells
- NPCs
Neural progenitor cells
- OE
Overexpression
- PE
Proximal enhancer
- PSCs
Pluripotent stem cells
- TFs
Transcription factors
- TSS
Transcription start site
Authors’ contributions
SZ and WC conceived the study and experimental design. SZ, HZ SB and SAMI generated and characterised SOX2-OE and KD hESCs and executed all the molecular and cellular experiments. EB, VA and WC designed and performed the ChIP-Seq bioinformatics and single-cell RNA-Seq analysis. WC, SZ, VA and EB contributed to the writing or editing of the manuscript.
Ethics approval and consent to participate
Not applicable.
Consent for publication
Not applicable.
Competing interests
The authors declare that they have no competing interests.
Publisher’s Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Contributor Information
Shuchen Zhang, Email: sczhangobgyn@gmail.com.
Emma Bell, Email: emma.bell@uhnresearch.ca.
Huihan Zhi, Email: huihan.zhi15@imperial.ac.uk.
Sarah Brown, Email: sarah.v.brown@kcl.ac.uk.
Siti A. M. Imran, Email: siti.muhammad-imran13@imperial.ac.uk
Véronique Azuara, Email: v.azuara@imperial.ac.uk.
Wei Cui, Phone: +44(0)20-75942124, Email: wei.cui@imperial.ac.uk.
References
- 1.Takahashi K, Yamanaka S. Induction of pluripotent stem cells from mouse embryonic and adult fibroblast cultures by defined factors. Cell. 2006;126(4):663–676. doi: 10.1016/j.cell.2006.07.024. [DOI] [PubMed] [Google Scholar]
- 2.Vierbuchen T, Ostermeier A, Pang ZP, Kokubu Y, Sudhof TC, Wernig M. Direct conversion of fibroblasts to functional neurons by defined factors. Nature. 2010;463(7284):1035–1041. doi: 10.1038/nature08797. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 3.Yeo JC, Ng HH. The transcriptional regulation of pluripotency. Cell Res. 2013;23(1):20–32. doi: 10.1038/cr.2012.172. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 4.Wang Z, Oron E, Nelson B, Razis S, Ivanova N. Distinct lineage specification roles for NANOG, OCT4, and SOX2 in human embryonic stem cells. Cell Stem Cell. 2012;10(4):440–454. doi: 10.1016/j.stem.2012.02.016. [DOI] [PubMed] [Google Scholar]
- 5.Lodato MA, Ng CW, Wamstad JA, Cheng AW, Thai KK, Fraenkel E, Jaenisch R, Boyer LA. SOX2 co-occupies distal enhancer elements with distinct POU factors in ESCs and NPCs to specify cell state. PLoS Genet. 2013;9(2):e1003288. doi: 10.1371/journal.pgen.1003288. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 6.Zhang S, Cui W. Sox2, a key factor in the regulation of pluripotency and neural differentiation. World J Stem Cells. 2014;6(3):305–311. doi: 10.4252/wjsc.v6.i3.305. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 7.Gerrard L, Rodgers L, Cui W. Differentiation of human embryonic stem cells to neural lineages in adherent culture by blocking bone morphogenetic protein signaling. Stem Cells. 2005;23(9):1234–1241. doi: 10.1634/stemcells.2005-0110. [DOI] [PubMed] [Google Scholar]
- 8.Thomson M, Liu SJ, Zou LN, Smith Z, Meissner A, Ramanathan S. Pluripotency factors in embryonic stem cells regulate differentiation into germ layers. Cell. 2011;145(6):875–889. doi: 10.1016/j.cell.2011.05.017. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 9.Yu JS, Ramasamy TS, Murphy N, Holt MK, Czapiewski R, Wei SK, Cui W. PI3K/mTORC2 regulates TGF-beta/Activin signalling by modulating Smad2/3 activity via linker phosphorylation. Nat Commun. 2015;6:7212. doi: 10.1038/ncomms8212. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 10.Graham V, Khudyakov J, Ellis P, Pevny L. SOX2 functions to maintain neural progenitor identity. Neuron. 2003;39(5):749–765. doi: 10.1016/s0896-6273(03)00497-5. [DOI] [PubMed] [Google Scholar]
- 11.Ring KL, Tong LM, Balestra ME, Javier R, Andrews-Zwilling Y, Li G, Walker D, Zhang WR, Kreitzer AC, Huang Y. Direct reprogramming of mouse and human fibroblasts into multipotent neural stem cells with a single factor. Cell Stem Cell. 2012;11(1):100–109. doi: 10.1016/j.stem.2012.05.018. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 12.Loh KM, Lim B. A precarious balance: pluripotency factors as lineage specifiers. Cell Stem Cell. 2011;8(4):363–369. doi: 10.1016/j.stem.2011.03.013. [DOI] [PubMed] [Google Scholar]
- 13.Avilion AA, Nicolis SK, Pevny LH, Perez L, Vivian N, Lovell-Badge R. Multipotent cell lineages in early mouse development depend on SOX2 function. Genes Dev. 2003;17(1):126–140. doi: 10.1101/gad.224503. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 14.Masui S, Nakatake Y, Toyooka Y, Shimosato D, Yagi R, Takahashi K, Okochi H, Okuda A, Matoba R, Sharov AA, et al. Pluripotency governed by Sox2 via regulation of Oct3/4 expression in mouse embryonic stem cells. Nat Cell Biol. 2007;9(6):625–635. doi: 10.1038/ncb1589. [DOI] [PubMed] [Google Scholar]
- 15.Kopp JL, Ormsbee BD, Desler M, Rizzino A. Small increases in the level of Sox2 trigger the differentiation of mouse embryonic stem cells. Stem Cells. 2008;26(4):903–911. doi: 10.1634/stemcells.2007-0951. [DOI] [PubMed] [Google Scholar]
- 16.Zhao S, Nichols J, Smith AG, Li M. SoxB transcription factors specify neuroectodermal lineage choice in ES cells. Mol Cell Neurosci. 2004;27(3):332–342. doi: 10.1016/j.mcn.2004.08.002. [DOI] [PubMed] [Google Scholar]
- 17.Adachi K, Suemori H, Yasuda SY, Nakatsuji N, Kawase E. Role of SOX2 in maintaining pluripotency of human embryonic stem cells. Genes Cells. 2010;15(5):455–470. doi: 10.1111/j.1365-2443.2010.01400.x. [DOI] [PubMed] [Google Scholar]
- 18.Fong H, Hohenstein KA, Donovan PJ. Regulation of self-renewal and pluripotency by Sox2 in human embryonic stem cells. Stem Cells. 2008;26(8):1931–1938. doi: 10.1634/stemcells.2007-1002. [DOI] [PubMed] [Google Scholar]
- 19.Kondoh H, Kamachi Y. SOX-partner code for cell specification: regulatory target selection and underlying molecular mechanisms. Int J Biochem Cell Biol. 2010;42(3):391–399. doi: 10.1016/j.biocel.2009.09.003. [DOI] [PubMed] [Google Scholar]
- 20.Boyer LA, Lee TI, Cole MF, Johnstone SE, Levine SS, Zucker JP, Guenther MG, Kumar RM, Murray HL, Jenner RG, et al. Core transcriptional regulatory circuitry in human embryonic stem cells. Cell. 2005;122(6):947–956. doi: 10.1016/j.cell.2005.08.020. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 21.Iwafuchi-Doi M, Matsuda K, Murakami K, Niwa H, Tesar PJ, Aruga J, Matsuo I, Kondoh H. Transcriptional regulatory networks in epiblast cells and during anterior neural plate development as modeled in epiblast stem cells. Development. 2012;139(21):3926–3937. doi: 10.1242/dev.085936. [DOI] [PubMed] [Google Scholar]
- 22.Zhang X, Huang CT, Chen J, Pankratz MT, Xi J, Li J, Yang Y, Lavaute TM, Li XJ, Ayala M, et al. Pax6 is a human neuroectoderm cell fate determinant. Cell Stem Cell. 2010;7(1):90–100. doi: 10.1016/j.stem.2010.04.017. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 23.Gerrard L, Zhao D, Clark AJ, Cui W. Stably transfected human embryonic stem cell clones express OCT4-specific green fluorescent protein and maintain self-renewal and pluripotency. Stem Cells. 2005;23(1):124–133. doi: 10.1634/stemcells.2004-0102. [DOI] [PubMed] [Google Scholar]
- 24.Noisa P, Ramasamy TS, Lamont FR, Yu JS, Sheldon MJ, Russell A, Jin X, Cui W. Identification and characterisation of the early differentiating cells in neural differentiation of human embryonic stem cells. PLoS One. 2012;7(5):e37129. doi: 10.1371/journal.pone.0037129. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 25.Bhinge A, Poschmann J, Namboori SC, Tian X, Jia Hui Loh S, Traczyk A, Prabhakar S, Stanton LW. MiR-135b is a direct PAX6 target and specifies human neuroectoderm by inhibiting TGF-beta/BMP signaling. EMBO J. 2014;33(11):1271–1283. doi: 10.1002/embj.201387215. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 26.Ross PJ, Suhr ST, Rodriguez RM, Chang EA, Wang K, Siripattarapravat K, Ko T, Cibelli JB. Human-induced pluripotent stem cells produced under xeno-free conditions. Stem Cells Dev. 2010;19(8):1221–1229. doi: 10.1089/scd.2009.0459. [DOI] [PubMed] [Google Scholar]
- 27.Ovando-Roche P, Yu JS, Testori S, Ho C, Cui W. TRF2-mediated stabilization of hREST4 is critical for the differentiation and maintenance of neural progenitors. Stem Cells. 2014;32(8):2111–2122. doi: 10.1002/stem.1725. [DOI] [PubMed] [Google Scholar]
- 28.Wiznerowicz M, Trono D. Conditional suppression of cellular genes: lentivirus vector-mediated drug-inducible RNA interference. J Virol. 2003;77(16):8957–8961. doi: 10.1128/JVI.77.16.8957-8961.2003. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 29.Bass AJ, Watanabe H, Mermel CH, Yu S, Perner S, Verhaak RG, Kim SY, Wardwell L, Tamayo P, Gat-Viks I, et al. SOX2 is an amplified lineage-survival oncogene in lung and esophageal squamous cell carcinomas. Nat Genet. 2009;41(11):1238–1242. doi: 10.1038/ng.465. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 30.Gertz J, Savic D, Varley KE, Partridge EC, Safi A, Jain P, Cooper GM, Reddy TE, Crawford GE, Myers RM. Distinct properties of cell-type-specific and shared transcription factor binding sites. Mol Cell. 2013;52(1):25–36. doi: 10.1016/j.molcel.2013.08.037. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 31.Ji X, Dadon DB, Powell BE, Fan ZP, Borges-Rivera D, Shachar S, Weintraub AS, Hnisz D, Pegoraro G, Lee TI, et al. 3D chromosome regulatory landscape of human pluripotent cells. Cell Stem Cell. 2016;18(2):262–275. doi: 10.1016/j.stem.2015.11.007. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 32.Ng SY, Bogu GK, Soh BS, Stanton LW. The long noncoding RNA RMST interacts with SOX2 to regulate neurogenesis. Mol Cell. 2013;51(3):349–359. doi: 10.1016/j.molcel.2013.07.017. [DOI] [PubMed] [Google Scholar]
- 33.Zhou C, Yang X, Sun Y, Yu H, Zhang Y, Jin Y. Comprehensive profiling reveals mechanisms of SOX2-mediated cell fate specification in human ESCs and NPCs. Cell Res. 2016;26(2):171–189. doi: 10.1038/cr.2016.15. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 34.Rada-Iglesias A, Bajpai R, Swigut T, Brugmann SA, Flynn RA, Wysocka J. A unique chromatin signature uncovers early developmental enhancers in humans. Nature. 2011;470(7333):279–283. doi: 10.1038/nature09692. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 35.Edgar R, Domrachev M, Lash AE. Gene Expression Omnibus: NCBI gene expression and hybridization array data repository. Nucleic Acids Res. 2002;30(1):207–210. doi: 10.1093/nar/30.1.207. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 36.Bolger AM, Lohse M, Usadel B. Trimmomatic: a flexible trimmer for Illumina sequence data. Bioinformatics. 2014;30(15):2114–2120. doi: 10.1093/bioinformatics/btu170. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 37.Langmead B, Salzberg SL. Fast gapped-read alignment with Bowtie 2. Nat Methods. 2012;9(4):357–359. doi: 10.1038/nmeth.1923. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 38.Feng J, Liu T, Qin B, Zhang Y, Liu XS. Identifying ChIP-seq enrichment using MACS. Nat Protoc. 2012;7(9):1728–1740. doi: 10.1038/nprot.2012.101. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 39.Heinz S, Benner C, Spann N, Bertolino E, Lin YC, Laslo P, Cheng JX, Murre C, Singh H, Glass CK. Simple combinations of lineage-determining transcription factors prime cis-regulatory elements required for macrophage and B cell identities. Mol Cell. 2010;38(4):576–589. doi: 10.1016/j.molcel.2010.05.004. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 40.Mi H, Muruganujan A, Casagrande JT, Thomas PD. Large-scale gene function analysis with the PANTHER classification system. Nat Protoc. 2013;8(8):1551–1566. doi: 10.1038/nprot.2013.092. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 41.Kamachi Y, Uchikawa M, Tanouchi A, Sekido R, Kondoh H. Pax6 and SOX2 form a co-DNA-binding partner complex that regulates initiation of lens development. Genes Dev. 2001;15(10):1272–1286. doi: 10.1101/gad.887101. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 42.Tanaka S, Kamachi Y, Tanouchi A, Hamada H, Jing N, Kondoh H. Interplay of SOX and POU factors in regulation of the Nestin gene in neural primordial cells. Mol Cell Biol. 2004;24(20):8834–8846. doi: 10.1128/MCB.24.20.8834-8846.2004. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 43.Yao Z, Mich JK, Ku S, Menon V, Krostag AR, Martinez RA, Furchtgott L, Mulholland H, Bort S, Fuqua MA, et al. A single-cell roadmap of lineage bifurcation in human ESC models of embryonic brain development. Cell Stem Cell. 2017;20(1):120–134. doi: 10.1016/j.stem.2016.09.011. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 44.Remenyi A, Lins K, Nissen LJ, Reinbold R, Scholer HR, Wilmanns M. Crystal structure of a POU/HMG/DNA ternary complex suggests differential assembly of Oct4 and Sox2 on two enhancers. Genes Dev. 2003;17(16):2048–2059. doi: 10.1101/gad.269303. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 45.Wu JQ, Habegger L, Noisa P, Szekely A, Qiu C, Hutchison S, Raha D, Egholm M, Lin H, Weissman S, et al. Dynamic transcriptomes during neural differentiation of human embryonic stem cells revealed by short, long, and paired-end sequencing. Proc Natl Acad Sci U S A. 2010;107(11):5254–5259. doi: 10.1073/pnas.0914114107. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 46.Gafni O, Weinberger L, Mansour AA, Manor YS, Chomsky E, Ben-Yosef D, Kalma Y, Viukov S, Maza I, Zviran A, et al. Derivation of novel human ground state naive pluripotent stem cells. Nature. 2013;504(7479):282–286. doi: 10.1038/nature12745. [DOI] [PubMed] [Google Scholar]
- 47.Theunissen TW, Powell BE, Wang H, Mitalipova M, Faddah DA, Reddy J, Fan ZP, Maetzel D, Ganz K, Shi L, et al. Systematic identification of culture conditions for induction and maintenance of naive human pluripotency. Cell Stem Cell. 2014;15(4):471–487. doi: 10.1016/j.stem.2014.07.002. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 48.Freire-Pritchett P, Schoenfelder S, Varnai C, Wingett SW, Cairns J, Collier AJ, Garcia-Vilchez R, Furlan-Magaril M, Osborne CS, Fraser P, et al. Global reorganisation of cis-regulatory units upon lineage commitment of human embryonic stem cells. Elife. 2017;6:e21926. [DOI] [PMC free article] [PubMed]
- 49.Narasimhan K, Pillay S, Huang YH, Jayabal S, Udayasuryan B, Veerapandian V, Kolatkar P, Cojocaru V, Pervushin K, Jauch R. DNA-mediated cooperativity facilitates the co-selection of cryptic enhancer sequences by SOX2 and PAX6 transcription factors. Nucleic Acids Res. 2015;43(3):1513–1528. doi: 10.1093/nar/gku1390. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 50.Kamachi Y, Uchikawa M, Kondoh H. Pairing SOX off: with partners in the regulation of embryonic development. Trends Genet. 2000;16(4):182–187. doi: 10.1016/s0168-9525(99)01955-1. [DOI] [PubMed] [Google Scholar]
- 51.Teo AK, Arnold SJ, Trotter MW, Brown S, Ang LT, Chng Z, Robertson EJ, Dunn NR, Vallier L. Pluripotency factors regulate definitive endoderm specification through eomesodermin. Genes Dev. 2011;25(3):238–250. doi: 10.1101/gad.607311. [DOI] [PMC free article] [PubMed] [Google Scholar]
- 52.Timmer JR, Wang C, Niswander L. BMP signaling patterns the dorsal and intermediate neural tube via regulation of homeobox and helix-loop-helix transcription factors. Development. 2002;129(10):2459–2472. doi: 10.1242/dev.129.10.2459. [DOI] [PubMed] [Google Scholar]
- 53.Tsankov AM, Gu H, Akopian V, Ziller MJ, Donaghey J, Amit I, Gnirke A, Meissner A. Transcription factor binding dynamics during human ES cell differentiation. Nature. 2015;518(7539):344–349. doi: 10.1038/nature14233. [DOI] [PMC free article] [PubMed] [Google Scholar]
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Data Availability Statement
All data and materials except hESCs will be available. The hESCs are under original MTA restrictions.