Dissecting neural differentiation regulatory networks through epigenetic footprinting
Ontology highlight
ABSTRACT:
ORGANISM(S): Homo sapiens
PROVIDER: GSE62193 | GEO | 2014/11/02
SECONDARY ACCESSION(S): PRJNA263414
REPOSITORIES: GEO
Similar Datasets
Project description:Human pluripotent stem cell derived models that accurately recapitulate neural development in vitro and allow for the generation of specific neuronal subtypes are of major interest to the stem cell and biomedical community. Notch signaling, particularly through the Notch effector HES5, is a major pathway critical for the onset and maintenance of neural progenitor cells (NPCs) in the embryonic and adult nervous system1-3. Use of a HES5 reporter enables the isolation distinct populations of human embryonic stem (ES) cell derived NPCs that represent building blocks of cortical development in vitro4. Here, we report the transcriptional and epigenomic analysis of six consecutive stages of human ES cell differentiation along the neural lineage aimed at modeling key cell fate decisions including specification, expansion and patterning during the ontogeny of neural stem and progenitor cells. In order to dissect the regulatory mechanisms that orchestrate the stage-specific differentiation process we developed a computational framework to infer key regulators of each cell state transition based on the progressive remodeling of the epigenetic landscape and then validated these through a pooled shRNA screen. We were also able to refine our previous observations on epigenetic priming at transcription factor binding sites and show here that they are mediated by combinations of core and stage-specific factors. Taken together, we demonstrate the utility of our reference maps and outline a general framework, not limited to the context of the neural lineage, to dissect regulatory circuits of differentiation. hESC were differentiated in vitro into 5 different NPC populations (NE, ERG, MRG, LRG and LNP) over a time period of 220 days. The hESCs and the first 3 NPC populations (NE, ERG, MRG) were subjected to ChIP-Seq for H3K4m3, H3K4me1, H3K27ac and H3K27me3 as well as RNA-Seq with two biological replicates each as well as whole genome bisulfite sequencing in singlicate. The last two populations (LRG, LNP) were both profiled by RRBS and the LRG populations also by RNA-Seq. In addition, each of the first three NPC populations were differentiated into more mature neuronal populations (NEdN, ERGdN, MRGdN). The LRG population was differentiated along the astrocyte fate (LRGdA). Each of these more mature populations was subjected to RNA-Seq in replicate. Finally, the NE and MRG populations were profiled for the transcription facctor OTX2 by ChIP-Seq.
2014-11-02 | E-GEOD-62193 | biostudies-arrayexpress
Project description:Decoding heterogeneity of pluripotent stem cell (PSC)-derived neural progeny is fundamental for revealing the origin of diverse progenitors, for defining their lineages, and for identifying fate determinants driving transition through distinct potencies. Here we prospectively isolated consecutively appearing PSC-derived primary progenitors based on their Notch activation state. We first isolate early neuroepithelial cells and show their broad Notch-dependent developmental and proliferative potential. Neuroepithelial cells further yield successive Notch-dependent functional primary progenitors, from early and mid neurogenic radial glia and their derived basal progenitors, to gliogenic radial glia and adult-like neural progenitors, together recapitulating hallmarks of neural stem cell (NSC) ontogeny. Gene expression profiling reveals dynamic stage specific transcriptional patterns that may link development of distinct progenitor identities through Notch activation. Our observations provide a platform for characterization and manipulation of distinct progenitor cell types amenable for developing streamlined neural lineage specification paradigms for modeling development in health and disease. Human embryonic stem cells (hESCs) H9 were differentiated into 5 distinct populations of neural precursor cells (NPCs) over a time course of 200 days. Each neural precursor populations was then sorted for HES5 expression based on a GFP-HES5 reporter. Both the HES5 positive and HES5 negative populations were then subjected to microarray profiling in singlicate, as well as the hESCs using GeneChipPrimeView Human Gene Expression Array
2015-02-18 | E-GEOD-65369 | biostudies-arrayexpress
Project description:Expression profiles for isogenic (129SvJae x C57BL/6) murine embryonic stem (ES) cells, neural precursors (NPC) obtained through in vitro differentiation of the ES cells, and embryonic fibroblasts (MEF) obtained at day 13.5. Experiment Overall Design: 3 replicates of wt ES cells, 3 replicates of wt NPCs obtained by in vitro differentiation, 2 replicated of primary MEFs
2008-06-15 | E-GEOD-8024 | biostudies-arrayexpress
Project description:Sivakumar2011 - Notch Signaling Pathway
Notch is a transmembrane receptor that mediates local cell-cell communication and coordinates a signaling cascade. It plays a key role in modulating cell fate decisions throughout the development of invertebrate and vertebrate species and the misregulation leads to a number of human diseases.
References:
Notch signaling: from the outside in.
Notch signaling in hematopoiesis and early lymphocyte development.
An overview of the Notch signalling pathway.
Notch and cancer: best to avoid the ups and downs.
Notch signaling: control of cell communication and cell fate.
This model is described in the article:
A systems biology approach to model neural stem cell regulation by notch, shh, wnt, and EGF signaling pathways.
Sivakumar KC, Dhanesh SB, Shobana S, James J, Mundayoor S.
Omics: a Journal of Integrative Biology. 2011; 15(10):729-737
Abstract:
The Notch, Sonic Hedgehog (Shh), Wnt, and EGF pathways have long been known to influence cell fate specification in the developing nervous system. Here we attempted to evaluate the contemporary knowledge about neural stem cell differentiation promoted by various drug-based regulations through a systems biology approach. Our model showed the phenomenon of DAPT-mediated antagonism of Enhancer of split [E(spl)] genes and enhancement of Shh target genes by a SAG agonist that were effectively demonstrated computationally and were consistent with experimental studies. However, in the case of model simulation of Wnt and EGF pathways, the model network did not supply any concurrent results with experimental data despite the fact that drugs were added at the appropriate positions. This paves insight into the potential of crosstalks between pathways considered in our study. Therefore, we manually developed a map of signaling crosstalk, which included the species connected by representatives from Notch, Shh, Wnt, and EGF pathways and highlighted the regulation of a single target gene, Hes-1, based on drug-induced simulations. These simulations provided results that matched with experimental studies. Therefore, these signaling crosstalk models complement as a tool toward the discovery of novel regulatory processes involved in neural stem cell maintenance, proliferation, and differentiation during mammalian central nervous system development. To our knowledge, this is the first report of a simple crosstalk map that highlights the differential regulation of neural stem cell differentiation and underscores the flow of positive and negative regulatory signals modulated by drugs.
This model is hosted on BioModels Database and identified by: BIOMD0000000396.
To cite BioModels Database, please use: BioModels Database: An enhanced, curated and annotated resource for published quantitative kinetic models.
To the extent possible under law, all copyright and related or neighbouring rights to this encoded model have been dedicated to the public domain worldwide. Please refer to CC0 Public Domain Dedication for more information.
2011-11-02 | BIOMD0000000396 | BioModels
Project description:Notch signaling plays a role in specifying a cardiac fate but the downstream effectors remain unknown. In this study we implicate the Notch downstream effector HES5 in cardiogenesis. We show transient Hes5 expression in early mesoderm of gastrulating embryos and demonstrate, by loss and gain-of-function experiments in mouse embryonic stem cells, that HES5 favors cardiac over primitive erythroid fate. Hes5 overexpression promotes upregulation of the cardiac gene Isl1, while the hematopoietic regulator Scl is downregulated. Moreover, whereas a pulse of Hes5 instructs cardiac commitment, sustained expression after lineage specification impairs progression of differentiation to contracting cardiomyocytes. These findings establish a role for HES5 in cardiogenesis and provide insights into the early cardiac molecular network.
2017-06-22 | GSE64540 | GEO
Project description:Sivakumar2011_NeuralStemCellDifferentiation_Crosstalk
This model is generated by integrating
BIOMD0000000394
(EGFR),
BIOMD0000000395
(Hedgehog),
BIOMD0000000396
(Notch) and
BIOMD0000000397
(Wnt), to investigate the signalling crosstalk between the four
pathways.
This model is described in the article:
A systems biology approach
to model neural stem cell regulation by notch, shh, wnt, and
EGF signaling pathways.
Sivakumar KC, Dhanesh SB, Shobana S,
James J, Mundayoor S.
OMICS 2011 Oct; 15(10): 729-737
Abstract:
The Notch, Sonic Hedgehog (Shh), Wnt, and EGF pathways have
long been known to influence cell fate specification in the
developing nervous system. Here we attempted to evaluate the
contemporary knowledge about neural stem cell differentiation
promoted by various drug-based regulations through a systems
biology approach. Our model showed the phenomenon of
DAPT-mediated antagonism of Enhancer of split [E(spl)] genes
and enhancement of Shh target genes by a SAG agonist that were
effectively demonstrated computationally and were consistent
with experimental studies. However, in the case of model
simulation of Wnt and EGF pathways, the model network did not
supply any concurrent results with experimental data despite
the fact that drugs were added at the appropriate positions.
This paves insight into the potential of crosstalks between
pathways considered in our study. Therefore, we manually
developed a map of signaling crosstalk, which included the
species connected by representatives from Notch, Shh, Wnt, and
EGF pathways and highlighted the regulation of a single target
gene, Hes-1, based on drug-induced simulations. These
simulations provided results that matched with experimental
studies. Therefore, these signaling crosstalk models complement
as a tool toward the discovery of novel regulatory processes
involved in neural stem cell maintenance, proliferation, and
differentiation during mammalian central nervous system
development. To our knowledge, this is the first report of a
simple crosstalk map that highlights the differential
regulation of neural stem cell differentiation and underscores
the flow of positive and negative regulatory signals modulated
by drugs.
This model is hosted on
BioModels Database
and identified by:
BIOMD0000000398.
To cite BioModels Database, please use:
BioModels Database:
An enhanced, curated and annotated resource for published
quantitative kinetic models.
To the extent possible under law, all copyright and related or
neighbouring rights to this encoded model have been dedicated to
the public domain worldwide. Please refer to
CC0
Public Domain Dedication for more information.
2011-11-02 | BIOMD0000000398 | BioModels
Project description:N6-methyladenosine (m6A) modification of mRNA is emerging as a vital mechanism regulating RNA function. Here, we show that fragile X mental retardation protein (FMRP), an RNA-binding protein, reads m6A to regulate nuclear export of methylated mRNA targets during neural stem cell differentiation. In Fmr1 KO mice neural progenitors show delayed cell cycle exit and differentiation, resulting in their progressive accumulation in the ventricular and subventricular zones. RNA-seq of neural precursor cells (NPCs) from Fmr1 KO mice and m6A-seq uncovered nuclear retention of m6A-modified FMRP target mRNAs involved in regulating neural differentiation, including components of Notch and Hedgehog signaling pathways. Analysis of NPCs from Mettl14 cKO mice, which are devoid of m6A, revealed that methylation of RNAs promotes their nuclear export through CRM1. Altogether, our findings suggest that FMRP reads and facilitates nuclear export of m6A-modified mRNAs to regulate neural stem cell differentiation, contributing to Fragile X syndrome.
2019-07-23 | GSE121809 | GEO
Project description:Hypoxia augments human embryonic stem cell self-renewal via hypoxia-inducible factor 2M-NM-1 (HIF2M-NM-1) activated OCT4 (POU5F1) transcription. Hypoxia also increases the efficiency of reprogramming differentiated cells to a pluripotent-like state. Combined, these findings suggest that low oxygen (O2) tension would impair the purposeful differentiation of pluripotent stem cells. Here, we show that low O2 tension and HIF activity instead promotes appropriate hESC differentiation. Through gain and loss of function studies, we implicate O2 tension as a modifier of a key cell fate decision, namely whether neural progenitors differentiate towards neurons or glia. Furthermore, our data show that even transient changes in O2 concentration can affect cell fate through HIF by regulating the activity of MYC, a regulator of LIN28/let-7 that is critical for fate decisions in the neural lineage. We also identify key small molecules that can take advantage of this pathway to quickly and efficiently promote the development of mature cell types. We used microarrays to detail the global gene expression of human neural progenitor cells (NPC) cultured in physiological (2%) oxygen tension. By comparing NPCs with activated Hypoxia inducible factor (HIF) activity (DFX treatment) and NPCs with diminished HIF activity (HIF1M-NM-2 knockdown), we identified genes that are important for NPC fate decision under physiological oxygen concentration. We also used microarrays to obtain a global gene expression profiling during embryoid bodies formation using ES cells with diminished HIF activity. In HIF activation experiments, two ES lines and one iPS line-derived NPC were used, with or without DFX treatment for 5 days. In HIF1M-NM-2 knockdown experiments, NPCs were derived from either shHIF1M-NM-2 or control ES lines. In embryoid body formation experiments, day0 (ES stage) and day6 EBs were generated from either shHIF1M-NM-2 or control ES lines in 2% oxygen.
2014-09-30 | E-GEOD-61842 | biostudies-arrayexpress
Project description:To elucidate the role of SIRT1 in adult neural stem cells, we have carried out a genome-wide microarray analysis on cultured adult neurospheres from wildtype (WT) and sirt1 knockout (KO) mice and WT neurospheres treated with DMSO and SIRT1 activator,resveratrol for 24 hours. Then we screened for genes that exhibited opposite changing patterns beween KO-versus-WT and resveratrol-versus-DMSO-treated groups. Our result revealed a significant enrichment of genes involved in metabolic process. And numerous genes involved in cell proliferation and differentiation were represented in these SIRT1-responsive genes. More interestingly, Notch signaling-related genes,such as Dll4, Mib1,Hes5, Heyl, Hey2 and so on, also showed a significant enrichment. Real-time PCR validated the expression of Notch signaling-related genes. These data revealed the regulation of SIRT1 on the self-renewal and differentiation of adult neural stem cells.
2015-03-30 | GSE39551 | GEO
Project description:Human pluripotent stem cells (hESCs) are an excellent model to dissect the transcriptional changes that direct cell fate decisions and lineage specification during development. Utilizing directed differentiation protocols to derive definitive endoderm, splanchnic mesoderm, neural progenitor cells (NPCs), and pre-neural crest stem cells (NCSCs) from hESCs. Transcriptional profiling via RNA-seq on hESCs and cells differentiated to all three germ layers revealed lineage specific transcriptional networks that remodeled many cell processes, including epigenetic status, cell surface markers, cell cycle profiles, metabolic flux, and cellular signaling pathways. From this data we were able to verify that metabolic flux within NPCs and pre-NCSCs are regulated in a lineage specific manner that is distinct from endoderm and mesoderm formation.
2017-09-22 | GSE101655 | GEO