Metabolomics,Unknown,Transcriptomics,Genomics,Proteomics

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Collection of mouse ES cell lines engineered for the forced induction of transcription factors (part B)

ABSTRACT: Here we report the generation of 84 mouse ES cell lines with doxycycline-controllable transcription factors (TFs) which, together with the previous 53 lines, cover 7 - 10% of all TFs encoded in the mouse genome. Global gene expression profiles of all 137 lines after the induction of TFs for 48 hrs can associate each TF with the direction of ES cell differentiation, regulatory pathways, and mouse phonotypes. These cell lines and microarray data provide the building blocks for a variety of future biomedical research applications as a community resource. This set of data does not use Universal Mouse Reference on Cy5 channel. ES cells (passage 25) were cultured in the standard LIF+ medium with Dox+ on a gelatin-coated dish through the experiments. Cells from each cell line were split into 6 wells and the media was changed 24 hr after cell plating: 3 wells with Dox+ medium, and 3 wells with Dox- medium to induce transgenic TFs. Dox was removed via washing 3 times with PBS at 3 hours intervals. Total RNA was isolated by TRIzol (Invitrogen) after 48 hr, and two replications were used for real time qPCR (see primers in Supplementary Table S2) and for microarray hybridization. RNA samples were labeled with total RNA by Low RNA Input Fluorescent Linear Amplification Kit (Agilent). For most TFs, we hybridized Cy3-CTP labeled sample from Dox- medium together with Cy5-CTP labeled sample from Dox+ medium. But for 7 TFs we labeled samples from Dox- and Dox+ with Cy3, and hybridized them independently with Cy5-labeled reference target, which is a mixture of Stratagene Universal Mouse Reference RNA and MC1 cells RNA (this method requires a double number of arrays). Analysis showed that both methods produce results of comparable quality. The arrays are for 2 channel agilent 44K. We used treated two channels are two separate arrays, and normalized them with an quantile method described in the data processing sections. So we used one supplemental file for two samples (Cy3 and Cy5, or ch1 and ch2). Supplementary 'processed data' file linked below.

ORGANISM(S): Mus musculus

SUBMITTER: Minoru Ko

PROVIDER: E-GEOD-31374 | biostudies-arrayexpress |

REPOSITORIES: biostudies-arrayexpress

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Project description:Specific neuronal types derived from embryonic stem cells (ESCs) can facilitate mechanistic studies and potentially aid in regenerative medicine. Existing induction methods, however, mostly rely on the effects of growth factors, which generally tend to result in mixed populations of neurons. Here we report that over-expression of specific transcription factors (TFs) in ESCs can rather guide the differentiation of ESCs towards specific neuron types. Analysis of published data on gene expression changes early (two days) after induction of each of 185 induced TFs implicated candidate TFs for further ESC differentiation studies. After induction for 6 days four of them (Ascl1, Smad7, Nr2f1, and Ascl2) generated a high proportion (>35%) of cells with neural progenitor marker PSA-NCAM and clear neural morphology on day 14. The capacity of these TFs to induce neural differentiation is inferred to be most likely linked to early activation of the Notch signaling pathway. Among the neuron-like cells, GABA-positive cells were most abundant (32-97% for 4 top TFs), whereas Isl1-positive cells and TH-positive cells were less abundant (<12% and <5%, respectively). Enrichment of cells obtained with the induction of Ascl1, Smad7, and Nr2f1 using beads with anti-PSA-NCAM antibody resulted in essentially pure population of neuron-like cells with expression profiles similar to neural tissues and highly expressed markers of GABAergic neurons. A time-course experiment with induction of Ascl1 showed early upregulation of most neural-specific and GABAergic-specific mRNA and miRNAs. We identified mRNA and miRNAs, whose expression depended on the induction of Ascl1, and showed that they were enriched in Ascl1 target genes. In summary, this study indicates that induction of transcription factors is a promising approach to generate candidate specific neural cell types from ESCs. Individual transcription factors (TFs) (Ascl1, Smad7, and Nr2f1) were induced in mouse ESCs to facilitate neural differentiation. Expression of transgenic TFs was repressed by doxycycline (Dox); thus, TFs were induced in Dox- conditions, whereas Dox+ conditions represent control cells with no expression of a transgene. For neural differentiation, cells were cultured 3 days in alpha-MEM medium and then in NeuroCult neural differentiation medium. Cells marked as PSANCAM+ were enriched by magnetic microbeads with anty-PSA-NCAM antibody (Miltenyi Biotec) on day 6 of culturing, whereas remaining cells are marked as PSANCAM-. Both PSANCAM+ and PSANCAM- cells were then cultured for another 8 days (total 14 days in differentiation). A time course experiment with Ascl1 induction did not include cell enrichment procedure. RNA was extracted with either Trizol (invitrogen) or mirVana kit (Thermo Fisher Scientific).

Project description:To decipher gene regulatory networks, we used systematic suppression of 97 transcription factors (TFs) and 7 other genes with shRNA in mouse embryonic stem (ES) cells, followed by global gene expression profiling. Meta-analysis of these data together with the earlier data obtained by the induction of 50 TFs and the existing genome-wide data on TF binding sites identified the sets of regulated target genes for 23 TFs. Principal component analysis shows different roles of two groups of TFs that are active in ES cells: Pou5f1 and Sox2 support the expression of their target genes and prevent the upregulation of trophectoderm-related genes, whereas Esrrb, Sall4, Nanog, Gbx2, Grhl2, Mtf2, Aff1, Tcfap4, and Cdc5l support the expression of targets of Esrrb, including glycolysis genes, and prevent upregulation of targets of Trp53 and Polycomb TFs. If TFs from the second group are downregulated while Pou5f1 and Sox2 are still active, then the cell state changes towards epiblast lineages. Sequences for shRNA were designed to target 3 untranslated region of genes (Supplementary Table S8). Gene expression change was checked with real time qPCR (Supplementary Figure S7) and Westerm blot. ES cells (ES[MC1R(20)], passage 20) were cultured without feeders and were co-transfected with 1.6 g of shRNA expression vector and 0.4 g of pPyCAG-EGFP-IP carrying expression cassettes for puromycin resistant genes and EGFP using Effectene (Qiagen). Transfected cells were cultured in presence of 1.5 g/ml of puromycin and were harvested at 72 h after transfection. Mock cells were treated with transfection reagent without DNA and cultured in the absence of puromycin. Experiments were done in 3 replications with 2 of them used for gene expression profiling with microarrays. Total RNA was isolated by TRIzol (Invitrogen) after 2 days. Cy3-CTP labeled sample targets were prepared with total RNA by Low RNA Input Fluorescent Linear Amplification Kit (Agilent). Cy5-CTP labeled reference target was Stratagene Universal Mouse Reference RNA. Note that the processed data in the paper, which is also attached as GSE26520_Table_data.txt.gz, is slightly different from the values columns in each sample. The original processed data are normalized with a batch method, as the new batches of arrays added in the set. The value columns in this submission reflect full normalization as described in the data processing fields in each sample.

Project description:Specific neuronal types derived from embryonic stem cells (ESCs) can facilitate mechanistic studies and potentially aid in regenerative medicine. Existing induction methods, however, mostly rely on the effects of growth factors, which generally tend to result in mixed populations of neurons. Here we report that over-expression of specific transcription factors (TFs) in ESCs can rather guide the differentiation of ESCs towards specific neuron types. Analysis of published data on gene expression changes early (two days) after induction of each of 185 induced TFs implicated candidate TFs for further ESC differentiation studies. After induction for 6 days four of them (Ascl1, Smad7, Nr2f1, and Ascl2) generated a high proportion (>35%) of cells with neural progenitor marker PSA-NCAM and clear neural morphology on day 14. The capacity of these TFs to induce neural differentiation is inferred to be most likely linked to early activation of the Notch signaling pathway. Among the neuron-like cells, GABA-positive cells were most abundant (32-97% for 4 top TFs), whereas Isl1-positive cells and TH-positive cells were less abundant (<12% and <5%, respectively). Enrichment of cells obtained with the induction of Ascl1, Smad7, and Nr2f1 using beads with anti-PSA-NCAM antibody resulted in essentially pure population of neuron-like cells with expression profiles similar to neural tissues and highly expressed markers of GABAergic neurons. A time-course experiment with induction of Ascl1 showed early upregulation of most neural-specific and GABAergic-specific mRNA and miRNAs. We identified mRNA and miRNAs, whose expression depended on the induction of Ascl1, and showed that they were enriched in Ascl1 target genes. In summary, this study indicates that induction of transcription factors is a promising approach to generate candidate specific neural cell types from ESCs. Transcription factor Ascl1 was induced in mouse ESCs to facilitate neural differentiation. Expression of transgenic Ascl1 was repressed by doxycycline (Dox); thus, it were induced in Dox- conditions, whereas Dox+ conditions represent control cells with no expression of Ascl1 transgene. For neural differentiation, cells were cultured 3 days in alpha-MEM medium and then - in NeuroCult neural differentiation medium for 2-11 days (total up to 14 days). RNA was extracted with mirVana kit (Thermo Fisher Scientific).

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Collection of mouse ES cell lines engineered for the forced induction of transcription factors (part B)

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