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In silico identification of a core regulatory network of OCT4 in human embryonic stem cells using an integrated approach

BACKGROUND: The transcription factor OCT4 is highly expressed in pluripotent embryonic stem cells which are derived from the inner cell mass of mammalian blastocysts. Pluripotency and self renewal are controlled by a transcription regulatory network governed by the transcription factors OCT4, SOX2 a...

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Autores principales: Chavez, Lukas, Bais, Abha S, Vingron, Martin, Lehrach, Hans, Adjaye, James, Herwig, Ralf
Formato: Texto
Lenguaje:English
Publicado: BioMed Central 2009
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2714862/
https://www.ncbi.nlm.nih.gov/pubmed/19604364
http://dx.doi.org/10.1186/1471-2164-10-314
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author Chavez, Lukas
Bais, Abha S
Vingron, Martin
Lehrach, Hans
Adjaye, James
Herwig, Ralf
author_facet Chavez, Lukas
Bais, Abha S
Vingron, Martin
Lehrach, Hans
Adjaye, James
Herwig, Ralf
author_sort Chavez, Lukas
collection PubMed
description BACKGROUND: The transcription factor OCT4 is highly expressed in pluripotent embryonic stem cells which are derived from the inner cell mass of mammalian blastocysts. Pluripotency and self renewal are controlled by a transcription regulatory network governed by the transcription factors OCT4, SOX2 and NANOG. Recent studies on reprogramming somatic cells to induced pluripotent stem cells highlight OCT4 as a key regulator of pluripotency. RESULTS: We have carried out an integrated analysis of high-throughput data (ChIP-on-chip and RNAi experiments along with promoter sequence analysis of putative target genes) and identified a core OCT4 regulatory network in human embryonic stem cells consisting of 33 target genes. Enrichment analysis with these target genes revealed that this integrative analysis increases the functional information content by factors of 1.3 – 4.7 compared to the individual studies. In order to identify potential regulatory co-factors of OCT4, we performed a de novo motif analysis. In addition to known validated OCT4 motifs we obtained binding sites similar to motifs recognized by further regulators of pluripotency and development; e.g. the heterodimer of the transcription factors C-MYC and MAX, a prerequisite for C-MYC transcriptional activity that leads to cell growth and proliferation. CONCLUSION: Our analysis shows how heterogeneous functional information can be integrated in order to reconstruct gene regulatory networks. As a test case we identified a core OCT4-regulated network that is important for the analysis of stem cell characteristics and cellular differentiation. Functional information is largely enriched using different experimental results. The de novo motif discovery identified well-known regulators closely connected to the OCT4 network as well as potential new regulators of pluripotency and differentiation. These results provide the basis for further targeted functional studies.
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spelling pubmed-27148622009-07-24 In silico identification of a core regulatory network of OCT4 in human embryonic stem cells using an integrated approach Chavez, Lukas Bais, Abha S Vingron, Martin Lehrach, Hans Adjaye, James Herwig, Ralf BMC Genomics Research Article BACKGROUND: The transcription factor OCT4 is highly expressed in pluripotent embryonic stem cells which are derived from the inner cell mass of mammalian blastocysts. Pluripotency and self renewal are controlled by a transcription regulatory network governed by the transcription factors OCT4, SOX2 and NANOG. Recent studies on reprogramming somatic cells to induced pluripotent stem cells highlight OCT4 as a key regulator of pluripotency. RESULTS: We have carried out an integrated analysis of high-throughput data (ChIP-on-chip and RNAi experiments along with promoter sequence analysis of putative target genes) and identified a core OCT4 regulatory network in human embryonic stem cells consisting of 33 target genes. Enrichment analysis with these target genes revealed that this integrative analysis increases the functional information content by factors of 1.3 – 4.7 compared to the individual studies. In order to identify potential regulatory co-factors of OCT4, we performed a de novo motif analysis. In addition to known validated OCT4 motifs we obtained binding sites similar to motifs recognized by further regulators of pluripotency and development; e.g. the heterodimer of the transcription factors C-MYC and MAX, a prerequisite for C-MYC transcriptional activity that leads to cell growth and proliferation. CONCLUSION: Our analysis shows how heterogeneous functional information can be integrated in order to reconstruct gene regulatory networks. As a test case we identified a core OCT4-regulated network that is important for the analysis of stem cell characteristics and cellular differentiation. Functional information is largely enriched using different experimental results. The de novo motif discovery identified well-known regulators closely connected to the OCT4 network as well as potential new regulators of pluripotency and differentiation. These results provide the basis for further targeted functional studies. BioMed Central 2009-07-15 /pmc/articles/PMC2714862/ /pubmed/19604364 http://dx.doi.org/10.1186/1471-2164-10-314 Text en Copyright © 2009 Chavez et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License ( (http://creativecommons.org/licenses/by/2.0) ), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Chavez, Lukas
Bais, Abha S
Vingron, Martin
Lehrach, Hans
Adjaye, James
Herwig, Ralf
In silico identification of a core regulatory network of OCT4 in human embryonic stem cells using an integrated approach
title In silico identification of a core regulatory network of OCT4 in human embryonic stem cells using an integrated approach
title_full In silico identification of a core regulatory network of OCT4 in human embryonic stem cells using an integrated approach
title_fullStr In silico identification of a core regulatory network of OCT4 in human embryonic stem cells using an integrated approach
title_full_unstemmed In silico identification of a core regulatory network of OCT4 in human embryonic stem cells using an integrated approach
title_short In silico identification of a core regulatory network of OCT4 in human embryonic stem cells using an integrated approach
title_sort in silico identification of a core regulatory network of oct4 in human embryonic stem cells using an integrated approach
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2714862/
https://www.ncbi.nlm.nih.gov/pubmed/19604364
http://dx.doi.org/10.1186/1471-2164-10-314
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