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Novel Pancreatic Endocrine Maturation Pathways Identified by Genomic Profiling and Causal Reasoning

We have used a previously unavailable model of pancreatic development, derived in vitro from human embryonic stem cells, to capture a time-course of gene, miRNA and histone modification levels in pancreatic endocrine cells. We investigated whether it is possible to better understand, and hence contr...

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Autores principales: Gutteridge, Alex, Rukstalis, J. Michael, Ziemek, Daniel, Tié, Mark, Ji, Lin, Ramos-Zayas, Rebeca, Nardone, Nancy A., Norquay, Lisa D., Brenner, Martin B., Tang, Kim, McNeish, John D., Rowntree, Rebecca K.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2013
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3572136/
https://www.ncbi.nlm.nih.gov/pubmed/23418498
http://dx.doi.org/10.1371/journal.pone.0056024
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author Gutteridge, Alex
Rukstalis, J. Michael
Ziemek, Daniel
Tié, Mark
Ji, Lin
Ramos-Zayas, Rebeca
Nardone, Nancy A.
Norquay, Lisa D.
Brenner, Martin B.
Tang, Kim
McNeish, John D.
Rowntree, Rebecca K.
author_facet Gutteridge, Alex
Rukstalis, J. Michael
Ziemek, Daniel
Tié, Mark
Ji, Lin
Ramos-Zayas, Rebeca
Nardone, Nancy A.
Norquay, Lisa D.
Brenner, Martin B.
Tang, Kim
McNeish, John D.
Rowntree, Rebecca K.
author_sort Gutteridge, Alex
collection PubMed
description We have used a previously unavailable model of pancreatic development, derived in vitro from human embryonic stem cells, to capture a time-course of gene, miRNA and histone modification levels in pancreatic endocrine cells. We investigated whether it is possible to better understand, and hence control, the biological pathways leading to pancreatic endocrine formation by analysing this information and combining it with the available scientific literature to generate models using a casual reasoning approach. We show that the embryonic stem cell differentiation protocol is highly reproducible in producing endocrine precursor cells and generates cells that recapitulate many aspects of human embryonic pancreas development, including maturation into functional endocrine cells when transplanted into recipient animals. The availability of whole genome gene and miRNA expression data from the early stages of human pancreatic development will be of great benefit to those in the fields of developmental biology and diabetes research. Our causal reasoning algorithm suggested the involvement of novel gene networks, such as NEUROG3/E2F1/KDM5B and SOCS3/STAT3/IL-6, in endocrine cell development We experimentally investigated the role of the top-ranked prediction by showing that addition of exogenous IL-6 could affect the expression of the endocrine progenitor genes NEUROG3 and NKX2.2.
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spelling pubmed-35721362013-02-15 Novel Pancreatic Endocrine Maturation Pathways Identified by Genomic Profiling and Causal Reasoning Gutteridge, Alex Rukstalis, J. Michael Ziemek, Daniel Tié, Mark Ji, Lin Ramos-Zayas, Rebeca Nardone, Nancy A. Norquay, Lisa D. Brenner, Martin B. Tang, Kim McNeish, John D. Rowntree, Rebecca K. PLoS One Research Article We have used a previously unavailable model of pancreatic development, derived in vitro from human embryonic stem cells, to capture a time-course of gene, miRNA and histone modification levels in pancreatic endocrine cells. We investigated whether it is possible to better understand, and hence control, the biological pathways leading to pancreatic endocrine formation by analysing this information and combining it with the available scientific literature to generate models using a casual reasoning approach. We show that the embryonic stem cell differentiation protocol is highly reproducible in producing endocrine precursor cells and generates cells that recapitulate many aspects of human embryonic pancreas development, including maturation into functional endocrine cells when transplanted into recipient animals. The availability of whole genome gene and miRNA expression data from the early stages of human pancreatic development will be of great benefit to those in the fields of developmental biology and diabetes research. Our causal reasoning algorithm suggested the involvement of novel gene networks, such as NEUROG3/E2F1/KDM5B and SOCS3/STAT3/IL-6, in endocrine cell development We experimentally investigated the role of the top-ranked prediction by showing that addition of exogenous IL-6 could affect the expression of the endocrine progenitor genes NEUROG3 and NKX2.2. Public Library of Science 2013-02-13 /pmc/articles/PMC3572136/ /pubmed/23418498 http://dx.doi.org/10.1371/journal.pone.0056024 Text en © 2013 Gutteridge et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Gutteridge, Alex
Rukstalis, J. Michael
Ziemek, Daniel
Tié, Mark
Ji, Lin
Ramos-Zayas, Rebeca
Nardone, Nancy A.
Norquay, Lisa D.
Brenner, Martin B.
Tang, Kim
McNeish, John D.
Rowntree, Rebecca K.
Novel Pancreatic Endocrine Maturation Pathways Identified by Genomic Profiling and Causal Reasoning
title Novel Pancreatic Endocrine Maturation Pathways Identified by Genomic Profiling and Causal Reasoning
title_full Novel Pancreatic Endocrine Maturation Pathways Identified by Genomic Profiling and Causal Reasoning
title_fullStr Novel Pancreatic Endocrine Maturation Pathways Identified by Genomic Profiling and Causal Reasoning
title_full_unstemmed Novel Pancreatic Endocrine Maturation Pathways Identified by Genomic Profiling and Causal Reasoning
title_short Novel Pancreatic Endocrine Maturation Pathways Identified by Genomic Profiling and Causal Reasoning
title_sort novel pancreatic endocrine maturation pathways identified by genomic profiling and causal reasoning
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3572136/
https://www.ncbi.nlm.nih.gov/pubmed/23418498
http://dx.doi.org/10.1371/journal.pone.0056024
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