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Novel Pancreatic Endocrine Maturation Pathways Identified by Genomic Profiling and Causal Reasoning
- Source :
- PLoS ONE, PLoS ONE, Vol 8, Iss 2, p e56024 (2013)
- Publication Year :
- 2013
- Publisher :
- Public Library of Science (PLoS), 2013.
-
Abstract
- 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.
- Subjects :
- Microarrays
Cellular differentiation
Gene regulatory network
lcsh:Medicine
Enteroendocrine cell
Bioinformatics
Cell Fate Determination
Mice
Molecular cell biology
0302 clinical medicine
Insulin-Secreting Cells
Gene Regulatory Networks
lcsh:Science
Regulation of gene expression
0303 health sciences
Multidisciplinary
Stem Cells
Gene Expression Regulation, Developmental
Nuclear Proteins
Cell Differentiation
Genomics
Homeobox Protein Nkx-2.2
medicine.anatomical_structure
030220 oncology & carcinogenesis
Histone modification
Pancreas
Algorithms
Research Article
DNA transcription
Computational biology
Biology
Islets of Langerhans
03 medical and health sciences
medicine
Animals
Humans
Cell Lineage
Embryonic Stem Cells
030304 developmental biology
Regulatory Networks
Homeodomain Proteins
Interleukin-6
Gene Expression Profiling
lcsh:R
Computational Biology
Molecular Development
Glucose Tolerance Test
Embryonic stem cell
Signaling
Signaling Networks
Gene expression profiling
lcsh:Q
Gene expression
Developmental biology
Developmental Biology
Transcription Factors
Subjects
Details
- ISSN :
- 19326203
- Volume :
- 8
- Database :
- OpenAIRE
- Journal :
- PLoS ONE
- Accession number :
- edsair.doi.dedup.....e9ae525dbd9639843452e365c33d2f79
- Full Text :
- https://doi.org/10.1371/journal.pone.0056024