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Patterns of differential gene expression in a cellular model of human islet development, and relationship to type 2 diabetes predisposition
AIMS/HYPOTHESIS: Most type 2 diabetes-associated genetic variants identified via genome-wide association studies (GWASs) appear to act via the pancreatic islet. Observed defects in insulin secretion could result from an impact of these variants on islet development and/or the function of mature isle...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6354904/ https://www.ncbi.nlm.nih.gov/pubmed/29675560 http://dx.doi.org/10.1007/s00125-018-4612-4 |
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author | Perez-Alcantara, Marta Honoré, Christian Wesolowska-Andersen, Agata Gloyn, Anna L. McCarthy, Mark I. Hansson, Mattias Beer, Nicola L. van de Bunt, Martijn |
author_facet | Perez-Alcantara, Marta Honoré, Christian Wesolowska-Andersen, Agata Gloyn, Anna L. McCarthy, Mark I. Hansson, Mattias Beer, Nicola L. van de Bunt, Martijn |
author_sort | Perez-Alcantara, Marta |
collection | PubMed |
description | AIMS/HYPOTHESIS: Most type 2 diabetes-associated genetic variants identified via genome-wide association studies (GWASs) appear to act via the pancreatic islet. Observed defects in insulin secretion could result from an impact of these variants on islet development and/or the function of mature islets. Most functional studies have focused on the latter, given limitations regarding access to human fetal islet tissue. Capitalising upon advances in in vitro differentiation, we characterised the transcriptomes of human induced pluripotent stem cell (iPSC) lines differentiated along the pancreatic endocrine lineage, and explored the contribution of altered islet development to the pathogenesis of type 2 diabetes. METHODS: We performed whole-transcriptome RNA sequencing of human iPSC lines from three independent donors, at baseline and at seven subsequent stages during in vitro islet differentiation. Differentially expressed genes (q < 0.01, log(2) fold change [FC] > 1) were assigned to the stages at which they were most markedly upregulated. We used these data to characterise upstream transcription factors directing different stages of development, and to explore the relationship between RNA expression profiles and genes mapping to type 2 diabetes GWAS signals. RESULTS: We identified 9409 differentially expressed genes across all stages, including many known markers of islet development. Integration of differential expression data with information on transcription factor motifs highlighted the potential contribution of REST to islet development. Over 70% of genes mapping within type 2 diabetes-associated credible intervals showed peak differential expression during islet development, and type 2 diabetes GWAS loci of largest effect (including TCF7L2; log(2)FC = 1.2; q = 8.5 × 10(−10)) were notably enriched in genes differentially expressed at the posterior foregut stage (q = 0.002), as calculated by gene set enrichment analyses. In a complementary analysis of enrichment, genes differentially expressed in the final, beta-like cell stage of in vitro differentiation were significantly enriched (hypergeometric test, permuted p value <0.05) for genes within the credible intervals of type 2 diabetes GWAS loci. CONCLUSIONS/INTERPRETATION: The present study characterises RNA expression profiles during human islet differentiation, identifies potential transcriptional regulators of the differentiation process, and suggests that the inherited predisposition to type 2 diabetes is partly mediated through modulation of islet development. DATA AVAILABILITY: Sequence data for this study has been deposited at the European Genome-phenome Archive (EGA), under accession number EGAS00001002721. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s00125-018-4612-4) contains peer-reviewed but unedited supplementary material, which is available to authorised users. |
format | Online Article Text |
id | pubmed-6354904 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-63549042019-01-31 Patterns of differential gene expression in a cellular model of human islet development, and relationship to type 2 diabetes predisposition Perez-Alcantara, Marta Honoré, Christian Wesolowska-Andersen, Agata Gloyn, Anna L. McCarthy, Mark I. Hansson, Mattias Beer, Nicola L. van de Bunt, Martijn Diabetologia Article AIMS/HYPOTHESIS: Most type 2 diabetes-associated genetic variants identified via genome-wide association studies (GWASs) appear to act via the pancreatic islet. Observed defects in insulin secretion could result from an impact of these variants on islet development and/or the function of mature islets. Most functional studies have focused on the latter, given limitations regarding access to human fetal islet tissue. Capitalising upon advances in in vitro differentiation, we characterised the transcriptomes of human induced pluripotent stem cell (iPSC) lines differentiated along the pancreatic endocrine lineage, and explored the contribution of altered islet development to the pathogenesis of type 2 diabetes. METHODS: We performed whole-transcriptome RNA sequencing of human iPSC lines from three independent donors, at baseline and at seven subsequent stages during in vitro islet differentiation. Differentially expressed genes (q < 0.01, log(2) fold change [FC] > 1) were assigned to the stages at which they were most markedly upregulated. We used these data to characterise upstream transcription factors directing different stages of development, and to explore the relationship between RNA expression profiles and genes mapping to type 2 diabetes GWAS signals. RESULTS: We identified 9409 differentially expressed genes across all stages, including many known markers of islet development. Integration of differential expression data with information on transcription factor motifs highlighted the potential contribution of REST to islet development. Over 70% of genes mapping within type 2 diabetes-associated credible intervals showed peak differential expression during islet development, and type 2 diabetes GWAS loci of largest effect (including TCF7L2; log(2)FC = 1.2; q = 8.5 × 10(−10)) were notably enriched in genes differentially expressed at the posterior foregut stage (q = 0.002), as calculated by gene set enrichment analyses. In a complementary analysis of enrichment, genes differentially expressed in the final, beta-like cell stage of in vitro differentiation were significantly enriched (hypergeometric test, permuted p value <0.05) for genes within the credible intervals of type 2 diabetes GWAS loci. CONCLUSIONS/INTERPRETATION: The present study characterises RNA expression profiles during human islet differentiation, identifies potential transcriptional regulators of the differentiation process, and suggests that the inherited predisposition to type 2 diabetes is partly mediated through modulation of islet development. DATA AVAILABILITY: Sequence data for this study has been deposited at the European Genome-phenome Archive (EGA), under accession number EGAS00001002721. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1007/s00125-018-4612-4) contains peer-reviewed but unedited supplementary material, which is available to authorised users. Springer Berlin Heidelberg 2018-04-19 2018 /pmc/articles/PMC6354904/ /pubmed/29675560 http://dx.doi.org/10.1007/s00125-018-4612-4 Text en © The Author(s) 2018 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. |
spellingShingle | Article Perez-Alcantara, Marta Honoré, Christian Wesolowska-Andersen, Agata Gloyn, Anna L. McCarthy, Mark I. Hansson, Mattias Beer, Nicola L. van de Bunt, Martijn Patterns of differential gene expression in a cellular model of human islet development, and relationship to type 2 diabetes predisposition |
title | Patterns of differential gene expression in a cellular model of human islet development, and relationship to type 2 diabetes predisposition |
title_full | Patterns of differential gene expression in a cellular model of human islet development, and relationship to type 2 diabetes predisposition |
title_fullStr | Patterns of differential gene expression in a cellular model of human islet development, and relationship to type 2 diabetes predisposition |
title_full_unstemmed | Patterns of differential gene expression in a cellular model of human islet development, and relationship to type 2 diabetes predisposition |
title_short | Patterns of differential gene expression in a cellular model of human islet development, and relationship to type 2 diabetes predisposition |
title_sort | patterns of differential gene expression in a cellular model of human islet development, and relationship to type 2 diabetes predisposition |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6354904/ https://www.ncbi.nlm.nih.gov/pubmed/29675560 http://dx.doi.org/10.1007/s00125-018-4612-4 |
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