Cargando…

An Integrated Map of Cell Type–Specific Gene Expression in Pancreatic Islets

Pancreatic islets consist of multiple cell types that produce hormones required for glucose homeostasis, and islet dysfunction is a major factor in type 1 and type 2 diabetes. Numerous studies have assessed transcription across individual cell types using single-cell assays; however, there is no can...

Descripción completa

Detalles Bibliográficos
Autores principales: Elgamal, Ruth M., Kudtarkar, Parul, Melton, Rebecca L., Mummey, Hannah M., Benaglio, Paola, Okino, Mei-Lin, Gaulton, Kyle J.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Diabetes Association 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10588282/
https://www.ncbi.nlm.nih.gov/pubmed/37582230
http://dx.doi.org/10.2337/db23-0130
_version_ 1785123548502687744
author Elgamal, Ruth M.
Kudtarkar, Parul
Melton, Rebecca L.
Mummey, Hannah M.
Benaglio, Paola
Okino, Mei-Lin
Gaulton, Kyle J.
author_facet Elgamal, Ruth M.
Kudtarkar, Parul
Melton, Rebecca L.
Mummey, Hannah M.
Benaglio, Paola
Okino, Mei-Lin
Gaulton, Kyle J.
author_sort Elgamal, Ruth M.
collection PubMed
description Pancreatic islets consist of multiple cell types that produce hormones required for glucose homeostasis, and islet dysfunction is a major factor in type 1 and type 2 diabetes. Numerous studies have assessed transcription across individual cell types using single-cell assays; however, there is no canonical reference of gene expression in islet cell types that is also easily accessible for researchers to query and use in bioinformatics pipelines. Here we present an integrated map of islet cell type–specific gene expression from 192,203 cells from single-cell RNA sequencing of 65 donors without diabetes, donors who were type 1 diabetes autoantibody positive, donors with type 1 diabetes, and donors with type 2 diabetes from the Human Pancreas Analysis Program. We identified 10 distinct cell types, annotated subpopulations of several cell types, and defined cell type–specific marker genes. We tested differential expression within each cell type across disease states and identified 1,701 genes with significant changes in expression, with most changes observed in β-cells from donors with type 1 diabetes. To facilitate user interaction, we provide several single-cell visualization and reference mapping tools, as well as the open-access analytical pipelines used to create this reference. The results will serve as a valuable resource to investigators studying islet biology. ARTICLE HIGHLIGHTS: No canonical reference exists for cell type–specific gene expression from single-cell RNA sequencing of pancreatic islets. We generated an integrated single-cell RNA sequencing map from healthy and diseased pancreatic islets and included user-friendly resources for visualizing and querying the data. Most significant changes in gene expression exist in β-cells from donors with type 1 diabetes. Our study provides a suite of tools and resources for the diabetes community to easily access cell type–specific gene expression analyses in pancreatic islets.
format Online
Article
Text
id pubmed-10588282
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher American Diabetes Association
record_format MEDLINE/PubMed
spelling pubmed-105882822023-10-21 An Integrated Map of Cell Type–Specific Gene Expression in Pancreatic Islets Elgamal, Ruth M. Kudtarkar, Parul Melton, Rebecca L. Mummey, Hannah M. Benaglio, Paola Okino, Mei-Lin Gaulton, Kyle J. Diabetes Genetics/Genomes/Proteomics/Metabolomics Pancreatic islets consist of multiple cell types that produce hormones required for glucose homeostasis, and islet dysfunction is a major factor in type 1 and type 2 diabetes. Numerous studies have assessed transcription across individual cell types using single-cell assays; however, there is no canonical reference of gene expression in islet cell types that is also easily accessible for researchers to query and use in bioinformatics pipelines. Here we present an integrated map of islet cell type–specific gene expression from 192,203 cells from single-cell RNA sequencing of 65 donors without diabetes, donors who were type 1 diabetes autoantibody positive, donors with type 1 diabetes, and donors with type 2 diabetes from the Human Pancreas Analysis Program. We identified 10 distinct cell types, annotated subpopulations of several cell types, and defined cell type–specific marker genes. We tested differential expression within each cell type across disease states and identified 1,701 genes with significant changes in expression, with most changes observed in β-cells from donors with type 1 diabetes. To facilitate user interaction, we provide several single-cell visualization and reference mapping tools, as well as the open-access analytical pipelines used to create this reference. The results will serve as a valuable resource to investigators studying islet biology. ARTICLE HIGHLIGHTS: No canonical reference exists for cell type–specific gene expression from single-cell RNA sequencing of pancreatic islets. We generated an integrated single-cell RNA sequencing map from healthy and diseased pancreatic islets and included user-friendly resources for visualizing and querying the data. Most significant changes in gene expression exist in β-cells from donors with type 1 diabetes. Our study provides a suite of tools and resources for the diabetes community to easily access cell type–specific gene expression analyses in pancreatic islets. American Diabetes Association 2023-11 2023-08-15 /pmc/articles/PMC10588282/ /pubmed/37582230 http://dx.doi.org/10.2337/db23-0130 Text en © 2023 by the American Diabetes Association https://www.diabetesjournals.org/journals/pages/licenseReaders may use this article as long as the work is properly cited, the use is educational and not for profit, and the work is not altered. More information is available at https://www.diabetesjournals.org/journals/pages/license.
spellingShingle Genetics/Genomes/Proteomics/Metabolomics
Elgamal, Ruth M.
Kudtarkar, Parul
Melton, Rebecca L.
Mummey, Hannah M.
Benaglio, Paola
Okino, Mei-Lin
Gaulton, Kyle J.
An Integrated Map of Cell Type–Specific Gene Expression in Pancreatic Islets
title An Integrated Map of Cell Type–Specific Gene Expression in Pancreatic Islets
title_full An Integrated Map of Cell Type–Specific Gene Expression in Pancreatic Islets
title_fullStr An Integrated Map of Cell Type–Specific Gene Expression in Pancreatic Islets
title_full_unstemmed An Integrated Map of Cell Type–Specific Gene Expression in Pancreatic Islets
title_short An Integrated Map of Cell Type–Specific Gene Expression in Pancreatic Islets
title_sort integrated map of cell type–specific gene expression in pancreatic islets
topic Genetics/Genomes/Proteomics/Metabolomics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10588282/
https://www.ncbi.nlm.nih.gov/pubmed/37582230
http://dx.doi.org/10.2337/db23-0130
work_keys_str_mv AT elgamalruthm anintegratedmapofcelltypespecificgeneexpressioninpancreaticislets
AT kudtarkarparul anintegratedmapofcelltypespecificgeneexpressioninpancreaticislets
AT meltonrebeccal anintegratedmapofcelltypespecificgeneexpressioninpancreaticislets
AT mummeyhannahm anintegratedmapofcelltypespecificgeneexpressioninpancreaticislets
AT benagliopaola anintegratedmapofcelltypespecificgeneexpressioninpancreaticislets
AT okinomeilin anintegratedmapofcelltypespecificgeneexpressioninpancreaticislets
AT gaultonkylej anintegratedmapofcelltypespecificgeneexpressioninpancreaticislets
AT elgamalruthm integratedmapofcelltypespecificgeneexpressioninpancreaticislets
AT kudtarkarparul integratedmapofcelltypespecificgeneexpressioninpancreaticislets
AT meltonrebeccal integratedmapofcelltypespecificgeneexpressioninpancreaticislets
AT mummeyhannahm integratedmapofcelltypespecificgeneexpressioninpancreaticislets
AT benagliopaola integratedmapofcelltypespecificgeneexpressioninpancreaticislets
AT okinomeilin integratedmapofcelltypespecificgeneexpressioninpancreaticislets
AT gaultonkylej integratedmapofcelltypespecificgeneexpressioninpancreaticislets