Cargando…
An integrated map of cell type-specific gene expression in pancreatic islets
Pancreatic islets are comprised of multiple endocrine cell types that produce hormones required for glucose homeostasis, and islet dysfunction is a major factor in the development of type 1 and type 2 diabetes (T1D, T2D). Numerous studies have generated gene expression profiles in individual islet c...
Autores principales: | , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cold Spring Harbor Laboratory
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9915747/ https://www.ncbi.nlm.nih.gov/pubmed/36778506 http://dx.doi.org/10.1101/2023.02.03.526994 |
_version_ | 1784885961919823872 |
---|---|
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 are comprised of multiple endocrine cell types that produce hormones required for glucose homeostasis, and islet dysfunction is a major factor in the development of type 1 and type 2 diabetes (T1D, T2D). Numerous studies have generated gene expression profiles in individual islet cell types using single cell assays. However, there is no canonical reference of gene expression in islet cell types in both health and disease that is also easily accessible for researchers to access, query, and use in bioinformatics pipelines. Here we present an integrated reference map of islet cell type-specific gene expression from 192,203 cells derived from single cell RNA-seq assays of 65 non-diabetic, T1D autoantibody positive (Aab+), T1D, and T2D donors from the Human Pancreas Analysis Program. We identified 10 endocrine and non-endocrine cell types as well as sub-populations of several cell types, and defined sets of marker genes for each cell type and sub-population. We tested for differential expression within each cell type in T1D Aab+, T1D, and T2D states, and identified 1,701 genes with significant changes in expression in any cell type. Most changes were observed in beta cells in T1D, and, by comparison, there were almost no genes with changes in T1D Aab+. To facilitate user interaction with this reference, we provide the data using several single cell visualization and reference mapping tools as well as open-access analytical pipelines used to create this reference. The results will serve as a valuable resource to investigators studying islet biology and diabetes. |
format | Online Article Text |
id | pubmed-9915747 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Cold Spring Harbor Laboratory |
record_format | MEDLINE/PubMed |
spelling | pubmed-99157472023-02-11 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 bioRxiv Article Pancreatic islets are comprised of multiple endocrine cell types that produce hormones required for glucose homeostasis, and islet dysfunction is a major factor in the development of type 1 and type 2 diabetes (T1D, T2D). Numerous studies have generated gene expression profiles in individual islet cell types using single cell assays. However, there is no canonical reference of gene expression in islet cell types in both health and disease that is also easily accessible for researchers to access, query, and use in bioinformatics pipelines. Here we present an integrated reference map of islet cell type-specific gene expression from 192,203 cells derived from single cell RNA-seq assays of 65 non-diabetic, T1D autoantibody positive (Aab+), T1D, and T2D donors from the Human Pancreas Analysis Program. We identified 10 endocrine and non-endocrine cell types as well as sub-populations of several cell types, and defined sets of marker genes for each cell type and sub-population. We tested for differential expression within each cell type in T1D Aab+, T1D, and T2D states, and identified 1,701 genes with significant changes in expression in any cell type. Most changes were observed in beta cells in T1D, and, by comparison, there were almost no genes with changes in T1D Aab+. To facilitate user interaction with this reference, we provide the data using several single cell visualization and reference mapping tools as well as open-access analytical pipelines used to create this reference. The results will serve as a valuable resource to investigators studying islet biology and diabetes. Cold Spring Harbor Laboratory 2023-02-04 /pmc/articles/PMC9915747/ /pubmed/36778506 http://dx.doi.org/10.1101/2023.02.03.526994 Text en https://creativecommons.org/licenses/by-nc/4.0/This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License (https://creativecommons.org/licenses/by-nc/4.0/) , which allows reusers to distribute, remix, adapt, and build upon the material in any medium or format for noncommercial purposes only, and only so long as attribution is given to the creator. |
spellingShingle | Article 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 | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9915747/ https://www.ncbi.nlm.nih.gov/pubmed/36778506 http://dx.doi.org/10.1101/2023.02.03.526994 |
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 |