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Implication of specific retinal cell-type involvement and gene expression changes in AMD progression using integrative analysis of single-cell and bulk RNA-seq profiling
Age‐related macular degeneration (AMD) is a blinding eye disease with no unifying theme for its etiology. We used single-cell RNA sequencing to analyze the transcriptomes of ~ 93,000 cells from the macula and peripheral retina from two adult human donors and bulk RNA sequencing from fifteen adult hu...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8329233/ https://www.ncbi.nlm.nih.gov/pubmed/34341398 http://dx.doi.org/10.1038/s41598-021-95122-3 |
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author | Lyu, Yafei Zauhar, Randy Dana, Nicholas Strang, Christianne E. Hu, Jian Wang, Kui Liu, Shanrun Pan, Naifei Gamlin, Paul Kimble, James A. Messinger, Jeffrey D. Curcio, Christine A. Stambolian, Dwight Li, Mingyao |
author_facet | Lyu, Yafei Zauhar, Randy Dana, Nicholas Strang, Christianne E. Hu, Jian Wang, Kui Liu, Shanrun Pan, Naifei Gamlin, Paul Kimble, James A. Messinger, Jeffrey D. Curcio, Christine A. Stambolian, Dwight Li, Mingyao |
author_sort | Lyu, Yafei |
collection | PubMed |
description | Age‐related macular degeneration (AMD) is a blinding eye disease with no unifying theme for its etiology. We used single-cell RNA sequencing to analyze the transcriptomes of ~ 93,000 cells from the macula and peripheral retina from two adult human donors and bulk RNA sequencing from fifteen adult human donors with and without AMD. Analysis of our single-cell data identified 267 cell-type-specific genes. Comparison of macula and peripheral retinal regions found no cell-type differences but did identify 50 differentially expressed genes (DEGs) with about 1/3 expressed in cones. Integration of our single-cell data with bulk RNA sequencing data from normal and AMD donors showed compositional changes more pronounced in macula in rods, microglia, endothelium, Müller glia, and astrocytes in the transition from normal to advanced AMD. KEGG pathway analysis of our normal vs. advanced AMD eyes identified enrichment in complement and coagulation pathways, antigen presentation, tissue remodeling, and signaling pathways including PI3K-Akt, NOD-like, Toll-like, and Rap1. These results showcase the use of single-cell RNA sequencing to infer cell-type compositional and cell-type-specific gene expression changes in intact bulk tissue and provide a foundation for investigating molecular mechanisms of retinal disease that lead to new therapeutic targets. |
format | Online Article Text |
id | pubmed-8329233 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-83292332021-08-04 Implication of specific retinal cell-type involvement and gene expression changes in AMD progression using integrative analysis of single-cell and bulk RNA-seq profiling Lyu, Yafei Zauhar, Randy Dana, Nicholas Strang, Christianne E. Hu, Jian Wang, Kui Liu, Shanrun Pan, Naifei Gamlin, Paul Kimble, James A. Messinger, Jeffrey D. Curcio, Christine A. Stambolian, Dwight Li, Mingyao Sci Rep Article Age‐related macular degeneration (AMD) is a blinding eye disease with no unifying theme for its etiology. We used single-cell RNA sequencing to analyze the transcriptomes of ~ 93,000 cells from the macula and peripheral retina from two adult human donors and bulk RNA sequencing from fifteen adult human donors with and without AMD. Analysis of our single-cell data identified 267 cell-type-specific genes. Comparison of macula and peripheral retinal regions found no cell-type differences but did identify 50 differentially expressed genes (DEGs) with about 1/3 expressed in cones. Integration of our single-cell data with bulk RNA sequencing data from normal and AMD donors showed compositional changes more pronounced in macula in rods, microglia, endothelium, Müller glia, and astrocytes in the transition from normal to advanced AMD. KEGG pathway analysis of our normal vs. advanced AMD eyes identified enrichment in complement and coagulation pathways, antigen presentation, tissue remodeling, and signaling pathways including PI3K-Akt, NOD-like, Toll-like, and Rap1. These results showcase the use of single-cell RNA sequencing to infer cell-type compositional and cell-type-specific gene expression changes in intact bulk tissue and provide a foundation for investigating molecular mechanisms of retinal disease that lead to new therapeutic targets. Nature Publishing Group UK 2021-08-02 /pmc/articles/PMC8329233/ /pubmed/34341398 http://dx.doi.org/10.1038/s41598-021-95122-3 Text en © The Author(s) 2021 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Lyu, Yafei Zauhar, Randy Dana, Nicholas Strang, Christianne E. Hu, Jian Wang, Kui Liu, Shanrun Pan, Naifei Gamlin, Paul Kimble, James A. Messinger, Jeffrey D. Curcio, Christine A. Stambolian, Dwight Li, Mingyao Implication of specific retinal cell-type involvement and gene expression changes in AMD progression using integrative analysis of single-cell and bulk RNA-seq profiling |
title | Implication of specific retinal cell-type involvement and gene expression changes in AMD progression using integrative analysis of single-cell and bulk RNA-seq profiling |
title_full | Implication of specific retinal cell-type involvement and gene expression changes in AMD progression using integrative analysis of single-cell and bulk RNA-seq profiling |
title_fullStr | Implication of specific retinal cell-type involvement and gene expression changes in AMD progression using integrative analysis of single-cell and bulk RNA-seq profiling |
title_full_unstemmed | Implication of specific retinal cell-type involvement and gene expression changes in AMD progression using integrative analysis of single-cell and bulk RNA-seq profiling |
title_short | Implication of specific retinal cell-type involvement and gene expression changes in AMD progression using integrative analysis of single-cell and bulk RNA-seq profiling |
title_sort | implication of specific retinal cell-type involvement and gene expression changes in amd progression using integrative analysis of single-cell and bulk rna-seq profiling |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8329233/ https://www.ncbi.nlm.nih.gov/pubmed/34341398 http://dx.doi.org/10.1038/s41598-021-95122-3 |
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