Integration of eQTL and a Single-Cell Atlas in the Human Eye Identifies Causal Genes for Age-Related Macular Degeneration

Summary: Age-related macular degeneration (AMD) is a leading cause of vision loss. To better understand disease pathogenesis and identify causal genes in GWAS loci for AMD risk, we present a comprehensive database of human retina and retinal pigment epithelium (RPE). Our database comprises macular a...

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Main Authors: Luz D. Orozco, Hsu-Hsin Chen, Christian Cox, Kenneth J. Katschke, Jr., Rommel Arceo, Carmina Espiritu, Patrick Caplazi, Sarajane Saturnio Nghiem, Ying-Jiun Chen, Zora Modrusan, Amy Dressen, Leonard D. Goldstein, Christine Clarke, Tushar Bhangale, Brian Yaspan, Marion Jeanne, Michael J. Townsend, Menno van Lookeren Campagne, Jason A. Hackney
Format: Article
Language:English
Published: Elsevier 2020-01-01
Series:Cell Reports
Online Access:http://www.sciencedirect.com/science/article/pii/S2211124719317474
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spelling doaj-1d550e817e174a2695fd2849cb2c47672020-11-25T00:53:33ZengElsevierCell Reports2211-12472020-01-0130412461259.e6Integration of eQTL and a Single-Cell Atlas in the Human Eye Identifies Causal Genes for Age-Related Macular DegenerationLuz D. Orozco0Hsu-Hsin Chen1Christian Cox2Kenneth J. Katschke, Jr.3Rommel Arceo4Carmina Espiritu5Patrick Caplazi6Sarajane Saturnio Nghiem7Ying-Jiun Chen8Zora Modrusan9Amy Dressen10Leonard D. Goldstein11Christine Clarke12Tushar Bhangale13Brian Yaspan14Marion Jeanne15Michael J. Townsend16Menno van Lookeren Campagne17Jason A. Hackney18Department of Bioinformatics and Computational Biology, Genentech, South San Francisco, CA 94080, USADepartment of Biomarker Discovery OMNI, Genentech, South San Francisco, CA 94080, USADepartment of Immunology Discovery, Genentech, South San Francisco, CA 94080, USADepartment of Immunology Discovery, Genentech, South San Francisco, CA 94080, USADepartment of Pathology, Genentech, South San Francisco, CA 94080, USADepartment of Pathology, Genentech, South San Francisco, CA 94080, USADepartment of Pathology, Genentech, South San Francisco, CA 94080, USADepartment of Pathology, Genentech, South San Francisco, CA 94080, USADepartment of Molecular Biology, Genentech, South San Francisco, CA 94080, USADepartment of Molecular Biology, Genentech, South San Francisco, CA 94080, USADepartment of Human Genetics, Genentech, South San Francisco, CA 94080, USADepartment of Bioinformatics and Computational Biology, Genentech, South San Francisco, CA 94080, USA; Department of Molecular Biology, Genentech, South San Francisco, CA 94080, USADepartment of Bioinformatics and Computational Biology, Genentech, South San Francisco, CA 94080, USADepartment of Human Genetics, Genentech, South San Francisco, CA 94080, USADepartment of Human Genetics, Genentech, South San Francisco, CA 94080, USADepartment of Immunology Discovery, Genentech, South San Francisco, CA 94080, USADepartment of Biomarker Discovery OMNI, Genentech, South San Francisco, CA 94080, USA; Corresponding authorDepartment of Immunology Discovery, Genentech, South San Francisco, CA 94080, USA; Corresponding authorDepartment of Bioinformatics and Computational Biology, Genentech, South San Francisco, CA 94080, USA; Corresponding authorSummary: Age-related macular degeneration (AMD) is a leading cause of vision loss. To better understand disease pathogenesis and identify causal genes in GWAS loci for AMD risk, we present a comprehensive database of human retina and retinal pigment epithelium (RPE). Our database comprises macular and non-macular RNA sequencing (RNA-seq) profiles from 129 donors, a genome-wide expression quantitative trait loci (eQTL) dataset that includes macula-specific retina and RPE/choroid, and single-nucleus RNA-seq (NucSeq) from human retina and RPE with subtype resolution from more than 100,000 cells. Using NucSeq, we find enriched expression of AMD candidate genes in RPE cells. We identify 15 putative causal genes for AMD on the basis of co-localization of genetic association signals for AMD risk and eye eQTL, including the genes TSPAN10 and TRPM1. These results demonstrate the value of our human eye database for elucidating genetic pathways and potential therapeutic targets for ocular diseases. : To find genes underlying risk for age-related macular degeneration, Orozco et al. analyze human ocular transcriptomes in conjunction with genotypes and build a single-nucleus atlas. They identify 15 putative causal genes, of which TSPAN10 and TRPM1 were enriched in retinal pigment epithelium, the site of early disease pathology. Keywords: eQTL, NucSeq, single cell, RNA-seq, age-related macular degeneration, AMD, retinal pigment epithelium, retina, GWAShttp://www.sciencedirect.com/science/article/pii/S2211124719317474
collection DOAJ
language English
format Article
sources DOAJ
author Luz D. Orozco
Hsu-Hsin Chen
Christian Cox
Kenneth J. Katschke, Jr.
Rommel Arceo
Carmina Espiritu
Patrick Caplazi
Sarajane Saturnio Nghiem
Ying-Jiun Chen
Zora Modrusan
Amy Dressen
Leonard D. Goldstein
Christine Clarke
Tushar Bhangale
Brian Yaspan
Marion Jeanne
Michael J. Townsend
Menno van Lookeren Campagne
Jason A. Hackney
spellingShingle Luz D. Orozco
Hsu-Hsin Chen
Christian Cox
Kenneth J. Katschke, Jr.
Rommel Arceo
Carmina Espiritu
Patrick Caplazi
Sarajane Saturnio Nghiem
Ying-Jiun Chen
Zora Modrusan
Amy Dressen
Leonard D. Goldstein
Christine Clarke
Tushar Bhangale
Brian Yaspan
Marion Jeanne
Michael J. Townsend
Menno van Lookeren Campagne
Jason A. Hackney
Integration of eQTL and a Single-Cell Atlas in the Human Eye Identifies Causal Genes for Age-Related Macular Degeneration
Cell Reports
author_facet Luz D. Orozco
Hsu-Hsin Chen
Christian Cox
Kenneth J. Katschke, Jr.
Rommel Arceo
Carmina Espiritu
Patrick Caplazi
Sarajane Saturnio Nghiem
Ying-Jiun Chen
Zora Modrusan
Amy Dressen
Leonard D. Goldstein
Christine Clarke
Tushar Bhangale
Brian Yaspan
Marion Jeanne
Michael J. Townsend
Menno van Lookeren Campagne
Jason A. Hackney
author_sort Luz D. Orozco
title Integration of eQTL and a Single-Cell Atlas in the Human Eye Identifies Causal Genes for Age-Related Macular Degeneration
title_short Integration of eQTL and a Single-Cell Atlas in the Human Eye Identifies Causal Genes for Age-Related Macular Degeneration
title_full Integration of eQTL and a Single-Cell Atlas in the Human Eye Identifies Causal Genes for Age-Related Macular Degeneration
title_fullStr Integration of eQTL and a Single-Cell Atlas in the Human Eye Identifies Causal Genes for Age-Related Macular Degeneration
title_full_unstemmed Integration of eQTL and a Single-Cell Atlas in the Human Eye Identifies Causal Genes for Age-Related Macular Degeneration
title_sort integration of eqtl and a single-cell atlas in the human eye identifies causal genes for age-related macular degeneration
publisher Elsevier
series Cell Reports
issn 2211-1247
publishDate 2020-01-01
description Summary: Age-related macular degeneration (AMD) is a leading cause of vision loss. To better understand disease pathogenesis and identify causal genes in GWAS loci for AMD risk, we present a comprehensive database of human retina and retinal pigment epithelium (RPE). Our database comprises macular and non-macular RNA sequencing (RNA-seq) profiles from 129 donors, a genome-wide expression quantitative trait loci (eQTL) dataset that includes macula-specific retina and RPE/choroid, and single-nucleus RNA-seq (NucSeq) from human retina and RPE with subtype resolution from more than 100,000 cells. Using NucSeq, we find enriched expression of AMD candidate genes in RPE cells. We identify 15 putative causal genes for AMD on the basis of co-localization of genetic association signals for AMD risk and eye eQTL, including the genes TSPAN10 and TRPM1. These results demonstrate the value of our human eye database for elucidating genetic pathways and potential therapeutic targets for ocular diseases. : To find genes underlying risk for age-related macular degeneration, Orozco et al. analyze human ocular transcriptomes in conjunction with genotypes and build a single-nucleus atlas. They identify 15 putative causal genes, of which TSPAN10 and TRPM1 were enriched in retinal pigment epithelium, the site of early disease pathology. Keywords: eQTL, NucSeq, single cell, RNA-seq, age-related macular degeneration, AMD, retinal pigment epithelium, retina, GWAS
url http://www.sciencedirect.com/science/article/pii/S2211124719317474
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