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

Updated February 12, 2024

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.

Luz D OrozcoDepartment of Bioinformatics and Computational Biology, Genentech, South San Francisco, CA 94080, USA.orozcogl@gene.com

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

Luz D Orozco (Principal Investigator)1
Hsu-Hsin Chen2
Christian Cox3
Kenneth J Katschke3
Rommel Arceo4
Carmina Espiritu4
Patrick Caplazi4
Sarajane Saturnio Nghiem4
Ying-Jiun Chen5
Zora Modrusan5
Amy Dressen6
Leonard D Goldstein7
Christine Clarke1
Tushar Bhangale6
Brian Yaspan6
Marion Jeanne3
Michael J Townsend8
Menno van Lookeren Campagne9
Jason A Hackney10
1Department of Bioinformatics and Computational Biology, Genentech, South San Francisco, CA 94080, USA.
2Department of Biomarker Discovery OMNI, Genentech, South San Francisco, CA 94080, USA.
3Department of Immunology Discovery, Genentech, South San Francisco, CA 94080, USA.
4Department of Pathology, Genentech, South San Francisco, CA 94080, USA.
5Department of Molecular Biology, Genentech, South San Francisco, CA 94080, USA.
6Department of Human Genetics, Genentech, South San Francisco, CA 94080, USA.
7Department of Bioinformatics and Computational Biology, Genentech, South San Francisco, CA 94080, USA; Department of Molecular Biology, Genentech, South San Francisco, CA 94080, USA.
8Department of Biomarker Discovery OMNI, Genentech, South San Francisco, CA 94080, USA. Electronic address: townsem1@gene.com.
9Department of Immunology Discovery, Genentech, South San Francisco, CA 94080, USA. Electronic address: mvanlook@amgen.com.
10Department of Bioinformatics and Computational Biology, Genentech, South San Francisco, CA 94080, USA. Electronic address: jasonah@gene.com.
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To reference this project, please use the following link:

https://explore.data.humancellatlas.org/projects/e090445c-6971-4212-bc5f-ae4ec3914102
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Analysis Portals

CZ CELLxGENECZ CELLxGENE
UCSC Cell BrowserUCSC Cell Browser

Project Label

NucSeqOfHumanEyes

Species

Homo sapiens

Sample Type

specimens

Anatomical Entity

eye

Organ Part

2 organ parts

Selected Cell Types

Unspecified

Disease Status (Specimen)

normal

Disease Status (Donor)

normal

Development Stage

human adult stage

Library Construction Method

10x 3' v3

Nucleic Acid Source

single nucleus

Paired End

false

Analysis Protocol

analysis_protocol_1, analysis_protocol_2

File Format

3 file formats

Cell Count Estimate

100.1k

Donor Count

4
tar1 file(s)txt.gz1 file(s)xlsx1 file(s)