Integration of eQTL and a Single-Cell Atlas in the Human Eye Identifies Causal Genes for Age-Related Macular Degeneration
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
Abstract
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.
Datasets
1. All cell types of human eye
Metadata
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NCBITaxon:9606100055 cells 45553f4e-f0ba-48d6-9ac8-1eeb4d20db1c34999 cells 1feacff8-a19e-4957-9aae-32eb24d8886c26480 cells 874721a8-e610-45f5-af2b-7a68120cc95319362 cells 7defcb46-e11c-494d-bddb-63ff72a8a5ec19214 cells flash-freezing100055 cells UBERON:0000966100055 cells HsapDv:000016434999 cells HsapDv:000017326480 cells HsapDv:000017119362 cells HsapDv:000015919214 cells 41915079-a82b-4202-a379-a76dddb756cd11899 cells f251131b-90ff-4cdb-b831-ef6493eaef1611815 cells b6edd52d-8dde-4ce4-831d-b131bedfa75111285 cells 0c574693-3a55-49c6-bb7c-a4e09c5cd3439743 cells 929f8449-b14d-41fa-b9a0-5b1a6de5592e9619 cells 741a3b6f-43f3-4dff-8f02-d865cf770ab59358 cells c785a991-2b55-4747-b98c-20a95ae1c3708601 cells 59ad3dfe-7461-49a1-9b69-8619e77e515b8521 cells 594eac37-6e9c-4315-b559-3d3cbb9e890f7857 cells cb30ab10-a09c-4410-8b34-59ee8b27021d5715 cells 954b82dc-ab2f-4c2d-8243-554d94168d835642 cells 4f61ef98-37a3-471c-9a6e-a9b54afec6d911899 cells 6c38d068-f6f7-4d1c-bdd3-ac49c003e2f311815 cells da6f4139-4a4c-4cf6-9980-69135dc346e611285 cells b0f6caf4-6c5c-4b5d-92a8-b6882100fa869743 cells 30c40015-2122-45ba-89ee-5f262d84a6bb9619 cells e95a63de-1152-443b-b96b-968c34c1af499358 cells 2a5e2dcd-646a-42fb-bb81-e6b205263a568601 cells 72e86952-43b9-43a4-9799-2985c4c448268521 cells 876dbc4d-0b65-46fd-8925-4b576074171f7857 cells 26ba591b-06c8-4169-9fe7-cd115b07f9285715 cells 250aa4ce-a0f7-4fad-beb3-a82c2f6b6dc45642 cells retinal rod cell62523 cells retinal bipolar neuron16695 cells retinal ganglion cell2433 cells retina horizontal cell1913 cells retinal cone cell1777 cells retinal pigment epithelial cell1704 cells 70-year-old human stage34999 cells 79-year-old human stage26480 cells 77-year-old human stage19362 cells 65-year-old human stage19214 cells Analyze this study
Source data
https://cellxgene.cziscience.com/collections/939769a8-d8d2-4d01-abfc-55699893fd49
Alias names
GSE135133, SCP484, PMID31995762
Cite this study
Orozco, L.D., Chen, H.H., Cox, C., Katschke, K.J., Arceo, R., Espiritu, C., Caplazi, P., Nghiem, S.S., Chen, Y.J., Modrusan, Z. and Dressen, A., 2020. Integration of eQTL and a single-cell atlas in the human eye identifies causal genes for age-related macular degeneration. Cell reports, 30(4), pp.1246-1259. https://doi.org/10.1016/j.celrep.2019.12.082