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Sampson J, Segrè AV, Bujakowska KM, Haynes S, Baralle D, Banka S, Black GC, Sergouniotis PI, Ellingford JM. Paired DNA and RNA sequencing uncovers common and rare genetic variants regulating gene expression in the human retina. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2025:2025.04.25.25326445. [PMID: 40313258 PMCID: PMC12045431 DOI: 10.1101/2025.04.25.25326445] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 05/03/2025]
Abstract
Genetic disorders impacting vision affect millions of individuals worldwide, including age-related macular degeneration (common) and inherited retinal disorders (rare). There is incomplete understanding of the impact of genetic variation on gene expression in the human retina, and its role in genetic disorders. Through the generation of whole genome sequencing and bulk RNA-sequencing of neurosensory retina (NSR) and retinal pigment epithelium (RPE) from 201 post-mortem eyes, we uncovered common and rare genetic variants shaping retinal expression profiles. This includes 1,483,595 significant cis-expression quantitative trait loci (eQTLs) impacting 9,959 and 3,699 genes in NSR and RPE, respectively, with associated genetic variants enriched to cis-candidate regulatory elements and notable shared eGenes between NSR and RPE. We also detected 1051 expression outliers and prioritised 299 rare non-coding single-nucleotide, structural variants or copy number variants as plausible drivers for 28% of outlier events. This study increases understanding of gene expression regulation in the human retina.
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Affiliation(s)
- Jacob Sampson
- Division of Evolution, Infection and Genomics, School of Biological Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
| | - Ayellet V Segrè
- Ocular Genomics Institute, Department of Ophthalmology, Massachusetts Eye and Ear, Boston, MA, USA
- Department of Ophthalmology, Harvard Medical School, Boston, MA, USA
- Broad Institute of Harvard and MIT, Cambridge, MA, USA
| | - Kinga M Bujakowska
- Ocular Genomics Institute, Department of Ophthalmology, Massachusetts Eye and Ear, Boston, MA, USA
- Department of Ophthalmology, Harvard Medical School, Boston, MA, USA
| | - Steve Haynes
- Division of Evolution, Infection and Genomics, School of Biological Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
| | - Diana Baralle
- School of Human Development and Health, Faculty of Medicine, University of Southampton, Southampton, United Kingdom
| | - Siddharth Banka
- Division of Evolution, Infection and Genomics, School of Biological Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
- Manchester Centre for Genomic Medicine, Manchester University NHS Foundation Trust, Health Innovation Manchester, Manchester, UK
| | - Graeme C Black
- Division of Evolution, Infection and Genomics, School of Biological Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
- Manchester Centre for Genomic Medicine, Manchester University NHS Foundation Trust, Health Innovation Manchester, Manchester, UK
| | - Panagiotis I Sergouniotis
- Division of Evolution, Infection and Genomics, School of Biological Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
- Manchester Centre for Genomic Medicine, Manchester University NHS Foundation Trust, Health Innovation Manchester, Manchester, UK
- European Molecular Biology Laboratory, European Bioinformatics Institute (EMBL- EBI), Wellcome Genome Campus, Cambridge, UK
- Manchester Royal Eye Hospital, Manchester University NHS Foundation Trust, Manchester, UK
| | - Jamie M Ellingford
- Division of Evolution, Infection and Genomics, School of Biological Sciences, Faculty of Biology, Medicine and Health, University of Manchester, Manchester, UK
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Wu WH, Tso A, Breazzano MP, Jenny LA, Levi SR, Tsang SH, Quinn PMJ. Culture of Human Retinal Explants for Ex Vivo Assessment of AAV Gene Delivery. Methods Mol Biol 2022; 2560:303-311. [PMID: 36481906 DOI: 10.1007/978-1-0716-2651-1_28] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Due to the clinically established safety and efficacy profile of recombinant adeno-associated viral (rAAV) vectors, they are considered the "go to" vector for retinal gene therapy. Design of a rAAV-mediated gene therapy focuses on cell tropism, high transduction efficiency, and high transgene expression levels to achieve the lowest therapeutic treatment dosage and avoid toxicity. Human retinal explants are a clinically relevant model system for exploring these aspects of rAAV-mediated gene delivery. In this chapter, we describe an ex vivo human retinal explant culture protocol to evaluate transgene expression in order to determine the selectivity and efficacy of rAAV vectors for human retinal gene therapy.
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Affiliation(s)
- Wen-Hsuan Wu
- Edward S. Harkness Eye Institute, Department of Ophthalmology, Columbia University Irving Medical Center/New York-Presbyterian Hospital, New York, NY, USA
| | - Amy Tso
- Edward S. Harkness Eye Institute, Department of Ophthalmology, Columbia University Irving Medical Center/New York-Presbyterian Hospital, New York, NY, USA
| | - Mark P Breazzano
- Edward S. Harkness Eye Institute, Department of Ophthalmology, Columbia University Irving Medical Center/New York-Presbyterian Hospital, New York, NY, USA.,Department of Ophthalmology, New York University School of Medicine, New York University Langone Health, New York, NY, USA.,Manhattan Eye, Ear and Throat Hospital, Lenox Hill Hospital, Northwell Health, New York, NY, USA
| | - Laura A Jenny
- Edward S. Harkness Eye Institute, Department of Ophthalmology, Columbia University Irving Medical Center/New York-Presbyterian Hospital, New York, NY, USA.,Department of Ophthalmology, New York University School of Medicine, New York University Langone Health, New York, NY, USA.,Manhattan Eye, Ear and Throat Hospital, Lenox Hill Hospital, Northwell Health, New York, NY, USA
| | - Sarah R Levi
- Edward S. Harkness Eye Institute, Department of Ophthalmology, Columbia University Irving Medical Center/New York-Presbyterian Hospital, New York, NY, USA.,Department of Ophthalmology, New York University School of Medicine, New York University Langone Health, New York, NY, USA.,Manhattan Eye, Ear and Throat Hospital, Lenox Hill Hospital, Northwell Health, New York, NY, USA
| | - Stephen H Tsang
- Departments of Ophthalmology, Pathology & Cell Biology, Graduate Programs in Nutritional & Metabolic Biology and Neurobiology & Behavior, Columbia Stem Cell Initiative, New York, NY, USA
| | - Peter M J Quinn
- Department of Opthalmology, Columbia University Medical Center, New York, NY, USA.
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Quinn PM, Wijnholds J. Retinogenesis of the Human Fetal Retina: An Apical Polarity Perspective. Genes (Basel) 2019; 10:E987. [PMID: 31795518 PMCID: PMC6947654 DOI: 10.3390/genes10120987] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2019] [Revised: 11/25/2019] [Accepted: 11/26/2019] [Indexed: 12/20/2022] Open
Abstract
The Crumbs complex has prominent roles in the control of apical cell polarity, in the coupling of cell density sensing to downstream cell signaling pathways, and in regulating junctional structures and cell adhesion. The Crumbs complex acts as a conductor orchestrating multiple downstream signaling pathways in epithelial and neuronal tissue development. These pathways lead to the regulation of cell size, cell fate, cell self-renewal, proliferation, differentiation, migration, mitosis, and apoptosis. In retinogenesis, these are all pivotal processes with important roles for the Crumbs complex to maintain proper spatiotemporal cell processes. Loss of Crumbs function in the retina results in loss of the stratified appearance resulting in retinal degeneration and loss of visual function. In this review, we begin by discussing the physiology of vision. We continue by outlining the processes of retinogenesis and how well this is recapitulated between the human fetal retina and human embryonic stem cell (ESC) or induced pluripotent stem cell (iPSC)-derived retinal organoids. Additionally, we discuss the functionality of in utero and preterm human fetal retina and the current level of functionality as detected in human stem cell-derived organoids. We discuss the roles of apical-basal cell polarity in retinogenesis with a focus on Leber congenital amaurosis which leads to blindness shortly after birth. Finally, we discuss Crumbs homolog (CRB)-based gene augmentation.
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Affiliation(s)
- Peter M.J. Quinn
- Department of Ophthalmology, Leiden University Medical Center, 2300 RC Leiden, The Netherlands;
| | - Jan Wijnholds
- Department of Ophthalmology, Leiden University Medical Center, 2300 RC Leiden, The Netherlands;
- The Netherlands Institute for Neuroscience, Royal Netherlands Academy of Arts and Sciences, 1105 BA Amsterdam, The Netherlands
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Tang PH, Velez G, Tsang SH, Bassuk AG, Mahajan VB. VCAN Canonical Splice Site Mutation is Associated With Vitreoretinal Degeneration and Disrupts an MMP Proteolytic Site. Invest Ophthalmol Vis Sci 2019; 60:282-293. [PMID: 30657523 PMCID: PMC6735613 DOI: 10.1167/iovs.18-25624] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023] Open
Abstract
Purpose To gain insight into the pathophysiology of vitreoretinal degeneration, the clinical course of three family members with Versican Vitreoretinopathy (VVR) is described, and a canonical splice site mutation in the gene encoding for versican (VCAN) protein was biochemically analyzed. Methods A retrospective chart review, human eye histopathology, Sanger DNA sequencing, protein structural modeling, and in vitro proteolysis assays were performed. Results The proband (II:1), mother (I:2), and younger sibling (II:2) suffered retinal degeneration with foveal sparing and retinal detachments with proliferative vitreoretinopathy, features that were confirmed on histopathologic analysis. All affected members carried a heterozygous adenine to guanine variant (c.4004-2A>G) predicted to result in exon 8 skipping or the deletion of 13 amino acids at the beginning of the GAGβ chain (VCAN p.1335-1347). This deleted region corresponded to a putative MMP cleavage site, validated using fluorescence resonance energy transfer (FRET)-based proteolysis assays. Proteomic network analysis identified 10 interacting partners in the human vitreous and retina linked to retinal detachment and degeneration. Conclusions VVR causes significant ocular disease, including retinal detachment and retinal dystrophy. The intronic VCAN mutation removes an MMP cleavage site, which alters versican structure and results in abnormal vitreous modeling. Disruption of a versican protein network may underlie clinicopathologic disease features and point to targeted therapies.
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Affiliation(s)
- Peter H Tang
- Byers Eye Institute, Omics Laboratory, Department of Ophthalmology, Stanford University School of Medicine, Palo Alto, California, United States.,Veterans Affairs Palo Alto Health Care System, Palo Alto, California, United States
| | - Gabriel Velez
- Byers Eye Institute, Omics Laboratory, Department of Ophthalmology, Stanford University School of Medicine, Palo Alto, California, United States.,Medical Scientist Training Program, University of Iowa, Iowa City, Iowa, United States
| | - Stephen H Tsang
- Bernard and Shirlee Brown Glaucoma Laboratory, Department of Pathology and Cell Biology, Department of Ophthalmology, College of Physicians and Surgeons, Columbia University, New York, New York, United States
| | - Alexander G Bassuk
- Department of Pediatrics, University of Iowa, Iowa City, Iowa, United States
| | - Vinit B Mahajan
- Byers Eye Institute, Omics Laboratory, Department of Ophthalmology, Stanford University School of Medicine, Palo Alto, California, United States.,Veterans Affairs Palo Alto Health Care System, Palo Alto, California, United States
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Machlab DA, Velez G, Bassuk AG, Mahajan VB. ProSave: an application for restoring quantitative data to manipulated subsets of protein lists. SOURCE CODE FOR BIOLOGY AND MEDICINE 2018; 13:3. [PMID: 30459825 PMCID: PMC6233572 DOI: 10.1186/s13029-018-0070-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/06/2018] [Accepted: 11/01/2018] [Indexed: 12/21/2022]
Abstract
Background In proteomics studies, liquid chromatography tandem mass spectrometry data (LC-MS/MS) is quantified by spectral counts or by some measure of ion abundance. Downstream comparative analysis of protein content (e.g. Venn diagrams and network analysis) typically does not include this quantitative data and critical information is often lost. To avoid loss of spectral count data in comparative proteomic analyses, it is critical to implement a tool that can rapidly retrieve this information. Results We developed ProSave, a free and user-friendly Java-based program that retrieves spectral count data from a curated list of proteins in a large proteomics dataset. ProSave allows for the management of LC-MS/MS datasets and rapidly retrieves spectral count information for a desired list of proteins. Conclusions ProSave is open source and freely available at https://github.com/MahajanLab/ProSave. The user manual, implementation notes, and description of methodology and examples are available on the site.
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Affiliation(s)
| | - Gabriel Velez
- 1Omics Laboratory, Stanford University, Palo Alto, CA USA.,2Department of Ophthalmology, Byers Eye Institute, Stanford University, 1651 Page Mill Road, Palo Alto, CA 94304 USA.,3Medical Scientist Training Program, University of Iowa, Iowa City, IA USA
| | | | - Vinit B Mahajan
- 1Omics Laboratory, Stanford University, Palo Alto, CA USA.,2Department of Ophthalmology, Byers Eye Institute, Stanford University, 1651 Page Mill Road, Palo Alto, CA 94304 USA.,Palo Alto Veterans Administration, Palo Alto, CA USA
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Wert KJ, Velez G, Cross MR, Wagner BA, Teoh-Fitzgerald ML, Buettner GR, McAnany JJ, Olivier A, Tsang SH, Harper MM, Domann FE, Bassuk AG, Mahajan VB. Extracellular superoxide dismutase (SOD3) regulates oxidative stress at the vitreoretinal interface. Free Radic Biol Med 2018; 124:408-419. [PMID: 29940351 PMCID: PMC6233711 DOI: 10.1016/j.freeradbiomed.2018.06.024] [Citation(s) in RCA: 31] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/16/2018] [Accepted: 06/21/2018] [Indexed: 02/07/2023]
Abstract
Oxidative stress is a pathogenic feature in vitreoretinal disease. However, the ability of the inner retina to manage metabolic waste and oxidative stress is unknown. Proteomic analysis of antioxidants in the human vitreous, the extracellular matrix opposing the inner retina, identified superoxide dismutase-3 (SOD3) that localized to a unique matrix structure in the vitreous base and cortex. To determine the role of SOD3, Sod3-/- mice underwent histological and clinical phenotyping. Although the eyes were structurally normal, at the vitreoretinal interface Sod3-/- mice demonstrated higher levels of 3-nitrotyrosine, a key marker of oxidative stress. Pattern electroretinography also showed physiological signaling abnormalities within the inner retina. Vitreous biopsies and epiretinal membranes collected from patients with diabetic vitreoretinopathy (DVR) and a mouse model of DVR showed significantly higher levels of nitrates and/or 3-nitrotyrosine oxidative stress biomarkers suggestive of SOD3 dysfunction. This study analyzes the molecular pathways that regulate oxidative stress in human vitreous substructures. The absence or dysregulation of the SOD3 antioxidant at the vitreous base and cortex results in increased oxidative stress and tissue damage to the inner retina, which may underlie DVR pathogenesis and other vitreoretinal diseases.
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Affiliation(s)
- Katherine J Wert
- Byers Eye Institute, Department of Ophthalmology, Stanford University, Palo Alto, CA, United States; Omics Laboratory, Stanford University, Palo Alto, CA, United States
| | - Gabriel Velez
- Byers Eye Institute, Department of Ophthalmology, Stanford University, Palo Alto, CA, United States; Omics Laboratory, Stanford University, Palo Alto, CA, United States
| | - Madeline R Cross
- Department of Pediatrics, University of Iowa, Iowa City, IA, United States
| | - Brett A Wagner
- Department of Radiation Oncology, Carver College of Medicine, University of Iowa, Iowa City, IA, United States
| | - Melissa L Teoh-Fitzgerald
- Department of Biochemistry and Molecular Biology, University of Nebraska Medical Center, Omaha, NE, United States
| | - Garry R Buettner
- Department of Radiation Oncology, Carver College of Medicine, University of Iowa, Iowa City, IA, United States
| | - J Jason McAnany
- Department of Ophthalmology, University of Illinois at Chicago, Chicago, IL, United States
| | - Alicia Olivier
- Division of Comparative Pathology, Department of Pathology, Carver College of Medicine, University of Iowa, Iowa City, IA, United States
| | - Stephen H Tsang
- Bernard and Shirlee Brown Glaucoma Laboratory and Barbara & Donald Jonas Laboratory of Regenerative Medicine, Columbia University, New York, NY, United States; Edward S. Harkness Eye Institute, Columbia University, New York, NY, United States; Departments of Ophthalmology, Pathology & Cell Biology, and Institute of Human Nutrition, Columbia University, New York, NY, United States
| | - Matthew M Harper
- Department of Ophthalmology and Visual Sciences, University of Iowa, Iowa City, IA, United States; Department of Veterans Affairs Iowa City Health Care System, Iowa City, IA, United States; Veterans Affairs Center for the Prevention and Treatment of Visual Loss, Iowa City, IA, United States
| | - Frederick E Domann
- Department of Radiation Oncology, Carver College of Medicine, University of Iowa, Iowa City, IA, United States
| | - Alexander G Bassuk
- Department of Pediatrics, University of Iowa, Iowa City, IA, United States
| | - Vinit B Mahajan
- Byers Eye Institute, Department of Ophthalmology, Stanford University, Palo Alto, CA, United States; Omics Laboratory, Stanford University, Palo Alto, CA, United States; Palo Alto Veterans Administration, Palo Alto, CA, United States.
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