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Cipriani V, Vestito L, Magavern EF, Jacobsen JOB, Arno G, Behr ER, Benson KA, Bertoli M, Bockenhauer D, Bowl MR, Burley K, Chan LF, Chinnery P, Conlon PJ, Costa MA, Davidson AE, Dawson SJ, Elhassan EAE, Flanagan SE, Futema M, Gale DP, García-Ruiz S, Corcia CG, Griffin HR, Hambleton S, Hicks AR, Houlden H, Houlston RS, Howles SA, Kleta R, Lekkerkerker I, Lin S, Liskova P, Mitchison HH, Morsy H, Mumford AD, Newman WG, Neatu R, O'Toole EA, Ong ACM, Pagnamenta AT, Rahman S, Rajan N, Robinson PN, Ryten M, Sadeghi-Alavijeh O, Sayer JA, Shovlin CL, Taylor JC, Teltsh O, Tomlinson I, Tucci A, Turnbull C, van Eerde AM, Ware JS, Watts LM, Webster AR, Westbury SK, Zheng SL, Caulfield M, Smedley D. Rare disease gene association discovery in the 100,000 Genomes Project. Nature 2025:10.1038/s41586-025-08623-w. [PMID: 40011789 DOI: 10.1038/s41586-025-08623-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2023] [Accepted: 01/10/2025] [Indexed: 02/28/2025]
Abstract
Up to 80% of rare disease patients remain undiagnosed after genomic sequencing1, with many probably involving pathogenic variants in yet to be discovered disease-gene associations. To search for such associations, we developed a rare variant gene burden analytical framework for Mendelian diseases, and applied it to protein-coding variants from whole-genome sequencing of 34,851 cases and their family members recruited to the 100,000 Genomes Project2. A total of 141 new associations were identified, including five for which independent disease-gene evidence was recently published. Following in silico triaging and clinical expert review, 69 associations were prioritized, of which 30 could be linked to existing experimental evidence. The five associations with strongest overall genetic and experimental evidence were monogenic diabetes with the known β cell regulator3,4 UNC13A, schizophrenia with GPR17, epilepsy with RBFOX3, Charcot-Marie-Tooth disease with ARPC3 and anterior segment ocular abnormalities with POMK. Further confirmation of these and other associations could lead to numerous diagnoses, highlighting the clinical impact of large-scale statistical approaches to rare disease-gene association discovery.
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Affiliation(s)
- Valentina Cipriani
- Clinical Pharmacology and Precision Medicine, William Harvey Research Institute, Queen Mary University of London, London, UK.
- UCL Institute of Ophthalmology, University College London, London, UK.
- UCL Genetics Institute, University College London, London, UK.
| | - Letizia Vestito
- Clinical Pharmacology and Precision Medicine, William Harvey Research Institute, Queen Mary University of London, London, UK
| | - Emma F Magavern
- Clinical Pharmacology and Precision Medicine, William Harvey Research Institute, Queen Mary University of London, London, UK
| | - Julius O B Jacobsen
- Clinical Pharmacology and Precision Medicine, William Harvey Research Institute, Queen Mary University of London, London, UK
| | - Gavin Arno
- UCL Institute of Ophthalmology, University College London, London, UK
- National Institute of Health Research Biomedical Research Centre at Moorfields Eye Hospital, London, UK
| | - Elijah R Behr
- Cardiology Section, Cardiovascular and Genomics Research Institute, School of Health & Medical Sciences, City St George's, University of London, London, UK
- Cardiology Department, St George's University Hospitals NHS Foundation Trust, London, UK
| | - Katherine A Benson
- School of Pharmacy and Biomolecular Sciences, Royal College of Surgeons in Ireland, Dublin, Republic of Ireland
| | - Marta Bertoli
- Northern Genetics Centre, The Newcastle upon Tyne NHS Foundation Trust, Newcastle upon Tyne, UK
| | - Detlef Bockenhauer
- Paediatric Nephrology, University Hospital and Catholic University Leuven, Leuven, Belgium
- Department of Renal Medicine, University College London, London, UK
| | - Michael R Bowl
- UCL Ear Institute, University College London, London, UK
| | - Kate Burley
- School of Cellular and Molecular Medicine, University of Bristol, Bristol, UK
| | - Li F Chan
- Centre for Endocrinology, William Harvey Research Institute, Queen Mary University of London, London, UK
| | - Patrick Chinnery
- Medical Research Council Mitochondrial Biology Unit, Cambridge Biomedical Campus, University of Cambridge, Cambridge, UK
| | - Peter J Conlon
- Department of Medicine, Royal College of Surgeons in Ireland and Department of Nephrology, Beaumont Hospital, Dublin, Republic of Ireland
| | - Marcos A Costa
- UCL Institute of Ophthalmology, University College London, London, UK
| | - Alice E Davidson
- UCL Institute of Ophthalmology, University College London, London, UK
| | - Sally J Dawson
- UCL Ear Institute, University College London, London, UK
| | - Elhussein A E Elhassan
- Department of Medicine, Royal College of Surgeons in Ireland and Department of Nephrology, Beaumont Hospital, Dublin, Republic of Ireland
| | - Sarah E Flanagan
- Department of Clinical and Biomedical Science, University of Exeter Medical School, Exeter, UK
| | - Marta Futema
- Cardiology Section, Cardiovascular and Genomics Research Institute, School of Health & Medical Sciences, City St George's, University of London, London, UK
- Institute of Cardiovascular Science, University College London, London, UK
| | - Daniel P Gale
- Department of Renal Medicine, University College London, London, UK
| | - Sonia García-Ruiz
- Department of Neurodegenerative Disease, UCL Queen Square Institute of Neurology, University College London, London, UK
- Genetics and Genomic Medicine, UCL Great Ormond Street Institute of Child Health, University College London, London, UK
- Aligning Science Across Parkinson's (ASAP) Collaborative Research Network, Chevy Chase, MD, USA
| | - Cecilia Gonzalez Corcia
- Pediatric Cardiology, CHU Sainte Justine, University of Montreal, Montreal, Quebec, Canada
- Mc Gill University, Montreal, Quebec, Canada
| | - Helen R Griffin
- Newcastle University Translational and Clinical Research Institute, Newcastle upon Tyne, UK
| | - Sophie Hambleton
- Newcastle University Translational and Clinical Research Institute, Newcastle upon Tyne, UK
- Great North Children's Hospital, Newcastle upon Tyne, UK
| | - Amy R Hicks
- Department of Neurodegenerative Disease, UCL Queen Square Institute of Neurology, University College London, London, UK
- Genetics and Genomic Medicine, UCL Great Ormond Street Institute of Child Health, University College London, London, UK
- Aligning Science Across Parkinson's (ASAP) Collaborative Research Network, Chevy Chase, MD, USA
| | - Henry Houlden
- UCL Institute of Neurology, London, UK
- National Hospital for Neurology and Neurosurgery, London, UK
| | - Richard S Houlston
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, UK
| | - Sarah A Howles
- Nuffield Department of Surgical Sciences, University of Oxford, Oxford, UK
| | - Robert Kleta
- Department of Renal Medicine, University College London, London, UK
| | | | - Siying Lin
- UCL Institute of Ophthalmology, University College London, London, UK
- National Institute of Health Research Biomedical Research Centre at Moorfields Eye Hospital, London, UK
| | - Petra Liskova
- Department of Ophthalmology, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
- Department of Paediatrics and Inherited Metabolic Disorders, First Faculty of Medicine, Charles University and General University Hospital in Prague, Prague, Czech Republic
| | - Hannah H Mitchison
- Genetics and Genomic Medicine, UCL Great Ormond Street Institute of Child Health, University College London, London, UK
| | - Heba Morsy
- Department of Neuromuscular Diseases, UCL Institute of Neurology, London, UK
| | - Andrew D Mumford
- School of Cellular and Molecular Medicine, University of Bristol, Bristol, UK
| | - William G Newman
- Division of Evolution, Infection and Genomics, University of Manchester, Manchester, UK
- Manchester Centre for Genomic Medicine, Manchester University NHS Foundation Trust, Manchester, UK
| | - Ruxandra Neatu
- Institute of Translational and Clinical Research, Newcastle University, Newcastle upon Tyne, UK
| | - Edel A O'Toole
- Centre for Cell Biology and Cutaneous Research, Blizard Institute, QMUL, London, UK
| | - Albert C M Ong
- Kidney Genetics Group, Division of Clinical Medicine, School of Medicine and Population Health, University of Sheffield, Sheffield, UK
- Sheffield Kidney Institute, Sheffield Teaching Hospitals NHS Foundation Trust, Sheffield, UK
| | - Alistair T Pagnamenta
- Centre for Human Genetics, University of Oxford, Oxford, UK
- Oxford NIHR Biomedical Research Centre, Oxford, UK
| | - Shamima Rahman
- Genetics and Genomic Medicine, UCL Great Ormond Street Institute of Child Health, University College London, London, UK
| | - Neil Rajan
- Newcastle University Translational and Clinical Research Institute, Newcastle upon Tyne, UK
- Department of Dermatology and NIHR Biomedical Research Centre, Royal Victoria Infirmary, Newcastle upon Tyne, UK
| | - Peter N Robinson
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
- Berlin Institute of Health, Charité-Universitätsmedizin Berlin, Berlin, Germany
| | - Mina Ryten
- Genetics and Genomic Medicine, UCL Great Ormond Street Institute of Child Health, University College London, London, UK
- Aligning Science Across Parkinson's (ASAP) Collaborative Research Network, Chevy Chase, MD, USA
- NIHR GOSH Biomedical Research Centre, Great Ormond Street Institute of Child Health, London, UK
- Department of Clinical Neurosciences, School of Clinical Medicine, University of Cambridge, Cambridge, UK
- Department of Medical Genetics, NIHR Cambridge Biomedical Research Centre, University of Cambridge, Cambridge, UK
| | | | - John A Sayer
- Biosciences Institute, Newcastle University, Newcastle upon Tyne, UK
- Renal Services, The Newcastle upon Tyne NHS Foundation Trust Hospitals, Newcastle upon Tyne, UK
- NIHR Biomedical Research Centre, Newcastle University, Newcastle upon Tyne, UK
| | - Claire L Shovlin
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Jenny C Taylor
- Centre for Human Genetics, University of Oxford, Oxford, UK
- Oxford NIHR Biomedical Research Centre, Oxford, UK
| | - Omri Teltsh
- School of Pharmacy and Biomolecular Sciences, Royal College of Surgeons in Ireland, Dublin, Republic of Ireland
| | - Ian Tomlinson
- Department of Oncology, University of Oxford, Oxford, UK
| | - Arianna Tucci
- Clinical Pharmacology and Precision Medicine, William Harvey Research Institute, Queen Mary University of London, London, UK
- Department of Neurodegenerative Disease, UCL Queen Square Institute of Neurology, University College London, London, UK
| | - Clare Turnbull
- Division of Genetics and Epidemiology, Institute of Cancer Research, London, UK
| | | | - James S Ware
- National Heart and Lung Institute, Imperial College London, London, UK
- MRC Laboratory of Medical Sciences, Imperial College London, London, UK
| | - Laura M Watts
- Centre for Human Genetics, University of Oxford, Oxford, UK
- Oxford Centre for Genomic Medicine, Oxford University Foundation Trust, Oxford, UK
| | - Andrew R Webster
- UCL Institute of Ophthalmology, University College London, London, UK
- National Institute of Health Research Biomedical Research Centre at Moorfields Eye Hospital, London, UK
| | | | - Sean L Zheng
- National Heart and Lung Institute, Imperial College London, London, UK
- MRC Laboratory of Medical Sciences, Imperial College London, London, UK
| | - Mark Caulfield
- Clinical Pharmacology and Precision Medicine, William Harvey Research Institute, Queen Mary University of London, London, UK
| | - Damian Smedley
- Clinical Pharmacology and Precision Medicine, William Harvey Research Institute, Queen Mary University of London, London, UK.
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2
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Hermann R, Shovlin CL, Kasthuri RS, Serra M, Eker OF, Bailly S, Buscarini E, Dupuis-Girod S. Hereditary haemorrhagic telangiectasia. Nat Rev Dis Primers 2025; 11:1. [PMID: 39788978 DOI: 10.1038/s41572-024-00585-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 11/29/2024] [Indexed: 01/12/2025]
Abstract
Hereditary haemorrhagic telangiectasia (HHT) is a vascular dysplasia inherited as an autosomal dominant trait and caused by loss-of-function pathogenic variants in genes encoding proteins of the BMP signalling pathway. Up to 90% of disease-causal variants are observed in ENG and ACVRL1, with SMAD4 and GDF2 less frequently responsible for HHT. In adults, the most frequent HHT manifestations relate to iron deficiency and anaemia owing to recurrent epistaxis (nosebleeds) or bleeding from gastrointestinal telangiectases. Arteriovenous malformations (AVMs) in the lungs, liver and the central nervous system cause additional major complications and often complex symptoms, primarily due to vascular shunting, which is right-to-left through pulmonary AVMs (causing ischaemic stroke or cerebral abscess) and left-to-right through systemic AVMs (causing high cardiac output). Children usually experience isolated epistaxis; in rare cases, childhood complications occur from large AVMs in the lungs or central nervous system. Management goals encompass control of epistaxis and intestinal bleeding from telangiectases, screening for and treatment of iron deficiency (with or without anaemia) and AVMs, genetic counselling and evaluation of at-risk family members. Novel therapeutics, such as systemic antiangiogenic therapies, are actively being investigated. Although HHT is associated with increased morbidity, the appropriate screening and treatment of visceral AVMs, and the effective management of bleeding and anaemia, improves quality of life and overall survival.
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Affiliation(s)
- Ruben Hermann
- ENT department, Hôpital E Herriot, Hospices Civils de Lyon, Lyon, France
- European Reference Network for Rare Multisystemic Vascular Disease (VASCERN), HHT Rare Disease Working Group, Paris, France
| | - Claire L Shovlin
- National Heart and Lung Institute, Imperial College London, London, UK
- Respiratory Medicine, Imperial College Healthcare NHS Trust, London, UK
| | - Raj S Kasthuri
- Division of Hematology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Marcelo Serra
- Internal Medicine department, HHT Unit, Hospital Italiano de Buenos Aires, Buenos Aires, Argentina
| | - Omer F Eker
- Department of Neuroradiology, Hôpital Pierre Wertheimer, Hospices Civils de Lyon, Bron, France
| | - Sabine Bailly
- Biosanté Unit U1292, Grenoble Alpes University, INSERM, CEA, Grenoble, France
| | - Elisabetta Buscarini
- European Reference Network for Rare Multisystemic Vascular Disease (VASCERN), HHT Rare Disease Working Group, Paris, France
- Gastroenterology Department, ASST Ospedale Maggiore, Crema, Italy
| | - Sophie Dupuis-Girod
- European Reference Network for Rare Multisystemic Vascular Disease (VASCERN), HHT Rare Disease Working Group, Paris, France.
- Biosanté Unit U1292, Grenoble Alpes University, INSERM, CEA, Grenoble, France.
- HHT National Reference Center and Genetic Department, Hôpital Femme-Mère-Enfants, Hospices Civils de Lyon, Bron, France.
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Bernabéu-Herrero ME, Patel D, Bielowka A, Zhu J, Jain K, Mackay IS, Chaves Guerrero P, Emanuelli G, Jovine L, Noseda M, Marciniak SJ, Aldred MA, Shovlin CL. Mutations causing premature termination codons discriminate and generate cellular and clinical variability in HHT. Blood 2024; 143:2314-2331. [PMID: 38457357 PMCID: PMC11181359 DOI: 10.1182/blood.2023021777] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2023] [Revised: 02/22/2024] [Accepted: 02/22/2024] [Indexed: 03/10/2024] Open
Abstract
ABSTRACT For monogenic diseases caused by pathogenic loss-of-function DNA variants, attention focuses on dysregulated gene-specific pathways, usually considering molecular subtypes together within causal genes. To better understand phenotypic variability in hereditary hemorrhagic telangiectasia (HHT), we subcategorized pathogenic DNA variants in ENG/endoglin, ACVRL1/ALK1, and SMAD4 if they generated premature termination codons (PTCs) subject to nonsense-mediated decay. In 3 patient cohorts, a PTC-based classification system explained some previously puzzling hemorrhage variability. In blood outgrowth endothelial cells (BOECs) derived from patients with ACVRL1+/PTC, ENG+/PTC, and SMAD4+/PTC genotypes, PTC-containing RNA transcripts persisted at low levels (8%-23% expected, varying between replicate cultures); genes differentially expressed to Bonferroni P < .05 in HHT+/PTC BOECs clustered significantly only to generic protein terms (isopeptide-bond/ubiquitin-like conjugation) and pulse-chase experiments detected subtle protein maturation differences but no evidence for PTC-truncated protein. BOECs displaying highest PTC persistence were discriminated in unsupervised hierarchical clustering of near-invariant housekeeper genes, with patterns compatible with higher cellular stress in BOECs with >11% PTC persistence. To test directionality, we used a HeLa reporter system to detect induction of activating transcription factor 4 (ATF4), which controls expression of stress-adaptive genes, and showed that ENG Q436X but not ENG R93X directly induced ATF4. AlphaFold accurately modeled relevant ENG domains, with AlphaMissense suggesting that readthrough substitutions would be benign for ENG R93X and other less rare ENG nonsense variants but more damaging for Q436X. We conclude that PTCs should be distinguished from other loss-of-function variants, PTC transcript levels increase in stressed cells, and readthrough proteins and mechanisms provide promising research avenues.
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Affiliation(s)
- Maria E. Bernabéu-Herrero
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
- NIHR Imperial Biomedical Research Centre, London, United Kingdom
| | - Dilipkumar Patel
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
- NIHR Imperial Biomedical Research Centre, London, United Kingdom
| | - Adrianna Bielowka
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
- NIHR Imperial Biomedical Research Centre, London, United Kingdom
| | - JiaYi Zhu
- Cambridge Institute for Medical Research, University of Cambridge, Cambridge, United Kingdom
| | - Kinshuk Jain
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
- NIHR Imperial Biomedical Research Centre, London, United Kingdom
| | - Ian S. Mackay
- Ear, Nose and Throat Surgery, Charing Cross and Royal Brompton Hospitals, London, United Kingdom
| | | | - Giulia Emanuelli
- Cambridge Institute for Medical Research, University of Cambridge, Cambridge, United Kingdom
| | - Luca Jovine
- Department of Biosciences and Nutrition, Karolinska Institutet, Huddinge, Sweden
| | - Michela Noseda
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
| | - Stefan J. Marciniak
- Cambridge Institute for Medical Research, University of Cambridge, Cambridge, United Kingdom
- Royal Papworth Hospital NHS Foundation Trust, Cambridge, United Kingdom
| | - Micheala A. Aldred
- Department of Medicine, Indiana University School of Medicine, Indianapolis, IN
| | - Claire L. Shovlin
- National Heart and Lung Institute, Imperial College London, London, United Kingdom
- NIHR Imperial Biomedical Research Centre, London, United Kingdom
- Specialist Medicine, Imperial College Healthcare NHS Trust, London, United Kingdom
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Jain K, McCarley SC, Mukhtar G, Ferlin A, Fleming A, Morris-Rosendahl DJ, Shovlin CL. Pathogenic Variant Frequencies in Hereditary Haemorrhagic Telangiectasia Support Clinical Evidence of Protection from Myocardial Infarction. J Clin Med 2023; 13:250. [PMID: 38202257 PMCID: PMC10779873 DOI: 10.3390/jcm13010250] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/15/2023] [Revised: 12/20/2023] [Accepted: 12/25/2023] [Indexed: 01/12/2024] Open
Abstract
Hereditary haemorrhagic telangiectasia (HHT) is a vascular dysplasia inherited as an autosomal dominant trait, due to a single heterozygous loss-of-function variant, usually in ACVRL1 (encoding activin receptor-like kinase 1 [ALK1]), ENG (encoding endoglin [CD105]), or SMAD4. In a consecutive single-centre series of 37 positive clinical genetic tests performed in 2021-2023, a skewed distribution pattern was noted, with 30 of 32 variants reported only once, but ACVRL1 c.1231C>T (p.Arg411Trp) identified as the disease-causal gene in five different HHT families. In the same centre's non-overlapping 1992-2020 series where 110/134 (82.1%) HHT-causal variants were reported only once, ACVRL1 c.1231C>T (p.Arg411Trp) was identified in nine further families. In a 14-country, four-continent HHT Mutation Database where 181/250 (72.4%) HHT-causal variants were reported only once, ACVRL1 c.1231C>T (p.Arg411Trp) was reported by 12 different laboratories, the adjacent ACVRL1 c.1232G>A (p.Arg411Gln) by 14, and ACVRL1 c.1120C>T (p.Arg374Trp) by 18. Unlike the majority of HHT-causal ACVRL1 variants, these encode ALK1 protein that reaches the endothelial cell surface but fails to signal. Six variants of this type were present in the three series and were reported 6.8-25.5 (mean 8.9) times more frequently than the other ACVRL1 missense variants (all p-values < 0.0039). Noting lower rates of myocardial infarction reported in HHT, we explore potential mechanisms, including a selective paradigm relevant to ALK1's role in the initiating event of atherosclerosis, where a plausible dominant negative effect of these specific variants can be proposed. In conclusion, there is an ~9-fold excess of kinase-inactive, cell surface-expressed ACVRL1/ALK1 pathogenic missense variants in HHT. The findings support further examination of differential clinical and cellular phenotypes by HHT causal gene molecular subtypes.
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Affiliation(s)
- Kinshuk Jain
- National Heart and Lung Institute, Imperial College London, London W12 0NN, UK; (K.J.); (S.C.M.); (G.M.); (D.J.M.-R.)
| | - Sarah C. McCarley
- National Heart and Lung Institute, Imperial College London, London W12 0NN, UK; (K.J.); (S.C.M.); (G.M.); (D.J.M.-R.)
| | - Ghazel Mukhtar
- National Heart and Lung Institute, Imperial College London, London W12 0NN, UK; (K.J.); (S.C.M.); (G.M.); (D.J.M.-R.)
| | - Anna Ferlin
- Clinical Genetics and Genomics Laboratory, Royal Brompton Hospital, Guy’s and St Thomas’ NHS Trust, London SE1 7EH, UK; (A.F.); (A.F.)
| | - Andrew Fleming
- Clinical Genetics and Genomics Laboratory, Royal Brompton Hospital, Guy’s and St Thomas’ NHS Trust, London SE1 7EH, UK; (A.F.); (A.F.)
| | - Deborah J. Morris-Rosendahl
- National Heart and Lung Institute, Imperial College London, London W12 0NN, UK; (K.J.); (S.C.M.); (G.M.); (D.J.M.-R.)
- Clinical Genetics and Genomics Laboratory, Royal Brompton Hospital, Guy’s and St Thomas’ NHS Trust, London SE1 7EH, UK; (A.F.); (A.F.)
| | - Claire L. Shovlin
- National Heart and Lung Institute, Imperial College London, London W12 0NN, UK; (K.J.); (S.C.M.); (G.M.); (D.J.M.-R.)
- Specialist Medicine, Hammersmith Hospital, Imperial College Healthcare NHS Trust, London W12 0HS, UK
- Social, Genetic and Environmental Determinants of Health, NIHR Imperial Biomedical Research Centre, London W2 1NY, UK
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7
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Cipriani V, Vestito L, Magavern EF, Jacobsen JO, Arno G, Behr ER, Benson KA, Bertoli M, Bockenhauer D, Bowl MR, Burley K, Chan LF, Chinnery P, Conlon P, Costa M, Davidson AE, Dawson SJ, Elhassan E, Flanagan SE, Futema M, Gale DP, García-Ruiz S, Corcia CG, Griffin HR, Hambleton S, Hicks AR, Houlden H, Houlston RS, Howles SA, Kleta R, Lekkerkerker I, Lin S, Liskova P, Mitchison H, Morsy H, Mumford AD, Newman WG, Neatu R, O'Toole EA, Ong AC, Pagnamenta AT, Rahman S, Rajan N, Robinson PN, Ryten M, Sadeghi-Alavijeh O, Sayer JA, Shovlin CL, Taylor JC, Teltsh O, Tomlinson I, Tucci A, Turnbull C, van Eerde AM, Ware JS, Watts LM, Webster AR, Westbury SK, Zheng SL, Caulfield M, Smedley D. Rare disease gene association discovery from burden analysis of the 100,000 Genomes Project data. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2023:2023.12.20.23300294. [PMID: 38196618 PMCID: PMC10775325 DOI: 10.1101/2023.12.20.23300294] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/11/2024]
Abstract
To discover rare disease-gene associations, we developed a gene burden analytical framework and applied it to rare, protein-coding variants from whole genome sequencing of 35,008 cases with rare diseases and their family members recruited to the 100,000 Genomes Project (100KGP). Following in silico triaging of the results, 88 novel associations were identified including 38 with existing experimental evidence. We have published the confirmation of one of these associations, hereditary ataxia with UCHL1 , and independent confirmatory evidence has recently been published for four more. We highlight a further seven compelling associations: hypertrophic cardiomyopathy with DYSF and SLC4A3 where both genes show high/specific heart expression and existing associations to skeletal dystrophies or short QT syndrome respectively; monogenic diabetes with UNC13A with a known role in the regulation of β cells and a mouse model with impaired glucose tolerance; epilepsy with KCNQ1 where a mouse model shows seizures and the existing long QT syndrome association may be linked; early onset Parkinson's disease with RYR1 with existing links to tremor pathophysiology and a mouse model with neurological phenotypes; anterior segment ocular abnormalities associated with POMK showing expression in corneal cells and with a zebrafish model with developmental ocular abnormalities; and cystic kidney disease with COL4A3 showing high renal expression and prior evidence for a digenic or modifying role in renal disease. Confirmation of all 88 associations would lead to potential diagnoses in 456 molecularly undiagnosed cases within the 100KGP, as well as other rare disease patients worldwide, highlighting the clinical impact of a large-scale statistical approach to rare disease gene discovery.
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