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Schlüter A, Vélez-Santamaría V, Verdura E, Rodríguez-Palmero A, Ruiz M, Fourcade S, Planas-Serra L, Launay N, Guilera C, Martínez JJ, Homedes-Pedret C, Albertí-Aguiló MA, Zulaika M, Martí I, Troncoso M, Tomás-Vila M, Bullich G, García-Pérez MA, Sobrido-Gómez MJ, López-Laso E, Fons C, Del Toro M, Macaya A, Beltran S, Gutiérrez-Solana LG, Pérez-Jurado LA, Aguilera-Albesa S, de Munain AL, Casasnovas C, Pujol A. ClinPrior: an algorithm for diagnosis and novel gene discovery by network-based prioritization. Genome Med 2023; 15:68. [PMID: 37679823 PMCID: PMC10486091 DOI: 10.1186/s13073-023-01214-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2023] [Accepted: 07/24/2023] [Indexed: 09/09/2023] Open
Abstract
BACKGROUND Whole-exome sequencing (WES) and whole-genome sequencing (WGS) have become indispensable tools to solve rare Mendelian genetic conditions. Nevertheless, there is still an urgent need for sensitive, fast algorithms to maximise WES/WGS diagnostic yield in rare disease patients. Most tools devoted to this aim take advantage of patient phenotype information for prioritization of genomic data, although are often limited by incomplete gene-phenotype knowledge stored in biomedical databases and a lack of proper benchmarking on real-world patient cohorts. METHODS We developed ClinPrior, a novel method for the analysis of WES/WGS data that ranks candidate causal variants based on the patient's standardized phenotypic features (in Human Phenotype Ontology (HPO) terms). The algorithm propagates the data through an interactome network-based prioritization approach. This algorithm was thoroughly benchmarked using a synthetic patient cohort and was subsequently tested on a heterogeneous prospective, real-world series of 135 families affected by hereditary spastic paraplegia (HSP) and/or cerebellar ataxia (CA). RESULTS ClinPrior successfully identified causative variants achieving a final positive diagnostic yield of 70% in our real-world cohort. This includes 10 novel candidate genes not previously associated with disease, 7 of which were functionally validated within this project. We used the knowledge generated by ClinPrior to create a specific interactome for HSP/CA disorders thus enabling future diagnoses as well as the discovery of novel disease genes. CONCLUSIONS ClinPrior is an algorithm that uses standardized phenotype information and interactome data to improve clinical genomic diagnosis. It helps in identifying atypical cases and efficiently predicts novel disease-causing genes. This leads to increasing diagnostic yield, shortening of the diagnostic Odysseys and advancing our understanding of human illnesses.
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Affiliation(s)
- Agatha Schlüter
- Neurometabolic Diseases Laboratory, Bellvitge Biomedical Research Institute (IDIBELL), Hospital Duran i Reynals, Gran Via 199, L'Hospitalet de Llobregat, Barcelona, 08908, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), ISCIII, Madrid, Spain
| | - Valentina Vélez-Santamaría
- Neurometabolic Diseases Laboratory, Bellvitge Biomedical Research Institute (IDIBELL), Hospital Duran i Reynals, Gran Via 199, L'Hospitalet de Llobregat, Barcelona, 08908, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), ISCIII, Madrid, Spain
- Neurology Department, Neuromuscular Unit, Bellvitge University Hospital, Universitat de Barcelona, Barcelona, Spain
| | - Edgard Verdura
- Neurometabolic Diseases Laboratory, Bellvitge Biomedical Research Institute (IDIBELL), Hospital Duran i Reynals, Gran Via 199, L'Hospitalet de Llobregat, Barcelona, 08908, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), ISCIII, Madrid, Spain
| | - Agustí Rodríguez-Palmero
- Neurometabolic Diseases Laboratory, Bellvitge Biomedical Research Institute (IDIBELL), Hospital Duran i Reynals, Gran Via 199, L'Hospitalet de Llobregat, Barcelona, 08908, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), ISCIII, Madrid, Spain
- Pediatric Neurology Unit, Pediatrics Department, Hospital Universitari Germans Trias i Pujol, Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Montserrat Ruiz
- Neurometabolic Diseases Laboratory, Bellvitge Biomedical Research Institute (IDIBELL), Hospital Duran i Reynals, Gran Via 199, L'Hospitalet de Llobregat, Barcelona, 08908, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), ISCIII, Madrid, Spain
| | - Stéphane Fourcade
- Neurometabolic Diseases Laboratory, Bellvitge Biomedical Research Institute (IDIBELL), Hospital Duran i Reynals, Gran Via 199, L'Hospitalet de Llobregat, Barcelona, 08908, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), ISCIII, Madrid, Spain
| | - Laura Planas-Serra
- Neurometabolic Diseases Laboratory, Bellvitge Biomedical Research Institute (IDIBELL), Hospital Duran i Reynals, Gran Via 199, L'Hospitalet de Llobregat, Barcelona, 08908, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), ISCIII, Madrid, Spain
| | - Nathalie Launay
- Neurometabolic Diseases Laboratory, Bellvitge Biomedical Research Institute (IDIBELL), Hospital Duran i Reynals, Gran Via 199, L'Hospitalet de Llobregat, Barcelona, 08908, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), ISCIII, Madrid, Spain
| | - Cristina Guilera
- Neurometabolic Diseases Laboratory, Bellvitge Biomedical Research Institute (IDIBELL), Hospital Duran i Reynals, Gran Via 199, L'Hospitalet de Llobregat, Barcelona, 08908, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), ISCIII, Madrid, Spain
| | - Juan José Martínez
- Neurometabolic Diseases Laboratory, Bellvitge Biomedical Research Institute (IDIBELL), Hospital Duran i Reynals, Gran Via 199, L'Hospitalet de Llobregat, Barcelona, 08908, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), ISCIII, Madrid, Spain
| | - Christian Homedes-Pedret
- Neurology Department, Neuromuscular Unit, Bellvitge University Hospital, Universitat de Barcelona, Barcelona, Spain
- Neurology Department, Hospital Universitari General de Catalunya, Barcelona, Spain
| | - M Antonia Albertí-Aguiló
- Neurology Department, Neuromuscular Unit, Bellvitge University Hospital, Universitat de Barcelona, Barcelona, Spain
| | - Miren Zulaika
- Neuromuscular Area, Group of Neurodegenerative Diseases, Biodonostia Health Research Institute (Biodonostia HRI), San Sebastian, Spain
- Network Center for Biomedical Research in Neurodegenerative Diseases (CIBERNED), ISCIII, Madrid, Spain
| | - Itxaso Martí
- Neuromuscular Area, Group of Neurodegenerative Diseases, Biodonostia Health Research Institute (Biodonostia HRI), San Sebastian, Spain
- Network Center for Biomedical Research in Neurodegenerative Diseases (CIBERNED), ISCIII, Madrid, Spain
- Pediatric Neurology Department, Donostia University Hospital, University of the Basque Country (UPV-EHU), San Sebastian, Spain
| | - Mónica Troncoso
- Pediatric Neurology Department, Central Campus, Hospital Clínico San Borja Arriarán, Universidad de Chile, Santiago, Chile
| | - Miguel Tomás-Vila
- Neuropediatrics Department, Hospital Universitari i Politècnic La Fe, Valencia, Spain
| | - Gemma Bullich
- Centro Nacional Análisis Genómico (CNAG) - Centre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Baldiri Reixac 4, Barcelona, Spain
| | - M Asunción García-Pérez
- Pediatric Neurology Unit, Pediatrics Department, Hospital Universitario Fundación Alcorcón, Madrid, Spain
| | - María-Jesús Sobrido-Gómez
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), ISCIII, Madrid, Spain
- Coruña Institute of Biomedical Research (INIBIC), A Coruña, Spain
- Hospital Clínico Universitario, A Coruña, Spain
| | - Eduardo López-Laso
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), ISCIII, Madrid, Spain
- Pediatric Neurology Unit, Pediatrics Department, Reina Sofía University Hospital, Córdoba, Spain
- Maimonides Institute For Biomedical Research of Cordoba (IMIBIC), Córdoba, Spain
| | - Carme Fons
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), ISCIII, Madrid, Spain
- Pediatric Neurology Department, Sant Joan de Déu University Hospital, Member of the ERN EpiCARE, Barcelona, Spain
- Sant Joan de Déu Research Institute, (IRSJD), Barcelona, Spain
| | - Mireia Del Toro
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), ISCIII, Madrid, Spain
- Pediatric Neurology Department, Vall d'Hebron University Hospital, Universitat Autònoma de Barcelona, Barcelona, Spain
- Pediatric Neurology Research Group, Vall d'Hebron Research Institute (VHIR), Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Alfons Macaya
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), ISCIII, Madrid, Spain
- Pediatric Neurology Department, Vall d'Hebron University Hospital, Universitat Autònoma de Barcelona, Barcelona, Spain
- Pediatric Neurology Research Group, Vall d'Hebron Research Institute (VHIR), Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Sergi Beltran
- Centro Nacional Análisis Genómico (CNAG) - Centre for Genomic Regulation (CRG), The Barcelona Institute of Science and Technology, Baldiri Reixac 4, Barcelona, Spain
- Universitat Pompeu Fabra (UPF), Barcelona, Spain
- Departament de Genètica, Facultat de Biologia, Microbiologia i Estadística, Universitat de Barcelona (UB), Barcelona, 08028, Spain
| | - Luis G Gutiérrez-Solana
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), ISCIII, Madrid, Spain
- Pediatric Neurology Department, Children's University Hospital Niño Jesús, Madrid, Spain
| | - Luis A Pérez-Jurado
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), ISCIII, Madrid, Spain
- Genetics Service, Hospital del Mar Research Institute (IMIM), Barcelona, Spain
- Department of Experimental and Health Sciences, Universitat Pompeu Fabra, Barcelona, Spain
| | - Sergio Aguilera-Albesa
- Pediatric Neurology Unit, Pediatrics Department, Navarra Health Service, Pamplona, Spain
- Navarrabiomed, Biomedical Research Center, Pamplona, Spain
| | - Adolfo López de Munain
- Neuromuscular Area, Group of Neurodegenerative Diseases, Biodonostia Health Research Institute (Biodonostia HRI), San Sebastian, Spain
- Network Center for Biomedical Research in Neurodegenerative Diseases (CIBERNED), ISCIII, Madrid, Spain
- Neurology Department, Donostia University Hospital, San Sebastian, Spain
| | - Carlos Casasnovas
- Neurometabolic Diseases Laboratory, Bellvitge Biomedical Research Institute (IDIBELL), Hospital Duran i Reynals, Gran Via 199, L'Hospitalet de Llobregat, Barcelona, 08908, Spain.
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), ISCIII, Madrid, Spain.
- Neurology Department, Neuromuscular Unit, Bellvitge University Hospital, Universitat de Barcelona, Barcelona, Spain.
| | - Aurora Pujol
- Neurometabolic Diseases Laboratory, Bellvitge Biomedical Research Institute (IDIBELL), Hospital Duran i Reynals, Gran Via 199, L'Hospitalet de Llobregat, Barcelona, 08908, Spain.
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), ISCIII, Madrid, Spain.
- Catalan Institution of Research and Advanced Studies (ICREA), Barcelona, Catalonia, Spain.
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