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Yin X, Richardson M, Laner A, Shi X, Ognedal E, Vasta V, Hansen TVO, Pineda M, Ritter D, de Dunnen J, Hassanin E, Lin WL, Borras E, Krahn K, Nordling M, Martins A, Mahmood K, Nadeau E, Beshay V, Tops C, Genuardi M, Pesaran T, Frayling IM, Capellá G, Latchford A, Tavtigian SV, Maj C, Plon SE, Greenblatt MS, Macrae FA, Spier I, Aretz S. Large-scale application of ClinGen-InSiGHT APC-specific ACMG/AMP variant classification criteria leads to substantial reduction in VUS. Am J Hum Genet 2024; 111:2427-2443. [PMID: 39357517 PMCID: PMC11568752 DOI: 10.1016/j.ajhg.2024.09.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2024] [Revised: 09/05/2024] [Accepted: 09/06/2024] [Indexed: 10/04/2024] Open
Abstract
Pathogenic constitutional APC variants underlie familial adenomatous polyposis, the most common hereditary gastrointestinal polyposis syndrome. To improve variant classification and resolve the interpretative challenges of variants of uncertain significance (VUSs), APC-specific variant classification criteria were developed by the ClinGen-InSiGHT Hereditary Colorectal Cancer/Polyposis Variant Curation Expert Panel (VCEP) based on the criteria of the American College of Medical Genetics and Genomics and the Association for Molecular Pathology (ACMG/AMP). A streamlined algorithm using the APC-specific criteria was developed and applied to assess all APC variants in ClinVar and the International Society for Gastrointestinal Hereditary Tumours (InSiGHT) international reference APC Leiden Open Variation Database (LOVD) variant database, which included a total of 10,228 unique APC variants. Among the ClinVar and LOVD variants with an initial classification of (likely) benign or (likely) pathogenic, 94% and 96% remained in their original categories, respectively. In contrast, 41% ClinVar and 61% LOVD VUSs were reclassified into clinically meaningful classes, the vast majority as (likely) benign. The total number of VUSs was reduced by 37%. In 24 out of 37 (65%) promising APC variants that remained VUS despite evidence for pathogenicity, a data-mining-driven work-up allowed their reclassification as (likely) pathogenic. These results demonstrated that the application of APC-specific criteria substantially reduced the number of VUSs in ClinVar and LOVD. The study also demonstrated the feasibility of a systematic approach to variant classification in large datasets, which might serve as a generalizable model for other gene- or disease-specific variant interpretation initiatives. It also allowed for the prioritization of VUSs that will benefit from in-depth evidence collection. This subset of APC variants was approved by the VCEP and made publicly available through ClinVar and LOVD for widespread clinical use.
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Affiliation(s)
- Xiaoyu Yin
- Department of Colorectal Medicine and Genetics, Royal Melbourne Hospital, Parkville, VIC, Australia; Department of Medicine, University of Melbourne, Parkville, VIC, Australia; Institute of Human Genetics, Medical Faculty, University of Bonn, Bonn, Germany
| | | | | | - Xuemei Shi
- Greenwood Genetic Center, Greenwood, SC, USA
| | - Elisabet Ognedal
- Western Norway Familial Cancer Center, Haukeland University Hospital, Bergen, Norway
| | - Valeria Vasta
- Northwest Genomics Center, Department of Genome Sciences, University of Washington, Seattle, WA, USA
| | - Thomas V O Hansen
- Department of Clinical Genetics, Rigshospitalet, Copenhagen University Hospital, Copenhagen, Denmark; Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Marta Pineda
- European Reference Network on Genetic Tumour Risk Syndromes (ERN GENTURIS), Nijmegen, the Netherlands; Hereditary Cancer Program, Catalan Institute of Oncology - ONCOBELL, IDIBELL, Barcelona, Spain; Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Instituto Salud Carlos III, Madrid, Spain
| | - Deborah Ritter
- Baylor College of Medicine, Houston, TX, USA; Texas Children's Cancer Center, Texas Children's Hospital, Houston, TX, USA
| | - Johan de Dunnen
- Departments of Human Genetics & Clinical Genetics, Leiden University Medical Center, Leiden, the Netherlands
| | - Emadeldin Hassanin
- Institute for Genomic Statistics and Bioinformatics, University Hospital Bonn, Bonn, Germany; Luxembourg Centre for Systems Biomedicine, University of Luxembourg, Esch-sur-Alzette, Luxembourg
| | | | | | | | - Margareta Nordling
- Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden; Department of Clinical Genetics, Linköping University Hospital, Linköping, Sweden
| | | | - Khalid Mahmood
- Colorectal Oncogenomics Group, Department of Clinical Pathology, University of Melbourne, Melbourne, VIC, Australia
| | - Emily Nadeau
- Department of Medicine, Larner College of Medicine, University of Vermont, Burlington, VT, USA
| | | | - Carli Tops
- Departments of Human Genetics & Clinical Genetics, Leiden University Medical Center, Leiden, the Netherlands
| | - Maurizio Genuardi
- Fondazione Policlinico Universitario A. Gemelli IRCCS, and Dipartimento di Scienze della Vita e Sanità Pubblica, Università Cattolica del Sacro Cuore, Rome, Italy
| | | | - Ian M Frayling
- Polyposis Registry, St Mark's Hospital, London, UK; Inherited Tumour Syndromes Research Group, Institute of Cancer & Genetics, Cardiff University, Cardiff, UK; National Centre for Colorectal Disease, St Vincent's University Hospital, Dublin, Ireland
| | - Gabriel Capellá
- European Reference Network on Genetic Tumour Risk Syndromes (ERN GENTURIS), Nijmegen, the Netherlands; Hereditary Cancer Program, Catalan Institute of Oncology - ONCOBELL, IDIBELL, Barcelona, Spain; Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Instituto Salud Carlos III, Madrid, Spain
| | - Andrew Latchford
- Polyposis Registry, St Mark's Hospital, London, UK; Department of Surgery and Cancer, Imperial College, London, UK
| | - Sean V Tavtigian
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA; Department of Oncological Sciences, School of Medicine, University of Utah, Salt Lake City, UT, USA
| | - Carlo Maj
- Institute for Genomic Statistics and Bioinformatics, University Hospital Bonn, Bonn, Germany; Centre for Human Genetics, University of Marburg, Marburg, Germany
| | - Sharon E Plon
- Baylor College of Medicine, Houston, TX, USA; Texas Children's Cancer Center, Texas Children's Hospital, Houston, TX, USA
| | - Marc S Greenblatt
- Department of Medicine, Larner College of Medicine, University of Vermont, Burlington, VT, USA
| | - Finlay A Macrae
- Department of Colorectal Medicine and Genetics, Royal Melbourne Hospital, Parkville, VIC, Australia; Department of Medicine, University of Melbourne, Parkville, VIC, Australia
| | - Isabel Spier
- Institute of Human Genetics, Medical Faculty, University of Bonn, Bonn, Germany; European Reference Network on Genetic Tumour Risk Syndromes (ERN GENTURIS), Nijmegen, the Netherlands; National Center for Hereditary Tumor Syndromes, University Hospital Bonn, Bonn, Germany
| | - Stefan Aretz
- Institute of Human Genetics, Medical Faculty, University of Bonn, Bonn, Germany; European Reference Network on Genetic Tumour Risk Syndromes (ERN GENTURIS), Nijmegen, the Netherlands; National Center for Hereditary Tumor Syndromes, University Hospital Bonn, Bonn, Germany.
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Fasano C, Lepore Signorile M, De Marco K, Forte G, Disciglio V, Sanese P, Grossi V, Simone C. In Silico Deciphering of the Potential Impact of Variants of Uncertain Significance in Hereditary Colorectal Cancer Syndromes. Cells 2024; 13:1314. [PMID: 39195204 PMCID: PMC11352798 DOI: 10.3390/cells13161314] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2024] [Revised: 07/23/2024] [Accepted: 08/03/2024] [Indexed: 08/29/2024] Open
Abstract
Colorectal cancer (CRC) ranks third in terms of cancer incidence worldwide and is responsible for 8% of all deaths globally. Approximately 10% of CRC cases are caused by inherited pathogenic mutations in driver genes involved in pathways that are crucial for CRC tumorigenesis and progression. These hereditary mutations significantly increase the risk of initial benign polyps or adenomas developing into cancer. In recent years, the rapid and accurate sequencing of CRC-specific multigene panels by next-generation sequencing (NGS) technologies has enabled the identification of several recurrent pathogenic variants with established functional consequences. In parallel, rare genetic variants that are not characterized and are, therefore, called variants of uncertain significance (VUSs) have also been detected. The classification of VUSs is a challenging task because each amino acid has specific biochemical properties and uniquely contributes to the structural stability and functional activity of proteins. In this scenario, the ability to computationally predict the effect of a VUS is crucial. In particular, in silico prediction methods can provide useful insights to assess the potential impact of a VUS and support additional clinical evaluation. This approach can further benefit from recent advances in artificial intelligence-based technologies. In this review, we describe the main in silico prediction tools that can be used to evaluate the structural and functional impact of VUSs and provide examples of their application in the analysis of gene variants involved in hereditary CRC syndromes.
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Affiliation(s)
- Candida Fasano
- Medical Genetics, National Institute of Gastroenterology, IRCCS “Saverio de Bellis” Research Hospital, 70013 Castellana Grotte, Italy; (M.L.S.); (K.D.M.); (G.F.); (V.D.); (P.S.); (V.G.)
| | - Martina Lepore Signorile
- Medical Genetics, National Institute of Gastroenterology, IRCCS “Saverio de Bellis” Research Hospital, 70013 Castellana Grotte, Italy; (M.L.S.); (K.D.M.); (G.F.); (V.D.); (P.S.); (V.G.)
| | - Katia De Marco
- Medical Genetics, National Institute of Gastroenterology, IRCCS “Saverio de Bellis” Research Hospital, 70013 Castellana Grotte, Italy; (M.L.S.); (K.D.M.); (G.F.); (V.D.); (P.S.); (V.G.)
| | - Giovanna Forte
- Medical Genetics, National Institute of Gastroenterology, IRCCS “Saverio de Bellis” Research Hospital, 70013 Castellana Grotte, Italy; (M.L.S.); (K.D.M.); (G.F.); (V.D.); (P.S.); (V.G.)
| | - Vittoria Disciglio
- Medical Genetics, National Institute of Gastroenterology, IRCCS “Saverio de Bellis” Research Hospital, 70013 Castellana Grotte, Italy; (M.L.S.); (K.D.M.); (G.F.); (V.D.); (P.S.); (V.G.)
| | - Paola Sanese
- Medical Genetics, National Institute of Gastroenterology, IRCCS “Saverio de Bellis” Research Hospital, 70013 Castellana Grotte, Italy; (M.L.S.); (K.D.M.); (G.F.); (V.D.); (P.S.); (V.G.)
| | - Valentina Grossi
- Medical Genetics, National Institute of Gastroenterology, IRCCS “Saverio de Bellis” Research Hospital, 70013 Castellana Grotte, Italy; (M.L.S.); (K.D.M.); (G.F.); (V.D.); (P.S.); (V.G.)
| | - Cristiano Simone
- Medical Genetics, National Institute of Gastroenterology, IRCCS “Saverio de Bellis” Research Hospital, 70013 Castellana Grotte, Italy; (M.L.S.); (K.D.M.); (G.F.); (V.D.); (P.S.); (V.G.)
- Medical Genetics, Department of Precision and Regenerative Medicine and Jonic Area (DiMePRe-J), University of Bari Aldo Moro, 70124 Bari, Italy
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Spier I, Yin X, Richardson M, Pineda M, Laner A, Ritter D, Boyle J, Mur P, Hansen TVO, Shi X, Mahmood K, Plazzer JP, Ognedal E, Nordling M, Farrington SM, Yamamoto G, Baert-Desurmont S, Martins A, Borras E, Tops C, Webb E, Beshay V, Genuardi M, Pesaran T, Capellá G, Tavtigian SV, Latchford A, Frayling IM, Plon SE, Greenblatt M, Macrae FA, Aretz S. Gene-specific ACMG/AMP classification criteria for germline APC variants: Recommendations from the ClinGen InSiGHT Hereditary Colorectal Cancer/Polyposis Variant Curation Expert Panel. Genet Med 2024; 26:100992. [PMID: 37800450 PMCID: PMC10922469 DOI: 10.1016/j.gim.2023.100992] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2023] [Revised: 09/25/2023] [Accepted: 09/27/2023] [Indexed: 10/07/2023] Open
Abstract
PURPOSE The Hereditary Colorectal Cancer/Polyposis Variant Curation Expert Panel (VCEP) was established by the International Society for Gastrointestinal Hereditary Tumours and the Clinical Genome Resource, who set out to develop recommendations for the interpretation of germline APC variants underlying Familial Adenomatous Polyposis, the most frequent hereditary polyposis syndrome. METHODS Through a rigorous process of database analysis, literature review, and expert elicitation, the APC VCEP derived gene-specific modifications to the ACMG/AMP (American College of Medical Genetics and Genomics and Association for Molecular Pathology) variant classification guidelines and validated such criteria through the pilot classification of 58 variants. RESULTS The APC-specific criteria represented gene- and disease-informed specifications, including a quantitative approach to allele frequency thresholds, a stepwise decision tool for truncating variants, and semiquantitative evaluations of experimental and clinical data. Using the APC-specific criteria, 47% (27/58) of pilot variants were reclassified including 14 previous variants of uncertain significance (VUS). CONCLUSION The APC-specific ACMG/AMP criteria preserved the classification of well-characterized variants on ClinVar while substantially reducing the number of VUS by 56% (14/25). Moving forward, the APC VCEP will continue to interpret prioritized lists of VUS, the results of which will represent the most authoritative variant classification for widespread clinical use.
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Affiliation(s)
- Isabel Spier
- Institute of Human Genetics, Medical Faculty, University of Bonn, Bonn, Germany; National Center for Hereditary Tumor Syndromes, University Hospital Bonn, Bonn, Germany; European Reference Network on Genetic Tumour Risk Syndromes (ERN GENTURIS) - Project ID No 739547
| | - Xiaoyu Yin
- Institute of Human Genetics, Medical Faculty, University of Bonn, Bonn, Germany; Department of Colorectal Medicine and Genetics, Royal Melbourne Hospital, Parkville, Australia; Department of Medicine, University of Melbourne, Parkville, Australia.
| | | | - Marta Pineda
- European Reference Network on Genetic Tumour Risk Syndromes (ERN GENTURIS) - Project ID No 739547; Hereditary Cancer Program, Catalan Institute of Oncology - ONCOBELL, IDIBELL, Barcelona, Spain; Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Instituto Salud Carlos III, Madrid, Spain
| | | | - Deborah Ritter
- Baylor College of Medicine, Houston, TX; Texas Children's Cancer Center, Texas Children's Hospital, Houston, TX
| | - Julie Boyle
- Department of Oncological Sciences, School of Medicine, University of Utah, Salt Lake City, UT
| | - Pilar Mur
- Hereditary Cancer Program, Catalan Institute of Oncology - ONCOBELL, IDIBELL, Barcelona, Spain; Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Instituto Salud Carlos III, Madrid, Spain
| | - Thomas V O Hansen
- Department of Clinical Genetics, Rigshospitalet, Copenhagen University Hospital, Copenhagen, Denmark; Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | | | - Khalid Mahmood
- Colorectal Oncogenomics Group, Department of Clinical Pathology, University of Melbourne, Parkville, Australia; Melbourne Bioinformatics, University of Melbourne, Parkville, Australia
| | - John-Paul Plazzer
- Department of Colorectal Medicine and Genetics, Royal Melbourne Hospital, Parkville, Australia
| | | | - Margareta Nordling
- Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden; Department of Clinical Genetics, Linköping University Hospital, Linköping, Sweden
| | - Susan M Farrington
- Cancer Research UK Edinburgh Centre, the University of Edinburgh, Edinburgh, United Kingdom
| | - Gou Yamamoto
- Department of Molecular Diagnosis and Cancer Prevention, Saitama Cancer Center, Saitama, Japan
| | | | | | | | - Carli Tops
- Department of Clinical Genetics, Leiden University Medical Center, Leiden, The Netherlands
| | | | | | - Maurizio Genuardi
- Fondazione Policlinico Universitario A. Gemelli IRCCS, and Dipartimento di Scienze della Vita e Sanità Pubblica, Università Cattolica del Sacro Cuore, Rome, Italy
| | | | - Gabriel Capellá
- European Reference Network on Genetic Tumour Risk Syndromes (ERN GENTURIS) - Project ID No 739547; Hereditary Cancer Program, Catalan Institute of Oncology - ONCOBELL, IDIBELL, Barcelona, Spain; Centro de Investigación Biomédica en Red de Cáncer (CIBERONC), Instituto Salud Carlos III, Madrid, Spain
| | - Sean V Tavtigian
- Department of Oncological Sciences, School of Medicine, University of Utah, Salt Lake City, UT; Huntsman Cancer Institute, University of Utah, Salt Lake City, UT
| | - Andrew Latchford
- Polyposis Registry, St. Mark's Hospital, London, United Kingdom; Department of Surgery and Cancer, Imperial College, London, United Kingdom
| | - Ian M Frayling
- Polyposis Registry, St. Mark's Hospital, London, United Kingdom; Inherited Tumour Syndromes Research Group, Institute of Cancer & Genetics, Cardiff University, United Kingdom
| | - Sharon E Plon
- Baylor College of Medicine, Houston, TX; Texas Children's Cancer Center, Texas Children's Hospital, Houston, TX
| | - Marc Greenblatt
- Larner College of Medicine, University of Vermont, Burlington, VT
| | - Finlay A Macrae
- Department of Colorectal Medicine and Genetics, Royal Melbourne Hospital, Parkville, Australia; Department of Medicine, University of Melbourne, Parkville, Australia
| | - Stefan Aretz
- Institute of Human Genetics, Medical Faculty, University of Bonn, Bonn, Germany; National Center for Hereditary Tumor Syndromes, University Hospital Bonn, Bonn, Germany; European Reference Network on Genetic Tumour Risk Syndromes (ERN GENTURIS) - Project ID No 739547
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