Matheus Vernet Machado Bressan Wilke , Jennifer Goldstein , Emily Groopman , Shruthi Mohan , Amber Waddell , Raquel Fernandez , Hongjie Chen , Deeksha Bali , Heather Baudet , Lorne Clarke , Christina Hung , Rong Mao , Tatiana Yuzyuk , William J. Craigen , Filippo Pinto e Vairo
{"title":"Developing a scoring system for gene curation prioritization in lysosomal diseases","authors":"Matheus Vernet Machado Bressan Wilke , Jennifer Goldstein , Emily Groopman , Shruthi Mohan , Amber Waddell , Raquel Fernandez , Hongjie Chen , Deeksha Bali , Heather Baudet , Lorne Clarke , Christina Hung , Rong Mao , Tatiana Yuzyuk , William J. Craigen , Filippo Pinto e Vairo","doi":"10.1016/j.ymgme.2024.108572","DOIUrl":null,"url":null,"abstract":"<div><h3>Introduction</h3><p>Diseases caused by lysosomal dysfunction often exhibit multisystemic involvement, resulting in substantial morbidity and mortality. Ensuring accurate diagnoses for individuals with lysosomal diseases (LD) is of great importance, especially with the increasing prominence of genetic testing as a primary diagnostic method. As the list of genes associated with LD continues to expand due to the use of more comprehensive tests such as exome and genome sequencing, it is imperative to understand the clinical validity of the genes, as well as identify appropriate genes for inclusion in multi-gene testing and sequencing panels. The Clinical Genome Resource (ClinGen) works to determine the clinical importance of genes and variants to support precision medicine. As part of this work, ClinGen has developed a semi-quantitative framework to assess the strength of evidence for the role of a gene in a disease. Given the diversity in gene composition across LD panels offered by various laboratories and the evolving comprehension of genetic variants affecting secondary lysosomal functions, we developed a scoring system to define LD (Lysosomal Disease Scoring System - LDSS). This system sought to aid in the prioritization of genes for clinical validity curation and assess their suitability for LD-targeted sequencing panels.</p></div><div><h3>Methods</h3><p>Through literature review encompassing terms associated with both classically designated LD and LFRD, we identified 14 criteria grouped into “Overall Definition,” “Phenotype,” and “Pathophysiology.” These criteria included concepts such as the “accumulation of undigested or partially digested macromolecules within the lysosome” and being “associated with a wide spectrum of clinical manifestations impacting multiple organs and systems.” The criteria, along with their respective weighted values, underwent refinement through expert panel evaluation differentiating them between “major” and “minor” criteria. Subsequently, the LDSS underwent validation on 12 widely acknowledged LD and was later tested by applying these criteria to the Lysosomal Disease Network's (LDN) official Gene List.</p></div><div><h3>Results</h3><p>The final LDSS comprised 4 major criteria and 10 minor criteria, with a cutoff of 2 major or 1 major and 3 minor criteria established to define LD. Interestingly, when applied to both the LDN list and a comprehensive gene list encompassing genes included in clinical panels and published as LFRD genes, we identified four genes (<em>GRN, SLC29A3, CLN7</em> and <em>VPS33A</em>) absent from the LDN list, that were deemed associated with LD. Conversely, a subset of non-classic genes included in the LDN list, such as <em>MTOR</em>, <em>OCRL</em>, and <em>SLC9A6</em>, received lower LDSS scores for their associated disease entities. While these genes may not be suitable for inclusion in clinical LD multi-gene panels, they could be considered for inclusion on other, non-LD gene panels.</p></div><div><h3>Discussion</h3><p>The LDSS offers a systematic approach to prioritize genes for clinical validity assessment. By identifying genes with high scores on the LDSS, this method enhanced the efficiency of gene curation by the ClinGen LD GCEP.</p></div><div><h3>Conclusion</h3><p>The LDSS not only serves as a tool for gene prioritization prior to clinical validity curation, but also contributes to the ongoing discussion on the definition of LD. Moreover, the LDSS provides a flexible framework adaptable to future discoveries, ensuring its relevance in the ever-expanding landscape of LD research.</p></div>","PeriodicalId":18937,"journal":{"name":"Molecular genetics and metabolism","volume":"143 1","pages":"Article 108572"},"PeriodicalIF":3.7000,"publicationDate":"2024-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Molecular genetics and metabolism","FirstCategoryId":"99","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1096719224004566","RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"ENDOCRINOLOGY & METABOLISM","Score":null,"Total":0}
引用次数: 0
Abstract
Introduction
Diseases caused by lysosomal dysfunction often exhibit multisystemic involvement, resulting in substantial morbidity and mortality. Ensuring accurate diagnoses for individuals with lysosomal diseases (LD) is of great importance, especially with the increasing prominence of genetic testing as a primary diagnostic method. As the list of genes associated with LD continues to expand due to the use of more comprehensive tests such as exome and genome sequencing, it is imperative to understand the clinical validity of the genes, as well as identify appropriate genes for inclusion in multi-gene testing and sequencing panels. The Clinical Genome Resource (ClinGen) works to determine the clinical importance of genes and variants to support precision medicine. As part of this work, ClinGen has developed a semi-quantitative framework to assess the strength of evidence for the role of a gene in a disease. Given the diversity in gene composition across LD panels offered by various laboratories and the evolving comprehension of genetic variants affecting secondary lysosomal functions, we developed a scoring system to define LD (Lysosomal Disease Scoring System - LDSS). This system sought to aid in the prioritization of genes for clinical validity curation and assess their suitability for LD-targeted sequencing panels.
Methods
Through literature review encompassing terms associated with both classically designated LD and LFRD, we identified 14 criteria grouped into “Overall Definition,” “Phenotype,” and “Pathophysiology.” These criteria included concepts such as the “accumulation of undigested or partially digested macromolecules within the lysosome” and being “associated with a wide spectrum of clinical manifestations impacting multiple organs and systems.” The criteria, along with their respective weighted values, underwent refinement through expert panel evaluation differentiating them between “major” and “minor” criteria. Subsequently, the LDSS underwent validation on 12 widely acknowledged LD and was later tested by applying these criteria to the Lysosomal Disease Network's (LDN) official Gene List.
Results
The final LDSS comprised 4 major criteria and 10 minor criteria, with a cutoff of 2 major or 1 major and 3 minor criteria established to define LD. Interestingly, when applied to both the LDN list and a comprehensive gene list encompassing genes included in clinical panels and published as LFRD genes, we identified four genes (GRN, SLC29A3, CLN7 and VPS33A) absent from the LDN list, that were deemed associated with LD. Conversely, a subset of non-classic genes included in the LDN list, such as MTOR, OCRL, and SLC9A6, received lower LDSS scores for their associated disease entities. While these genes may not be suitable for inclusion in clinical LD multi-gene panels, they could be considered for inclusion on other, non-LD gene panels.
Discussion
The LDSS offers a systematic approach to prioritize genes for clinical validity assessment. By identifying genes with high scores on the LDSS, this method enhanced the efficiency of gene curation by the ClinGen LD GCEP.
Conclusion
The LDSS not only serves as a tool for gene prioritization prior to clinical validity curation, but also contributes to the ongoing discussion on the definition of LD. Moreover, the LDSS provides a flexible framework adaptable to future discoveries, ensuring its relevance in the ever-expanding landscape of LD research.
期刊介绍:
Molecular Genetics and Metabolism contributes to the understanding of the metabolic and molecular basis of disease. This peer reviewed journal publishes articles describing investigations that use the tools of biochemical genetics and molecular genetics for studies of normal and disease states in humans and animal models.