Institut Català de la Salut
[Wagner AH, Krysiak K] Washington University School of Medicine, St. Louis, MO, USA. [Walsh B, Mayfield G] Oregon Health and Science University, Portland, OR, USA. [Tamborero D] Pompeu Fabra University, Barcelona, Spain. Karolinska Institute, Solna, Sweden. [Sonkin D] National Cancer Institute, Rockville, MD, USA. [Dienstmann R] Vall d’Hebron Institute of Oncology (VHIO), Barcelona, Spain
Vall d'Hebron Barcelona Hospital Campus
2021-08-24T11:15:40Z
2021-08-24T11:15:40Z
2020-04
Càncer: Investigació genètica
Cáncer; Investigación genética
Cancer; Genetics research
Precision oncology relies on accurate discovery and interpretation of genomic variants, enabling individualized diagnosis, prognosis and therapy selection. We found that six prominent somatic cancer variant knowledgebases were highly disparate in content, structure and supporting primary literature, impeding consensus when evaluating variants and their relevance in a clinical setting. We developed a framework for harmonizing variant interpretations to produce a meta-knowledgebase of 12,856 aggregate interpretations. We demonstrated large gains in overlap between resources across variants, diseases and drugs as a result of this harmonization. We subsequently demonstrated improved matching between a patient cohort and harmonized interpretations of potential clinical significance, observing an increase from an average of 33% per individual knowledgebase to 57% in aggregate. Our analyses illuminate the need for open, interoperable sharing of variant interpretation data. We also provide a freely available web interface (search.cancervariants.org) for exploring the harmonized interpretations from these six knowledgebases.
Article
Versió publicada
Anglès
Intel·ligència artificial - Aplicacions a la medicina; Genòmica; Medicina personalitzada; INFORMATION SCIENCE::Information Science::Computing Methodologies::Algorithms::Artificial Intelligence::Knowledge Bases; ANALYTICAL, DIAGNOSTIC AND THERAPEUTIC TECHNIQUES, AND EQUIPMENT::Therapeutics::Precision Medicine; PHENOMENA AND PROCESSES::Genetic Phenomena::Genetic Variation; CIENCIA DE LA INFORMACIÓN::Ciencias de la información::metodologías computacionales::algoritmos::inteligencia artificial::bases del conocimiento; TÉCNICAS Y EQUIPOS ANALÍTICOS, DIAGNÓSTICOS Y TERAPÉUTICOS::terapéutica::medicina de precisión; FENÓMENOS Y PROCESOS::fenómenos genéticos::variación genética
Nature Research
Nature Genetics;52(4)
https://www.nature.com/articles/s41588-020-0603-8
info:eu-repo/grantAgreement/EC/H2020/682398
Attribution 4.0 International
http://creativecommons.org/licenses/by/4.0/