A harmonized meta-knowledgebase of clinical interpretations of somatic genomic variants in cancer.
Document Type
Article
Publication Date
4-2020
Keywords
JGM
JAX Source
Nat Genet 2020 Apr; 52(4):448-457
Volume
52
Issue
4
First Page
448
Last Page
457
ISSN
1546-1718
PMID
32246132
DOI
https://doi.org/10.1038/s41588-020-0603-8
Abstract
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.
Recommended Citation
Wagner A,
Walsh B,
Mayfield G,
Tamborero D,
Sonkin D,
Krysiak K,
Deu-Pons J,
Duren R,
Gao J,
McMurry J,
Patterson SE,
Del Vecchio Fitz C,
Pitel B,
Sezerman O,
Ellrott K,
Warner J,
Rieke D,
Aittokallio T,
Cerami E,
Ritter D,
Schriml L,
Freimuth R,
Haendel M,
Raca G,
Madhavan S,
Baudis M,
Beckmann J,
Dienstmann R,
Chakravarty D,
Li X,
Mockus S,
Elemento O,
Schultz N,
Lopez-Bigas N,
Lawler M,
Goecks J,
Griffith M,
Griffith O,
Margolin A.
A harmonized meta-knowledgebase of clinical interpretations of somatic genomic variants in cancer. Nat Genet 2020 Apr; 52(4):448-457