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A fully‐automated event‐based variant prioritizing solution to the CAGI5 intellectual disability gene panel challenge
Author(s) -
Chen Jingqi
Publication year - 2019
Publication title -
human mutation
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 1.981
H-Index - 162
eISSN - 1098-1004
pISSN - 1059-7794
DOI - 10.1002/humu.23781
Subject(s) - prioritization , context (archaeology) , inheritance (genetic algorithm) , event (particle physics) , biology , computational biology , genetic testing , computer science , machine learning , genetics , gene , paleontology , physics , management science , quantum mechanics , economics
Recent applications of gene panel sequencing analysis have significantly helped with identifying genetic causes for inherited diseases. However, large amounts of candidate variants remain a major challenge for prioritizing, often requiring arbitrary cutoffs in multiple steps. In addition, existing tools often prioritize a list of promising candidates that require much manual work to evaluate. To this end, we designed an automated, basically cutoff‐free scoring scheme named Context and Hereditary Event based Scoring Scheme (CHESS), that scores all possible inheritance events in each gene, by taking into consideration phenotypes, genotypes, and how the manual prioritization works. We applied CHESS to the Critical Assessment of Genome Interpretation 5 intellectual disability panel challenge, to assign clinical phenotypes to patients based on gene panel sequencing data. Through this blind testing, CHESS proved to be a leading and useful tool for genetic diagnosis in a research setting. Further analyses showed that precise phenotype terms played an important role in variant prioritization and that multiple etiologies may exist for some patients. CHESS also successfully identified many of the causal, putative and contributing variants. In the postchallenge analysis, we showed that our best submission performed slightly better than the predictions made by a state‐of‐the‐art tool. We believe that CHESS can provide aid to this and many other diagnostic scenarios.