Article
Improving variant calling using population data and deep learning.
BMC bioinformatics - 12 May 2023
Chen Nae-Chyun, Kolesnikov Alexey, Goel Sidharth, Yun Taedong, Chang Pi-Chuan, Carroll Andrew
Abstract excerpt
Large-scale population variant data is often used to filter and aid interpretation of variant calls in a single sample. These approaches do not incorporate population information directly into the process of variant calling, and are often limited to filtering which trades recall for precision. In this study, we develop population-aware DeepVariant models with a new channel encoding allele frequencies from the...
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