DNAscope: High accuracy small variant calling using machine learning

Author:

Freed DonaldORCID,Pan Renke,Chen Haodong,Li Zhipan,Hu Jinnan,Aldana Rafael

Abstract

AbstractWe present DNAscope, an accurate and efficient germline small-variant caller. DNAscope combines the robust and well-established preprocessing and assembly mathematics of the GATK’s HaplotypeCaller with a machine-learned genotyping model. Benchmarks of DNAscope and DNAseq (Sentieon’s GATK-matching germline variant calling pipeline) demonstrate that DNAscope achieves superior SNP and insertion/deletion accuracy with reduced computational cost.

Publisher

Cold Spring Harbor Laboratory

Reference19 articles.

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