Back to search

Article

DNAscope: High accuracy small variant calling using machine learning

2022-05-22

Abstract excerpt

We 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...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work
b934ecc5-7d53-5899-b0d8-b5986bdfc72a
DOI
10.1101/2022.05.20.492556
Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest
Interactive article relationship graphSelect a related publication card to move it into the centre and load its closest explainable connections. Solid lines are source-backed structured connections. Dashed lines are semantic discovery signals and are not scientific evidence.
DNAscope: High accuracy small variant calling using machine learningDOI 10.1101/2022.05.20.492556
Select a neighboring publication to make it the new centre.