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A universal SNP and small-indel variant caller using deep neural networks

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Authors: Ryan Poplin, Pieter-Chang Chang, David Alexander, Scott Schwartz, Thomas Colthurst, Alexander Ku, Daniel Newburger, et al.
Year: 2019
Journal: Nature Biotechnology
DOI: 10.1038/nbt.4235
Publisher: https://www.nature.com/articles/nbt.4235

Keywords: deepvariant, genomics

Abstract

We present DeepVariant a deep convolutional neural network for variant calling from next-generation DNA sequencing data.

Cite this paper

bibtex
@misc{deepvariant2019,
  title  = {A universal SNP and small-indel variant caller using deep neural networks},
  author = {Ryan Poplin, Pieter-Chang Chang, David Alexander, Scott Schwartz, Thomas Colthurst, Alexander Ku, Daniel Newburger, et al.},
  year   = {2019},
  journal = {Nature Biotechnology},
  doi    = {10.1038/nbt.4235},
  url    = {https://doi.org/10.1038/nbt.4235},
}

Source files

Released under the MIT License.