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De novo Nanopore read quality improvement using deep learning.

Nathan LaPierreRob EganWei WangZhong Wang
Published in: BMC bioinformatics (2019)
MiniScrub is able to robustly improve read quality of Oxford Nanopore reads, especially in the metagenome setting, making it useful for downstream applications such as de novo assembly. We propose MiniScrub as a tool for preprocessing Nanopore reads for downstream analyses. MiniScrub is open-source software and is available at https://bitbucket.org/berkeleylab/jgi-miniscrub .
Keyphrases
  • single molecule
  • quality improvement
  • deep learning
  • solid state
  • patient safety
  • artificial intelligence
  • machine learning
  • convolutional neural network