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Re-purposing software for functional characterization of the microbiome.

Laura-Jayne GardinerNiina HaiminenFilippo UtroLaxmi ParidaEd SeaboltRitesh KrishnaJames H Kaufman
Published in: Microbiome (2021)
We demonstrate that improved functional classification of metagenomic sequencing reads is possible by re-purposing a range of taxonomic classification tools that are already well-established, in conjunction with either protein or nucleotide reference databases. We leverage the advances in speed, accuracy and efficiency that have been made for taxonomic classification and translate these benefits for the rapid functional classification of microbiomes. While we focus on a specific set of commonly used methods, the functional annotation approach has broad applicability across other sequence classification tools. We hope that re-purposing becomes a routine consideration during bioinformatic resource development. Video abstract.
Keyphrases
  • deep learning
  • machine learning
  • big data
  • clinical practice
  • amino acid
  • small molecule
  • quantum dots