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kallisto, bustools and kb-python for quantifying bulk, single-cell and single-nucleus RNA-seq

  • Delaney K. Sullivan,
  • Kyung Hoi (Joseph) Min,
  • Kristján Eldjárn Hjörleifsson,
  • Laura Luebbert,
  • Guillaume Holley,
  • Lambda Moses,
  • Johan Gustafsson,
  • Nicolas L. Bray,
  • Harold Pimentel,
  • A. Sina Booeshaghi,
  • Páll Melsted,
  • Lior Pachter

摘要

The term ‘RNA-seq’ refers to a collection of assays based on sequencing experiments that involve quantifying RNA species from bulk tissue, single cells or single nuclei. The kallisto, bustools and kb-python programs are free, open-source software tools for performing this analysis that together can produce gene expression quantification from raw sequencing reads. The quantifications can be individualized for multiple cells, multiple samples or both. Additionally, these tools allow gene expression values to be classified as originating from nascent RNA species or mature RNA species, making this workflow amenable to both cell-based and nucleus-based assays. This protocol describes in detail how to use kallisto and bustools in conjunction with a wrapper, kb-python, to preprocess RNA-seq data. Execution of this protocol requires basic familiarity with a command line environment. With this protocol, quantification of a moderately sized RNA-seq dataset can be completed within minutes.