TY - JOUR
T1 - tidybulk
T2 - an R tidy framework for modular transcriptomic data analysis
AU - Mangiola, Stefano
AU - Molania, Ramyar
AU - Dong, Ruining
AU - Doyle, Maria A.
AU - Papenfuss, Anthony T.
N1 - Publisher Copyright:
© 2021, The Author(s).
PY - 2021/12
Y1 - 2021/12
N2 - Recently, efforts have been made toward the harmonization of transcriptomic data structures and workflows using the concept of data tidiness, to facilitate modularisation. We present tidybulk, a modular framework for bulk transcriptional analyses that introduces a tidy transcriptomic data structure paradigm and analysis grammar. Tidybulk covers a wide variety of analysis procedures and integrates a large ecosystem of publicly available analysis algorithms under a common framework. Tidybulk decreases coding burden, facilitates reproducibility, increases efficiency for expert users, lowers the learning curve for inexperienced users, and bridges transcriptional data analysis with the tidyverse. Tidybulk is available at R/Bioconductor bioconductor.org/packages/tidybulk.
AB - Recently, efforts have been made toward the harmonization of transcriptomic data structures and workflows using the concept of data tidiness, to facilitate modularisation. We present tidybulk, a modular framework for bulk transcriptional analyses that introduces a tidy transcriptomic data structure paradigm and analysis grammar. Tidybulk covers a wide variety of analysis procedures and integrates a large ecosystem of publicly available analysis algorithms under a common framework. Tidybulk decreases coding burden, facilitates reproducibility, increases efficiency for expert users, lowers the learning curve for inexperienced users, and bridges transcriptional data analysis with the tidyverse. Tidybulk is available at R/Bioconductor bioconductor.org/packages/tidybulk.
UR - http://www.scopus.com/inward/record.url?scp=85099753745&partnerID=8YFLogxK
U2 - 10.1186/s13059-020-02233-7
DO - 10.1186/s13059-020-02233-7
M3 - Article
C2 - 33482892
AN - SCOPUS:85099753745
SN - 1474-7596
VL - 22
SP - 42
JO - Genome Biology
JF - Genome Biology
IS - 1
M1 - 42
ER -