Literature DB >> 33482892

tidybulk: an R tidy framework for modular transcriptomic data analysis.

Stefano Mangiola1,2, Ramyar Molania1,2, Ruining Dong1,2, Maria A Doyle3,4, Anthony T Papenfuss5,6,7,8,9.   

Abstract

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 .

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Year:  2021        PMID: 33482892      PMCID: PMC7821481          DOI: 10.1186/s13059-020-02233-7

Source DB:  PubMed          Journal:  Genome Biol        ISSN: 1474-7596            Impact factor:   13.583


  31 in total

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Authors:  Jeffrey T Leek; W Evan Johnson; Hilary S Parker; Andrew E Jaffe; John D Storey
Journal:  Bioinformatics       Date:  2012-01-17       Impact factor: 6.937

2.  Permutation and parametric bootstrap tests for gene-gene and gene-environment interactions.

Authors:  Petra Bůžková; Thomas Lumley; Kenneth Rice
Journal:  Ann Hum Genet       Date:  2011-01       Impact factor: 1.670

3.  limma powers differential expression analyses for RNA-sequencing and microarray studies.

Authors:  Matthew E Ritchie; Belinda Phipson; Di Wu; Yifang Hu; Charity W Law; Wei Shi; Gordon K Smyth
Journal:  Nucleic Acids Res       Date:  2015-01-20       Impact factor: 16.971

4.  A scaling normalization method for differential expression analysis of RNA-seq data.

Authors:  Mark D Robinson; Alicia Oshlack
Journal:  Genome Biol       Date:  2010-03-02       Impact factor: 13.583

5.  Genome-wide Analyses of Chromatin State in Human Mast Cells Reveal Molecular Drivers and Mediators of Allergic and Inflammatory Diseases.

Authors:  Gökhan Cildir; John Toubia; Kwok Ho Yip; Mingyan Zhou; Harshita Pant; Pravin Hissaria; Jingxian Zhang; Wanjin Hong; Nirmal Robinson; Michele A Grimbaldeston; Angel F Lopez; Vinay Tergaonkar
Journal:  Immunity       Date:  2019-10-22       Impact factor: 31.745

6.  voom: Precision weights unlock linear model analysis tools for RNA-seq read counts.

Authors:  Charity W Law; Yunshun Chen; Wei Shi; Gordon K Smyth
Journal:  Genome Biol       Date:  2014-02-03       Impact factor: 13.583

7.  Easy and efficient ensemble gene set testing with EGSEA.

Authors:  Monther Alhamdoosh; Charity W Law; Luyi Tian; Julie M Sheridan; Milica Ng; Matthew E Ritchie
Journal:  F1000Res       Date:  2017-11-14

8.  Unique transcriptional and protein-expression signature in human lung tissue-resident NK cells.

Authors:  Nicole Marquardt; Eliisa Kekäläinen; Puran Chen; Magda Lourda; Jennifer N Wilson; Marlena Scharenberg; Per Bergman; Mamdoh Al-Ameri; Joanna Hård; Jeffrey E Mold; Hans-Gustaf Ljunggren; Jakob Michaëlsson
Journal:  Nat Commun       Date:  2019-08-26       Impact factor: 14.919

9.  edgeR: a Bioconductor package for differential expression analysis of digital gene expression data.

Authors:  Mark D Robinson; Davis J McCarthy; Gordon K Smyth
Journal:  Bioinformatics       Date:  2009-11-11       Impact factor: 6.937

10.  Human Dendritic Cell Subsets Undergo Distinct Metabolic Reprogramming for Immune Response.

Authors:  Farhan Basit; Till Mathan; David Sancho; I Jolanda M de Vries
Journal:  Front Immunol       Date:  2018-11-01       Impact factor: 7.561

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  3 in total

1.  A Transcriptional Signature of IL-2 Expanded Natural Killer Cells Predicts More Favorable Prognosis in Bladder Cancer.

Authors:  Yuhan Sun; Alexander James Sedgwick; Md Abdullah-Al-Kamran Khan; Yaseelan Palarasah; Stefano Mangiola; Alexander David Barrow
Journal:  Front Immunol       Date:  2021-11-10       Impact factor: 7.561

2.  Distinct role of subunits of the Arabidopsis RNA polymerase II elongation factor PAF1C in transcriptional reprogramming.

Authors:  Simon Obermeyer; Richard Stöckl; Tobias Schnekenburger; Christoph Moehle; Uwe Schwartz; Klaus D Grasser
Journal:  Front Plant Sci       Date:  2022-09-29       Impact factor: 6.627

3.  Interfacing Seurat with the R tidy universe.

Authors:  Stefano Mangiola; Maria A Doyle; Anthony T Papenfuss
Journal:  Bioinformatics       Date:  2021-05-24       Impact factor: 6.931

  3 in total

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