Literature DB >> 33274053

TreeSummarizedExperiment: a S4 class for data with hierarchical structure.

Ruizhu Huang1,2, Charlotte Soneson1,2,3, Felix G M Ernst4, Kevin C Rue-Albrecht5, Guangchuang Yu6,7, Stephanie C Hicks8, Mark D Robinson1,2.   

Abstract

Data organized into hierarchical structures (e.g., phylogenies or cell types) arises in several biological fields. It is therefore of interest to have data containers that store the hierarchical structure together with the biological profile data, and provide functions to easily access or manipulate data at different resolutions. Here, we present TreeSummarizedExperiment, a R/S4 class that extends the commonly used SingleCellExperiment class by incorporating tree representations of rows and/or columns (represented by objects of the phylo class). It follows the convention of the SummarizedExperiment class, while providing links between the assays and the nodes of a tree to allow data manipulation at arbitrary levels of the tree. The package is designed to be extensible, allowing new functions on the tree (phylo) to be contributed. As the work is based on the SingleCellExperiment class and the phylo class, both of which are popular classes used in many R packages, it is expected to be able to interact seamlessly with many other tools. Copyright:
© 2021 Huang R et al.

Entities:  

Keywords:  SummarizedExperiment; hierarchical structure; microbiome; tree

Year:  2020        PMID: 33274053      PMCID: PMC7684683.2          DOI: 10.12688/f1000research.26669.2

Source DB:  PubMed          Journal:  F1000Res        ISSN: 2046-1402


  11 in total

1.  ape 5.0: an environment for modern phylogenetics and evolutionary analyses in R.

Authors:  Emmanuel Paradis; Klaus Schliep
Journal:  Bioinformatics       Date:  2019-02-01       Impact factor: 6.937

2.  Treeio: An R Package for Phylogenetic Tree Input and Output with Richly Annotated and Associated Data.

Authors:  Li-Gen Wang; Tommy Tsan-Yuk Lam; Shuangbin Xu; Zehan Dai; Lang Zhou; Tingze Feng; Pingfan Guo; Casey W Dunn; Bradley R Jones; Tyler Bradley; Huachen Zhu; Yi Guan; Yong Jiang; Guangchuang Yu
Journal:  Mol Biol Evol       Date:  2020-02-01       Impact factor: 16.240

3.  Multiplexed mass cytometry profiling of cellular states perturbed by small-molecule regulators.

Authors:  Bernd Bodenmiller; Eli R Zunder; Rachel Finck; Tiffany J Chen; Erica S Savig; Robert V Bruggner; Erin F Simonds; Sean C Bendall; Karen Sachs; Peter O Krutzik; Garry P Nolan
Journal:  Nat Biotechnol       Date:  2012-09       Impact factor: 54.908

4.  ggbio: an R package for extending the grammar of graphics for genomic data.

Authors:  Tengfei Yin; Dianne Cook; Michael Lawrence
Journal:  Genome Biol       Date:  2012-08-31       Impact factor: 13.583

5.  Scater: pre-processing, quality control, normalization and visualization of single-cell RNA-seq data in R.

Authors:  Davis J McCarthy; Kieran R Campbell; Aaron T L Lun; Quin F Wills
Journal:  Bioinformatics       Date:  2017-04-15       Impact factor: 6.937

6.  diffcyt: Differential discovery in high-dimensional cytometry via high-resolution clustering.

Authors:  Lukas M Weber; Malgorzata Nowicka; Charlotte Soneson; Mark D Robinson
Journal:  Commun Biol       Date:  2019-05-14

7.  HDCytoData: Collection of high-dimensional cytometry benchmark datasets in Bioconductor object formats.

Authors:  Lukas M Weber; Charlotte Soneson
Journal:  F1000Res       Date:  2019-08-19

8.  phyloseq: an R package for reproducible interactive analysis and graphics of microbiome census data.

Authors:  Paul J McMurdie; Susan Holmes
Journal:  PLoS One       Date:  2013-04-22       Impact factor: 3.240

9.  HMP16SData: Efficient Access to the Human Microbiome Project Through Bioconductor.

Authors:  Lucas Schiffer; Rimsha Azhar; Lori Shepherd; Marcel Ramos; Ludwig Geistlinger; Curtis Huttenhower; Jennifer B Dowd; Nicola Segata; Levi Waldron
Journal:  Am J Epidemiol       Date:  2019-06-01       Impact factor: 5.363

10.  iSEE: Interactive SummarizedExperiment Explorer.

Authors:  Kevin Rue-Albrecht; Federico Marini; Charlotte Soneson; Aaron T L Lun
Journal:  F1000Res       Date:  2018-06-14
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