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strainspy

This is the development version of strainspy; to use it, please install the devel version of Bioconductor.

Strain Level Microbiome Wide Association Studies


Bioconductor version: Development (3.24)

Fits statistical models to detect microbial strains associated with a phenotype. For small sample sizes, models can be fitted using empirical Bayes maximum a posteriori (MAP) priors to improve detection power. Supports various experimental design scenarios, including repeated measures.

Author: Gerry Tonkin-Hill [aut], Sudaraka Mallawaarachchi [aut, cre] ORCID iD ORCID: 0000-0001-8899-3323

Maintainer: Sudaraka Mallawaarachchi <smallawaarachchi at gmail.com>

Citation (from within R, enter citation("strainspy")):
Seminal Bioconductor project articles:

Huber W, Carey VJ, Gentleman R, Anders S, Carlson M, Carvalho BS, Bravo HC, Davis S, Gatto L, Girke T, Gottardo R, Hahne F, Hansen KD, Irizarry RA, Lawrence M, Love MI, MacDonald J, Obenchain V, Oleś AK, Pagès H, Reyes A, Shannon P, Smyth GK, Tenenbaum D, Waldron L, Morgan M (2015). "Orchestrating high-throughput genomic analysis with Bioconductor." Nature Methods, 12(2), 115–121. doi:10.1038/nmeth.3252.

Gentleman RC, Carey VJ, Bates DM, Bolstad B, Dettling M, Dudoit S, Ellis B, Gautier L, Ge Y, Gentry J, Hornik K, Hothorn T, Huber W, Iacus S, Irizarry R, Leisch F, Li C, Maechler M, Rossini AJ, Sawitzki G, Smith C, Smyth G, Tierney L, Yang JYH, Zhang J (2004). "Bioconductor: open software development for computational biology and bioinformatics." Genome Biology, 5(10), R80. doi:10.1186/gb-2004-5-10-r80.

Installation

To install this package, start R (version "4.6") and enter:


if (!require("BiocManager", quietly = TRUE))
    install.packages("BiocManager")

## The following initializes the development version of Bioconductor
BiocManager::install(version = "devel")

BiocManager::install("strainspy")

For older versions of R, please refer to the appropriate Bioconductor release.

Documentation

To view documentation for the version of this package installed in your system, start R and enter:

browseVignettes("strainspy")
strainspy Workflow HTML R Script
Reference Manual PDF
NEWS Text
LICENSE Text

Details

biocViews DifferentialExpression, ExperimentalDesign, Metagenomics, MicrobialStrain, Microbiome, Regression, Sequencing, Software
Version 0.99.3
In Bioconductor since BioC 3.24 (R-4.6)
License MIT + file LICENSE
Depends R (>= 4.1.0)
Imports ape, BiocParallel, data.table, dplyr, ggforce, ggplot2, ggrepel, ggthemes, ggtree, glmmTMB, graphics, grDevices, harmonicmeanp, lmerTest, magrittr, Matrix, methods, patchwork, purrr, R.utils (>= 2.13.0), S4Vectors, stats, stringr, SummarizedExperiment, rlang, tibble, tidyr, tools, utils, viridis
System Requirements
URL https://github.com/gtonkinhill/strainspy https://sudaraka88.r-universe.dev/strainspy
Bug Reports https://github.com/gtonkinhill/strainspy/issues
See More
Suggests betareg, BiocStyle, compositions, fastglm, future, gamlss, gamlss.dist, knitr, mgcv, rmarkdown, testthat (>= 3.0.0), vegan, emmeans
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Package Archives

Follow Installation instructions to use this package in your R session.

Source Package strainspy_0.99.3.tar.gz
Windows Binary (x86_64) strainspy_0.99.3.zip
macOS Binary (big-sur-x86_64) strainspy_0.99.3.tgz
macOS Binary (sonoma-arm64) strainspy_0.99.3.tgz
Source Repository git clone https://git.bioconductor.org/packages/strainspy
Source Repository (Developer Access) git clone git@git.bioconductor.org:packages/strainspy
Bioc Package Browser https://code.bioconductor.org/browse/strainspy/
Package Short Url https://bioconductor.org/packages/strainspy/
Package Downloads Report Download Stats