SPsimSeq
This is the development version of SPsimSeq; for the stable release version, see SPsimSeq.
Semi-parametric simulation tool for bulk and single-cell RNA sequencing data
Bioconductor version: Development (3.21)
SPsimSeq uses a specially designed exponential family for density estimation to constructs the distribution of gene expression levels from a given real RNA sequencing data (single-cell or bulk), and subsequently simulates a new dataset from the estimated marginal distributions using Gaussian-copulas to retain the dependence between genes. It allows simulation of multiple groups and batches with any required sample size and library size.
Author: Alemu Takele Assefa [aut], Olivier Thas [ths], Joris Meys [cre], Stijn Hawinkel [aut]
Maintainer: Joris Meys <Joris.Meys at ugent.be>
citation("SPsimSeq")
):
Installation
To install this package, start R (version "4.5") and enter:
if (!require("BiocManager", quietly = TRUE))
install.packages("BiocManager")
# The following initializes usage of Bioc devel
BiocManager::install(version='devel')
BiocManager::install("SPsimSeq")
For older versions of R, please refer to the appropriate Bioconductor release.
Documentation
Reference Manual |
Details
biocViews | DNASeq, GeneExpression, RNASeq, Sequencing, SingleCell, Software |
Version | 1.17.0 |
In Bioconductor since | BioC 3.12 (R-4.0) (4 years) |
License | GPL-2 |
Depends | R (>= 4.0) |
Imports | stats, methods, SingleCellExperiment, fitdistrplus, graphics, edgeR, Hmisc, WGCNA, limma, mvtnorm, phyloseq, utils |
System Requirements | |
URL | https://github.com/CenterForStatistics-UGent/SPsimSeq |
See More
Suggests | knitr, rmarkdown, LSD, testthat, BiocStyle |
Linking To | |
Enhances | |
Depends On Me | |
Imports Me | |
Suggests Me | |
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Build Report | Build Report |
Package Archives
Follow Installation instructions to use this package in your R session.
Source Package | |
Windows Binary (x86_64) | |
macOS Binary (x86_64) | |
macOS Binary (arm64) | |
Source Repository | git clone https://git.bioconductor.org/packages/SPsimSeq |
Source Repository (Developer Access) | git clone git@git.bioconductor.org:packages/SPsimSeq |
Package Short Url | https://bioconductor.org/packages/SPsimSeq/ |
Package Downloads Report | Download Stats |