scMultiSim
This is the released version of scMultiSim; for the devel version, see scMultiSim.
Simulation of Multi-Modality Single Cell Data Guided By Gene Regulatory Networks and Cell-Cell Interactions
Bioconductor version: Release (3.20)
scMultiSim simulates paired single cell RNA-seq, single cell ATAC-seq and RNA velocity data, while incorporating mechanisms of gene regulatory networks, chromatin accessibility and cell-cell interactions. It allows users to tune various parameters controlling the amount of each biological factor, variation of gene-expression levels, the influence of chromatin accessibility on RNA sequence data, and so on. It can be used to benchmark various computational methods for single cell multi-omics data, and to assist in experimental design of wet-lab experiments.
Author: Hechen Li [aut, cre] , Xiuwei Zhang [aut], Ziqi Zhang [aut], Michael Squires [aut]
Maintainer: Hechen Li <hli691 at gatech.edu>
citation("scMultiSim")
):
Installation
To install this package, start R (version "4.4") and enter:
if (!require("BiocManager", quietly = TRUE))
install.packages("BiocManager")
BiocManager::install("scMultiSim")
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("scMultiSim")
1. Getting Started | HTML | R Script |
2. Simulating Multimodal Single-cell Datasets | HTML | R Script |
3. Simulating Spatial Cell-Cell Interactions | HTML | R Script |
4. Parameter Guide | HTML | R Script |
Reference Manual | ||
NEWS | Text |
Details
biocViews | ExperimentalDesign, GeneExpression, Sequencing, SingleCell, Software, Transcriptomics |
Version | 1.2.0 |
In Bioconductor since | BioC 3.19 (R-4.4) (0.5 years) |
License | Artistic-2.0 |
Depends | R (>= 4.4.0) |
Imports | foreach, rlang, dplyr, ggplot2, Rtsne, ape, MASS, matrixStats, phytools, KernelKnn, gplots, zeallot, crayon, assertthat, igraph, methods, grDevices, graphics, stats, utils, markdown, SummarizedExperiment, BiocParallel |
System Requirements | |
URL | https://zhanglabgt.github.io/scMultiSim/ |
Bug Reports | https://github.com/ZhangLabGT/scMultiSim/issues |
See More
Suggests | knitr, rmarkdown, roxygen2, shiny, testthat (>= 3.0.0) |
Linking To | |
Enhances | |
Depends On Me | |
Imports Me | |
Suggests Me | |
Links To Me | |
Build Report | Build Report |
Package Archives
Follow Installation instructions to use this package in your R session.
Source Package | scMultiSim_1.2.0.tar.gz |
Windows Binary (x86_64) | scMultiSim_1.2.0.zip (64-bit only) |
macOS Binary (x86_64) | scMultiSim_1.2.0.tgz |
macOS Binary (arm64) | scMultiSim_1.2.0.tgz |
Source Repository | git clone https://git.bioconductor.org/packages/scMultiSim |
Source Repository (Developer Access) | git clone git@git.bioconductor.org:packages/scMultiSim |
Bioc Package Browser | https://code.bioconductor.org/browse/scMultiSim/ |
Package Short Url | https://bioconductor.org/packages/scMultiSim/ |
Package Downloads Report | Download Stats |