StabMap

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

Stabilised mosaic single cell data integration using unshared features


Bioconductor version: Development (3.20)

StabMap performs single cell mosaic data integration by first building a mosaic data topology, and for each reference dataset, traverses the topology to project and predict data onto a common embedding. Mosaic data should be provided in a list format, with all relevant features included in the data matrices within each list object. The output of stabMap is a joint low-dimensional embedding taking into account all available relevant features. Expression imputation can also be performed using the StabMap embedding and any of the original data matrices for given reference and query cell lists.

Author: Shila Ghazanfar [aut, cre, ctb], Aiden Jin [ctb], Nicholas Robertson [ctb]

Maintainer: Shila Ghazanfar <shazanfar at gmail.com>

Citation (from within R, enter citation("StabMap")):

Installation

To install this package, start R (version "4.4") and enter:


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

# The following initializes usage of Bioc devel
BiocManager::install(version='devel')

BiocManager::install("StabMap")

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

Documentation

Reference Manual PDF

Details

biocViews DimensionReduction, SingleCell, Software
Version 0.99.4
In Bioconductor since BioC 3.20 (R-4.4)
License GPL-2
Depends R (>= 4.4.0)
Imports igraph, slam, BiocNeighbors, Matrix, MASS, abind, SummarizedExperiment, methods, MatrixGenerics, BiocGenerics, BiocSingular, BiocParallel
System Requirements
URL https://sydneybiox.github.io/StabMap https://sydneybiox.github.io/StabMap/
Bug Reports https://github.com/sydneybiox/StabMap/issues
See More
Suggests scran, scater, knitr, UpSetR, gridExtra, SingleCellMultiModal, BiocStyle, magrittr, testthat (>= 3.0.0), purrr
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
Windows Binary StabMap_0.99.4.zip
macOS Binary (x86_64) StabMap_0.99.4.tgz
macOS Binary (arm64) StabMap_0.99.4.tgz
Source Repository git clone https://git.bioconductor.org/packages/StabMap
Source Repository (Developer Access) git clone git@git.bioconductor.org:packages/StabMap
Bioc Package Browser https://code.bioconductor.org/browse/StabMap/
Package Short Url https://bioconductor.org/packages/StabMap/
Package Downloads Report Download Stats