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CARDspa

Spatially Informed Cell Type Deconvolution for Spatial Transcriptomics

Bioconductor version: 3.23 · Package version: 1.4.0

CARD is a reference-based deconvolution method that estimates cell type composition in spatial transcriptomics based on cell type specific expression information obtained from a reference scRNA-seq data. A key feature of CARD is its ability to accommodate spatial correlation in the cell type composition across tissue locations, enabling accurate and spatially informed cell type deconvolution as well as refined spatial map construction. CARD relies on an efficient optimization algorithm for constrained maximum likelihood estimation and is scalable to spatial transcriptomics with tens of thousands of spatial locations and tens of thousands of genes.

Installation

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

BiocManager::install("CARDspa")

Details

MaintainerJing Fu <jing_fu@brown.edu>
AuthorYing Ma [aut], Jing Fu [cre]
LicenseGPL-3 + file LICENSE
URLhttps://github.com/YMa-lab/CARDspa
Bug Reportshttps://github.com/YMa-lab/CARDspa/issues
Downloads rank254
Source branchRELEASE_3_23
biocViewsSingleCell, Software, Spatial, Transcriptomics, Visualization

Documentation

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Dependencies

Depends: R (>= 4.3.0)

Imports: Rcpp (>= 1.0.7), RcppArmadillo, SummarizedExperiment, methods, MCMCpack, fields, wrMisc, concaveman, sp, dplyr, sf, Matrix, RANN, ggplot2, reshape2, RColorBrewer, S4Vectors, scatterpie, grDevices, ggcorrplot, stats, nnls, BiocParallel, NMF, spatstat.random, gtools, SingleCellExperiment, SpatialExperiment

LinkingTo: Rcpp, RcppArmadillo

Suggests: knitr, rmarkdown, testthat, RcppML, BiocStyle