This is the development version of imcRtools; for the stable release version, see imcRtools.
Methods for imaging mass cytometry data analysisBioconductor version: Development (3.22)
This R package supports the handling and analysis of imaging mass cytometry and other highly multiplexed imaging data. The main functionality includes reading in single-cell data after image segmentation and measurement, data formatting to perform channel spillover correction and a number of spatial analysis approaches. First, cell-cell interactions are detected via spatial graph construction; these graphs can be visualized with cells representing nodes and interactions representing edges. Furthermore, per cell, its direct neighbours are summarized to allow spatial clustering. Per image/grouping level, interactions between types of cells are counted, averaged and compared against random permutations. In that way, types of cells that interact more (attraction) or less (avoidance) frequently than expected by chance are detected.
Author: Nils Eling [aut], Tobias Hoch [ctb], Vito Zanotelli [ctb], Jana Fischer [ctb], Daniel Schulz [ctb, cre] ORCID: 0000-0002-0913-1678 , Lasse Meyer [ctb]
Maintainer: Daniel Schulz <daniel.schulz at uzh.ch>
Citation (from within R, entercitation("imcRtools")
): 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("imcRtools")
For older versions of R, please refer to the appropriate Bioconductor release.
DocumentationTo view documentation for the version of this package installed in your system, start R and enter:
browseVignettes("imcRtools")
Details biocViews Clustering, DataImport, ImmunoOncology, SingleCell, Software, Spatial Version 1.15.0 In Bioconductor since BioC 3.14 (R-4.1) (3.5 years) License GPL-3 Depends R (>= 4.1), SpatialExperiment Imports S4Vectors, stats, utils, SummarizedExperiment, methods, pheatmap, scuttle, stringr, readr, EBImage, cytomapper, abind, BiocParallel, viridis, dplyr, magrittr, DT, igraph, SingleCellExperiment, vroom, BiocNeighbors, RTriangle, ggraph, tidygraph, ggplot2, data.table, sf, concaveman, tidyselect, distances, MatrixGenerics, rlang, grDevices System Requirements URL https://github.com/BodenmillerGroup/imcRtools Bug Reports https://github.com/BodenmillerGroup/imcRtools/issues See More Package Archives
Follow Installation instructions to use this package in your R session.
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