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imcRtools

This is the development version of imcRtools; for the stable release version, see imcRtools.

All versions 3.24 (devel), 3.23 (release), 3.22, 3.21, 3.20, 3.19, 3.18, 3.17, 3.16, 3.15, 3.14

Methods for imaging mass cytometry data analysis


Bioconductor version: Development (3.24)

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 iD ORCID: 0000-0002-0913-1678 , Lasse Meyer [ctb], Lutz Marlene [ctb], Schiller Chiara [ctb], Ibañez Victor [ctb]

Maintainer: Daniel Schulz <daniel.schulz at uzh.ch>

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

Nils Eling. imcRtools: Methods for imaging mass cytometry data analysis. doi:10.18129/B9.bioc.imcRtools, R package version 1.19.2, https://bioconductor.org/packages/imcRtools.

Generated from the package metadata; it may differ from the package's own citation.

Installation

To install this package, start R (version "4.6") and enter:

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

## The following initializes the development version of Bioconductor
BiocManager::install(version = "devel")

BiocManager::install("imcRtools")

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("imcRtools")
"Tools for IMC data analysis" HTML R Script
Reference ManualPDF
NEWSText

Details

biocViews Clustering, DataImport, ImmunoOncology, SingleCell, Software, Spatial
Version1.19.2
In Bioconductor sinceBioC 3.14 (R-4.1) (5 years)
License GPL-3
Depends R (>= 4.1), SpatialExperiment
Imports S4Vectors, stats, utils, SummarizedExperiment, methods, pheatmap, scrapper (>= 1.6.0), stringr, readr, EBImage, cytomapper, abind, BiocParallel, viridis, dplyr, magrittr, DT, igraph (>= 2.1.0), SingleCellExperiment, vroom, BiocNeighbors, RTriangle, ggraph, tidygraph, ggplot2, data.table, sf, concaveman, tidyselect, distances, MatrixGenerics, rlang, grid, grDevices
System Requirements
URLhttps://github.com/BodenmillerGroup/imcRtools
Bug Reportshttps://github.com/BodenmillerGroup/imcRtools/issues
See More
Suggests CATALYST, tidyr, BiocStyle, knitr, rmarkdown, markdown, RColorBrewer, testthat
Linking To
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Depends On Me
Imports Me OSTA
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Build Report Build Report, r-universe

Package Archives

Follow Installation instructions to use this package in your R session.

Source Package imcRtools_1.19.2.tar.gz
Windows Binary (x86_64) imcRtools_1.19.2.zip
macOS Binary (big-sur-x86_64) imcRtools_1.19.2.tgz
macOS Binary (sonoma-arm64) imcRtools_1.19.2.tgz
Source Repositorygit clone https://git.bioconductor.org/packages/imcRtools
Source Repository (Developer Access)git clone git@git.bioconductor.org:packages/imcRtools
Package Short Url https://bioconductor.org/packages/imcRtools/
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