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concordexR

This is thedevelopment version of concordexR; for the stable release version, seeconcordexR.

Identify Spatial Homogeneous Regions with concordex

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DOI: 10.18129/B9.bioc.concordexR


Bioconductor version: Development (3.23)

Spatial homogeneous regions (SHRs) in tissues are domains that are homogenous with respect to cell type composition. We present a method for identifying SHRs using spatial transcriptomics data, and demonstrate that it is efficient and effective at finding SHRs for a wide variety of tissue types. concordex relies on analysis of k-nearest-neighbor (kNN) graphs. The tool is also useful for analysis of non-spatial transcriptomics data, and can elucidate the extent of concordance between partitions of cells derived from clustering algorithms, and transcriptomic similarity as represented in kNN graphs.

Author: Kayla Jackson [aut, cre]ORCID iD ORCID: 0000-0001-6483-0108, A. Sina Booeshaghi [aut]ORCID iD ORCID: 0000-0002-6442-4502, Angel Galvez-Merchan [aut]ORCID iD ORCID: 0000-0001-7420-8697, Lambda Moses [aut]ORCID iD ORCID: 0000-0002-7092-9427, Alexandra Kim [ctb], Laura Luebbert [ctb]ORCID iD ORCID: 0000-0003-1379-2927, Lior Pachter [aut, rev, ths]ORCID iD ORCID: 0000-0002-9164-6231

Maintainer: Kayla Jackson <kaylajac at caltech.edu>

Citation (from within R, entercitation("concordexR")):

Installation

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

if (!require("BiocManager", quietly = TRUE))    install.packages("BiocManager")# The following initializes usage of Bioc develBiocManager::install(version='devel')BiocManager::install("concordexR")

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

Documentation

To view documentation for the version of this package installed in your system, start R and enter:

browseVignettes("concordexR")
concordex-nonspatialHTMLR Script
overviewHTMLR Script
Reference ManualPDF
NEWSText

Need some help? Ask on the Bioconductor Support site!

Details

biocViewsClustering,SingleCell,Software,Spatial,Transcriptomics
Version1.11.0
In Bioconductor sinceBioC 3.17 (R-4.3) (2.5 years)
LicenseArtistic-2.0
DependsR (>= 4.5.0)
ImportsBiocGenerics,BiocNeighbors,BiocParallel,bluster,cli,DelayedArray,Matrix, methods,purrr,rlang,SingleCellExperiment,sparseMatrixStats,SpatialExperiment,SummarizedExperiment
System Requirements
URLhttps://github.com/pachterlab/concordexRhttps://pachterlab.github.io/concordexR/
Bug Reportshttps://github.com/pachterlab/concordexR/issues
See More
SuggestsBiocManager,BiocStyle,ggplot2,glue,knitr,mbkmeans,patchwork,rmarkdown,scater,SFEData,SpatialFeatureExperiment,TENxPBMCData,testthat (>= 3.0.0)
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Build ReportBuild Report

Package Archives

FollowInstallation instructions to use this package in your R session.

Source PackageconcordexR_1.11.0.tar.gz
Windows Binary (x86_64)
macOS Binary (x86_64)concordexR_1.11.0.tgz
macOS Binary (arm64)concordexR_1.11.0.tgz
Source Repositorygit clone https://git.bioconductor.org/packages/concordexR
Source Repository (Developer Access)git clone git@git.bioconductor.org:packages/concordexR
Bioc Package Browserhttps://code.bioconductor.org/browse/concordexR/
Package Short Urlhttps://bioconductor.org/packages/concordexR/
Package Downloads ReportDownload Stats

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