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concordexR

Identify Spatial Homogeneous Regions with concordex

Bioconductor version: 3.23 · Package version: 1.12.0

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.

Installation

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

BiocManager::install("concordexR")

Details

MaintainerKayla Jackson <kaylajac@caltech.edu>
AuthorKayla Jackson [aut, cre] (ORCID: <https://orcid.org/0000-0001-6483-0108>), A. Sina Booeshaghi [aut] (ORCID: <https://orcid.org/0000-0002-6442-4502>), Angel Galvez-Merchan [aut] (ORCID: <https://orcid.org/0000-0001-7420-8697>), Lambda Moses [aut] (ORCID: <https://orcid.org/0000-0002-7092-9427>), Alexandra Kim [ctb], Laura Luebbert [ctb] (ORCID: <https://orcid.org/0000-0003-1379-2927>), Lior Pachter [aut, rev, ths] (ORCID: <https://orcid.org/0000-0002-9164-6231>)
LicenseArtistic-2.0
URLhttps://github.com/pachterlab/concordexR, https://pachterlab.github.io/concordexR/
Bug Reportshttps://github.com/pachterlab/concordexR/issues
Downloads rank220
Source branchRELEASE_3_23
biocViewsClustering, SingleCell, Software, Spatial, Transcriptomics

Documentation

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Dependencies

Depends: R (>= 4.5.0)

Imports: BiocGenerics, BiocNeighbors, BiocParallel, bluster, cli, DelayedArray, Matrix, methods, purrr, rlang, SingleCellExperiment, sparseMatrixStats, SpatialExperiment, SummarizedExperiment

Suggests: BiocManager, BiocStyle, ggplot2, glue, knitr, mbkmeans, patchwork, rmarkdown, scater, SFEData, SpatialFeatureExperiment, TENxPBMCData, testthat (>= 3.0.0)