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
| Maintainer | Kayla Jackson <kaylajac@caltech.edu> |
| Author | Kayla 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>) |
| License | Artistic-2.0 |
| URL | https://github.com/pachterlab/concordexR, https://pachterlab.github.io/concordexR/ |
| Bug Reports | https://github.com/pachterlab/concordexR/issues |
| Downloads rank | 220 |
| Source branch | RELEASE_3_23 |
| biocViews | Clustering, 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)