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RPBC

This is the development version of RPBC; to use it, please install the devel version of Bioconductor.

Region-Preserving Batch Correction for Paired Region-Resolved Single-Cell Data


Bioconductor version: Development (3.24)

Implements Region-Preserving Batch Correction (RPBC), an empirical-Bayes location-scale framework for paired region-resolved single-cell and spatial-omics data. RPBC preserves a patient-balanced population-average regional contrast while harmonizing patient-wide location shifts, patient-specific regional deviations, and patient-region scale heterogeneity. The package also provides Adaptive RPBC for group-size-dependent stabilization of patient-region scale variation and covariate-adjusted RPBC for preserving prespecified patient-level covariate-associated variation during harmonization. RPBC is designed to interoperate with Bioconductor data structures for single-cell and spatial experiments.

Author: Elizabeth B. Amona [aut, cre] ORCID iD ORCID: 0000-0002-7575-788X

Maintainer: Elizabeth B. Amona <amonaelizabeth1 at gmail.com>

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

Elizabeth B. Amona. RPBC: Region-Preserving Batch Correction for Paired Region-Resolved Single-Cell Data. doi:10.18129/B9.bioc.RPBC, R package version 0.99.1, https://bioconductor.org/packages/RPBC.

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("RPBC")

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("RPBC")
RPBC: Region-Preserving Batch Correction HTML R Script
Reference ManualPDF

Details

biocViews BatchEffect, Preprocessing, SingleCell, Software, Spatial, StatisticalMethod
Version0.99.1
In Bioconductor sinceBioC 3.24 (R-4.6)
License MIT + file LICENSE
Depends R (>= 4.5.0)
Imports matrixStats, SingleCellExperiment, SpatialExperiment, SummarizedExperiment
System Requirements
URL
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Suggests BiocStyle, knitr, rmarkdown, testthat (>= 3.0.0)
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Depends On Me
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Package Archives

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

Source Package RPBC_0.99.1.tar.gz
Windows Binary (x86_64)
macOS Binary (big-sur-x86_64)
macOS Binary (sonoma-arm64)
Source Repositorygit clone https://git.bioconductor.org/packages/RPBC
Source Repository (Developer Access)git clone git@git.bioconductor.org:packages/RPBC
Package Short Url https://bioconductor.org/packages/RPBC/
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