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multipletR

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

Adaptive Detection of Human-Mouse Multiplets in PDX Single-Cell Data


Bioconductor version: Development (3.24)

Detects human-mouse multiplets in patient-derived xenograft (PDX) single-cell RNA-seq data using an adaptive threshold method that does not assume a fixed species proportion. Takes a 10x CellRanger GEM classification file and returns the data with added multiplet classifications, with optional diagnostic plots and helpers to annotate a Seurat or SingleCellExperiment object with multiplet classifications or remove multiplets from it. The adaptive approach starts from a conservative central region of balanced droplets and expands its thresholds until the selected cells no longer resemble true multiplets, which handles the imbalanced species mixtures common in real PDX samples.

Author: Alexandra Gerveni [aut, cre] ORCID iD ORCID: 0009-0004-5428-5889 , Amy Olex [aut], Mikhail Dozmorov [aut, fnd] (P50AA022537), Gamze Bulut [aut], J. Chuck Harrell [fnd] (U54CA283762), Jose Trevino [fnd] (U54CA283762)

Maintainer: Alexandra Gerveni <alexandra.gerveni at hotmail.com>

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

Alexandra Gerveni, Amy Olex, Mikhail Dozmorov, Gamze Bulut. multipletR: Adaptive Detection of Human-Mouse Multiplets in PDX Single-Cell Data. doi:10.18129/B9.bioc.multipletR, R package version 0.99.9, https://bioconductor.org/packages/multipletR.

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("multipletR")

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("multipletR")
Detecting human-mouse multiplets in PDX single-cell data with multipletR HTML R Script
Reference ManualPDF
NEWSText
LICENSEText

Details

biocViews Classification, Preprocessing, QualityControl, RNASeq, SingleCell, Software, Transcriptomics
Version0.99.9
In Bioconductor sinceBioC 3.24 (R-4.6)
License MIT + file LICENSE
Depends
Imports diptest, ggplot2, methods, patchwork, scales, SingleCellExperiment, stats, utils
System Requirements
URLhttps://github.com/Alex05a/multipletR
Bug Reportshttps://github.com/Alex05a/multipletR/issues
See More
Suggests BiocStyle, Seurat, SummarizedExperiment, knitr, rmarkdown, testthat (>= 3.0.0)
Linking To
Enhances
Depends On Me
Imports Me
Suggests Me
Links To Me
Build Report Build Report, r-universe

Package Archives

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

Source Package multipletR_0.99.9.tar.gz
Windows Binary (x86_64) multipletR_0.99.9.zip
macOS Binary (big-sur-x86_64) multipletR_0.99.9.tgz
macOS Binary (sonoma-arm64) multipletR_0.99.9.tgz
Source Repositorygit clone https://git.bioconductor.org/packages/multipletR
Source Repository (Developer Access)git clone git@git.bioconductor.org:packages/multipletR
Package Short Url https://bioconductor.org/packages/multipletR/
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