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Detects and filters damaged cells in single-cell RNA sequencing (scRNA-seq) data using a novel approach inspired by 'DoubletFinder'. Damage is detected by measuring the extent to which cells deviate from artificially damaged profiles of themselves, simulated through the probabilistic escape of cytoplasmic RNA. As output, a damage score ranging from 0 to 1 is given for each cell providing an intuitive scale for filtering that is standardised across cell types, samples, and experiments.
Version: | 1.0.0 |
Depends: | R (≥ 4.4.0) |
Imports: | cowplot, dplyr, ggplot2, ggpubr, Matrix, patchwork, scales, RcppHNSW, rlang, tidyr, withr |
Suggests: | Seurat, knitr, rmarkdown, spelling |
Published: | 2025-04-03 |
DOI: | 10.32614/CRAN.package.DamageDetective |
Author: | Alicen Henning |
Maintainer: | Alicen Henning <alicen.jhb at gmail.com> |
BugReports: | https://github.com/alicenjoyhenning/DamageDetective/issues |
License: | AGPL (≥ 3) |
URL: | https://alicenjoyhenning.github.io/DamageDetective/, https://github.com/alicenjoyhenning/DamageDetective |
NeedsCompilation: | no |
Language: | en-US |
Materials: | NEWS |
CRAN checks: | DamageDetective results |
Reference manual: | DamageDetective.pdf |
Vignettes: |
Damage cell quality control (source, R code) |
Package source: | DamageDetective_1.0.0.tar.gz |
Windows binaries: | r-devel: DamageDetective_1.0.0.zip, r-release: DamageDetective_1.0.0.zip, r-oldrel: not available |
macOS binaries: | r-devel (arm64): DamageDetective_1.0.0.tgz, r-release (arm64): DamageDetective_1.0.0.tgz, r-oldrel (arm64): not available, r-devel (x86_64): DamageDetective_1.0.0.tgz, r-release (x86_64): DamageDetective_1.0.0.tgz, r-oldrel (x86_64): not available |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.