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DamageDetective (version 1.0.0)

Detecting Damaged Cells in Single-Cell RNA Sequencing Data

Description

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.

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Install

install.packages('DamageDetective')

Monthly Downloads

124

Version

1.0.0

License

AGPL (>= 3)

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Maintainer

Alicen Henning

Last Published

April 3rd, 2025

Functions in DamageDetective (1.0.0)

plot_altered_counts

plot_altered_counts
get_organism_indices

Retrieve genes corresponding to the organism of interest
simulate_counts

simulate_counts
detect_damage

detect_damage
select_penalty

select_penalty
plot_unaltered_counts

plot_unaltered_counts
plot_simulation_outcome

plot_simulation_outcome
test_counts

Test Counts
plot_ribosomal_penalty

plot_ribosomal_penalty
plot_detection_outcome

plot_detection_outcome