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Benchmarking differential abundance methods for finding condition-specific prototypical cells in multi-sample single-cell datasets.

Haidong YiAlec PlotkinNatalie Stanley
Published in: Genome biology (2024)
Based on our benchmarking study, we provide a set of recommendations for the optimal usage of single-cell DA testing methods in practice, particularly with respect to factors such as the presence of technical noise (for example batch effects), dataset size, and hyperparameter sensitivity.
Keyphrases
  • single cell
  • rna seq
  • induced apoptosis
  • high throughput
  • healthcare
  • primary care
  • cell cycle arrest
  • air pollution
  • oxidative stress
  • clinical practice
  • antibiotic resistance genes
  • cell death
  • quality improvement