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Tree-ensemble analysis assesses presence of multifurcations in single cell data.

Will MacnairLaura De Vargas RoditiStefan GanschaManfred Claassen
Published in: Molecular systems biology (2019)
We introduce TreeTop, an algorithm for single cell data analysis to identify and assign a branching score to branch points in biological processes which may have multi-level branching hierarchies. We demonstrate branch point identification for processes with varying topologies, including T-cell maturation, B-cell differentiation and hematopoiesis. Our analyses are consistent with recent experimental studies suggesting a shallower hierarchy of differentiation events in hematopoiesis, rather than the classical multi-level hierarchy.
Keyphrases
  • data analysis
  • single cell
  • rna seq
  • high throughput
  • machine learning
  • neural network
  • electronic health record
  • convolutional neural network