Molecular Systems Biology | 2019

Tree‐ensemble analysis assesses presence of multifurcations in single cell data

 
 
 
 

Abstract


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.

Volume 15
Pages None
DOI 10.15252/msb.20188552
Language English
Journal Molecular Systems Biology

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