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Updated: Feb 24, 2026

Studying Cell Rolling Trajectories on Asymmetric Receptor Patterns
Published on: February 13, 2011
Reversed graph embedding resolves complex single-cell trajectories
Xiaojie Qiu1,2, Qi Mao3, Ying Tang4
1Molecular and Cellular Biology Program, University of Washington, Seattle, Washington, USA.
Abstract:
Single-cell trajectories can unveil how gene regulation governs cell fate decisions. However, learning the structure of complex trajectories with multiple branches remains a challenging computational problem. We present Monocle 2, an algorithm that uses reversed graph embedding to describe multiple fate decisions in a fully unsupervised manner. We applied Monocle 2 to two studies of blood development and found that mutations in the genes encoding key lineage transcription factors divert cells to alternative fates.
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