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Inferring cell differentiation maps from lineage tracing data.

Palash Sashittal1,2, Richard Y Zhang3, Benjamin K Law3,4

  • 1Department of Computer Science, Princeton University, Princeton, NJ, USA.

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|December 8, 2025
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Summary
This summary is machine-generated.

Carta infers optimal cell differentiation maps from lineage tracing data. This new algorithm reveals key developmental features like convergent differentiation and intermediate progenitors, improving our understanding of cell development.

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Area of Science:

  • Developmental Biology
  • Computational Biology
  • Genomics

Background:

  • Cell differentiation follows a hierarchy, visualized by cell differentiation maps.
  • Current methods for inferring these maps from large-scale data use heuristic models with limitations.
  • These existing models often make restrictive assumptions about developmental processes.

Purpose of the Study:

  • Introduce a quantitative framework to evaluate cell differentiation maps.
  • Develop an algorithm, Carta, to infer an optimal differentiation map from single-cell lineage tracing data.
  • Address limitations of existing heuristic models in developmental biology.

Main Methods:

  • Developed Carta, an algorithm inferring optimal differentiation maps.
  • Employed a quantitative framework for evaluating cell differentiation maps.
  • Utilized single-cell lineage tracing data for algorithm training and validation.

Main Results:

  • Carta balances map complexity with unobserved cell type transitions.
  • Identified convergent differentiation of cell types in mammalian trunk development.
  • Revealed progenitor differentiation dynamics and new intermediate progenitors in mouse hematopoiesis.

Conclusions:

  • Carta provides a novel approach to inferring cell differentiation maps.
  • The algorithm uncovers crucial developmental features missed by other methods.
  • This work advances the understanding of cell differentiation dynamics and progenitor identification.