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Published on: May 8, 2020
Quantitative fate mapping: A general framework for analyzing progenitor state dynamics via retrospective lineage
Weixiang Fang1, Claire M Bell2, Abel Sapirstein3
1Department of Biomedical Engineering, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Department of Biostatistics, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD 21205, USA; Center for Epigenetics, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA.
This study introduces quantitative fate mapping to reconstruct cell development dynamics using lineage barcodes. This method reveals progenitor cell hierarchy, timing, and biases, offering insights into developmental processes.
Area of Science:
- Developmental Biology
- Genomics
- Computational Biology
Background:
- Somatic mutations in the genome record cellular phylogenetic relationships during development.
- Understanding progenitor cell dynamics and their commitment biases remains a challenge.
Purpose of the Study:
- To develop a quantitative fate mapping approach for reconstructing progenitor cell states and dynamics.
- To introduce Phylotime, a scalable method for reconstructing time-scaled phylogenies from lineage barcodes.
Main Methods:
- Quantitative fate mapping based on time-scaled phylogenies of descendant cells.
- Phylotime: a scalable maximum likelihood clustering approach using a barcoding mutagenesis model.
- Validation using in silico and in vitro barcoding experiments.
Main Results:
- Reconstruction of progenitor cell hierarchy, commitment times, population sizes, and biases.
- Establishment of criteria for robust quantitative fate mapping and progenitor state coverage.
- Demonstration of lineage barcodes for analyzing post-embryonic progenitor fate.
Conclusions:
- Quantitative fate mapping provides a powerful framework for studying developmental dynamics.
- Lineage barcodes, natural or synthetic, are valuable tools for understanding cell fate and dynamics across organisms.
- The Phylotime method enables scalable phylogenetic reconstruction from barcoding data.
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