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Nucleic Acids Res ; 47(17): 8961-8974, 2019 09 26.
Article in English | MEDLINE | ID: mdl-31428793

ABSTRACT

Advances in single-cell transcriptomics techniques are revolutionizing studies of cellular differentiation and heterogeneity. It has become possible to track the trajectory of thousands of genes across the cellular lineage trees that represent the temporal emergence of cell types during dynamic processes. However, reconstruction of cellular lineage trees with more than a few cell fates has proved challenging. We present MERLoT (https://github.com/soedinglab/merlot), a flexible and user-friendly tool to reconstruct complex lineage trees from single-cell transcriptomics data. It can impute temporal gene expression profiles along the reconstructed tree. We show MERLoT's capabilities on various real cases and hundreds of simulated datasets.


Subject(s)
Cell Differentiation/genetics , Cell Lineage/genetics , Gene Expression Profiling/methods , Sequence Analysis, RNA/methods , Single-Cell Analysis/methods , Software , Algorithms , Animals , Cluster Analysis , Hematopoietic Stem Cells/metabolism , Humans , Mice , Mouse Embryonic Stem Cells/metabolism , Time Factors , Transcriptome/genetics
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