TSCAN: Pseudo-time reconstruction and evaluation in single-cell RNA-seq analysis
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Abstract
When analyzing single-cell RNA-seq data, constructing a pseudo-temporal path to order cells based on the gradual transition of their transcriptomes is a useful way to study gene expression dynamics in a heterogeneous cell population. Currently, a limited number of computational tools are available for this task, and quantitative methods for comparing different tools are lacking. Tools for Single Cell Analysis (TSCAN) is a software tool developed to better support in silico pseudo-Time reconstruction in Single-Cell RNA-seq ANalysis. TSCAN uses a cluster-based minimum spanning tree (MST) approach to order cells. Cells are first grouped into clusters and an MST is then constructed to connect cluster centers.…
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Keywords
- Bioconductor
- In silico
- Graphical user interface
- Cluster analysis
- Visualization
- Computer science
- Biology
- Computational biology
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