Differential expression analysis and model fitting for single-cell RNA-seq data in pseudotime
LineagePulse is a differential expression algorithm for single-cell RNA-seq (scRNA-seq) data.
Its main application is differential expression analysis across pseudotemporal orderings (developmental trajectories) of scRNA-seq data.
LineagePulse can also be used for group-wise differential expression tests.
As LineagePulse is based on model fitting, it can also be used for batch correction and gene expression trajectory estimation only.
INSTALLATION
Clone the GitHub LineagePulse repository first into you local target directory
and then install the package via “R CMD INSTALL .”.
VIGNETTE
View the vignette (.html) in your browser by double clicking on “vignettes/LineagePulse_Tutorial.Rmd”.
Problems with BiocParallel:
LineagePulse is parallelised with BiocParallel.
If BiocParallel does not start any processes during the model estimation, add
options(bphost=”localhost”)
into your R script before the first call to any LineagePulse function.
LineagePulse
Differential expression analysis and model fitting for single-cell RNA-seq data in pseudotime
LineagePulse is a differential expression algorithm for single-cell RNA-seq (scRNA-seq) data. Its main application is differential expression analysis across pseudotemporal orderings (developmental trajectories) of scRNA-seq data. LineagePulse can also be used for group-wise differential expression tests. As LineagePulse is based on model fitting, it can also be used for batch correction and gene expression trajectory estimation only.
INSTALLATION
Clone the GitHub LineagePulse repository first into you local target directory and then install the package via “R CMD INSTALL .”.
VIGNETTE
View the vignette (.html) in your browser by double clicking on “vignettes/LineagePulse_Tutorial.Rmd”.
Problems with BiocParallel:
LineagePulse is parallelised with BiocParallel. If BiocParallel does not start any processes during the model estimation, add options(bphost=”localhost”) into your R script before the first call to any LineagePulse function.