Winnie09/Lamian: a statistical framework for differential pseudotime analysis in multiple single-cell RNA-seq samples

lamian is a systematic computational and statistical framework for multi-sample pseudotime analysis. Given scRNA-seq data from multiple biological samples with covariates (e.g., age, sex, sample type, disease status, etc.), this framework allows one to (1) construct cells' pseudotemporal trajectory, evaluate the uncertainty of the trajectory's branching structure, (2) evaluate changes in branching structure associated with sample covariates, (3) identify changes in cell abundance and gene expression along the pseudotime, and (4) characterize how sample covariates modifies the pseudotemporal dynamics of cell abundance and gene expression.

Getting started

Package details

AuthorWenpin Hou [cre, aut] (<https://orcid.org/0000-0003-0972-2192>)
Bioconductor views Bayesian DifferentialExpression GeneExpression MultipleComparison SingleCell StatisticalMethod TimeCourse WorkflowStep
MaintainerWenpin Hou <wp.hou3@gmail.com>
LicenseGPL-2
Version0.99.2
Package repositoryView on GitHub
Installation Install the latest version of this package by entering the following in R:
install.packages("remotes")
remotes::install_github("Winnie09/Lamian")
Winnie09/Lamian documentation built on Nov. 19, 2024, 7:04 p.m.