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TrajAtlas, a trajectory-centric framework reveals differentiation heterogenity among cells, genes, and gene modules

Project description

Unraveling multi-scale differentiation heterogeneity with trajectory-centric framework

TrajAtlas is a trajectory-centric framework designed to uncover heterogeneity among cells, genes, and gene modules across large-scale trajectories. It is applicable to, but not limited to, osteogenesis datasets. This repository contains the following modules:

  • model: Enables users to project their datasets onto our Differentiation Atlas and predict lineage paths and pseudotime in the OPCST model.
  • TrajDiff: Enable user to detect covariate-related differential cell abundance and genes along differentiation process across multiple trajectories.
  • TRAVMap: enable user to detect pseudotemporal gene module and identified Trajectory-related Replicable Axes of Variation (TRAV)

Getting started

Please refer to the documentation. In particular:

Installation

You need to have Python 3.8 or newer installed on your system. If you don't have Python installed, we recommend installing Mamba.

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