Download the datasets for the case studies

Those three functions obtain the dataset and metadata (mostly from GEO) and format them for analysis.

import_fibrosis()

Download and preprocess the raw dataset from .

import_KRAS()

Download and preprocess the raw dataset from Xue et al.

import_TCDD()

Download and import the raw dataset from Nault et al.

import_TGFB()

Download and import the raw dataset from McFaline et al..

Case study datasets

The formatted datasets used in the simulations

condRes_monocle

A data.frame object

fibrosis

A SingleCellExperiment object

kras

A SingleCellExperiment object

tcdd

A SingleCellExperiment object

tgfb

A SingleCellExperiment object

Simulations

All functions needed to run or analyze the simulations

all_metrics()

Compute all 5 metrics for a given FDR threshold

anayze_all()

Analyse dataset with two conditions

anayze_all_per_cond()

Analyse dataset with common and separate trajectories per condition

anayze_multiple_conditions()

Analyse dataset with three conditions

create_5_lineages_simu()

Create a bifurcating trajectory with five lineages and three conditions

create_bifurcating_simu()

Create a bifurcating trajectory with two conditions

create_bifurcating_three_conditions_simu()

Create a bifurcating trajectory with three conditions

create_consecutive_bifurcating_simu()

Create a trajectory with two bifurcations and two conditions

Visualization

Functions to plot the results

plot_backbone_modulenet_simplify()

Plot simulation dataset by condition and cluster

plot_example()

Plot examples for figure 1

plot_reduced_dim()

Plot simulation dataset by condition and cluster

plot_reduced_dim_together()

Plot simulation dataset by condition

Simulation data

The simulation results and examples

complex

Results on the one bifurcation and three conditions datasets

complex_sce

A SingleCellExperiment example of a one bifurcation and three conditions dataset

five_lins

Results on the five lineages datasets

fivelin_sce

A SingleCellExperiment example of 5 lineages and two conditions dataset

fork

Results on the one bifurcation and two conditions datasets

fork_sce

A SingleCellExperiment example of a one bifurcation and two conditions dataset

step1_fail

Results of the unstability test

tree

Results on the two bifurcations and two conditions datasets

tree_sce

A SingleCellExperiment example of a two bifurcations and two conditions dataset

unstability

Results of the unstability test