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tenetplus's Introduction

TENETPLUS

A tool for reconstructing Transfer Entropy-based causal gene NETwork from pseudo-time ordered single cell transcriptomic and epigenetic data

multiome version (non-multiome version is under construction)

Method

tenetplus_workflow

Dependency

python3
openmpi (>4.0)
JPype

Citation

Nucleic Acids Research, gkaa1014, https://doi.org/10.1093/nar/gkaa1014

https://github.com/neocaleb/TENET

1. Run TENETPLUS from TF to target and peak source once using expression data in a csv file and pseudotime result in a text file after make result matrix split matrix

Usage

./TENET_Plus [merged_expression_file_name] [number_of_threads] [trajectory_file_name] [cell_select_file_name] [history_length] [species] [options]
options : 0: TENET_TF(Only RNA), 1: TENET_Plus(RNA + ATAC) all matrix, 2: TENET_Plus only rowTF colGN, 3: TENET_Plus only rowTF colPK, 4: TENET_Plus only rowPeak(cis-peaksource)

example

./TENET_Plus merged_expression_data.csv 10 trajectory.txt cell_select.txt 1 human 1

output

TE_result_matrix_rowTF_colPK.txt
TE_result_matrix_rowTF_colGN.txt
TE_result_matrix_rowPeak_colGN.txt
TE_result_matrix.txt

2. Reconstructing GRN

Usage

python make_GRN_new.py [AB matrix] [cut-off]

example

python make_GRN_new.py TE_result_matrix_rowTF_colGN.txt 0.01 
python make_GRN_new.py TE_result_matrix_rowTF_colPK.txt 0.01
Output file
TE_result_matrix_rowTF_colPK.fdr0.01.sif
TE_result_matrix_rowTF_colGN.fdr0.01.sif
TE_result_matrix_rowPeak_colGN.fdr0.01.sif

3. Trimming indirect edges for TF_Gene result

Trimming only AB matrix (original_TENET)

Usage

python trim_indirect.py [AB matrix] [cutoff]

example

python trim_indirect.py TE_result_matrix_rowTF_colGN.fdr0.01.sif -0.01
Output file
TE_result_matrix_rowTF_colGN.fdr0.01.trimIndirect-0.01.sif
Parameter
[cutoff] - A cutoff value for trimming indirect edges. Recommended range is -0.1 to 0.1

4. Counting out-degree of a given GRN

Usage

python countOutdegree.py [name of GRN]

Example

python countOutdegree.py TE_result_matrix_rowTF_colPK.fdr0.01.sif 
python countOutdegree.py TE_result_matrix_rowTF_colGN.fdr0.01.trimIndirect-0.01.sif
Output file
TE_result_matrix_rowTF_colPK.fdr0.01.sif.outdegree.txt
TE_result_matrix_rowTF_colGN.fdr0.01.trimIndirect-0.01.sif.outdegree.txt

tenetplus's People

Contributors

hg0426 avatar

Stargazers

Jeong-Woon, Park avatar Junil Kim avatar

Watchers

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Forkers

neocaleb

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