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TMI - ttest module identification

Codebase for TMI and GLADIATOR analyses. TMI is a new method for inferring cell type-specific enhancer-promoter (EP) mediating proteins

Getting TMI R objects (*.rds) and data

You can access the data in the following paths:

  1. /home/gaga/tomhait/projects/ePPI/rds
  2. /home/gaga/tomhait/projects/ePPI/data
  3. Raw data - /home/gaga/html/ct-focs/

Dependencies

Please make sure you have the following pre-installed R packages:

  • parallel
  • igraph
  • httr
  • stringi
  • dplyr
  • plyr
  • BSgenome.Hsapiens.UCSC.hg19
  • topGO
  • seqinr
  • clusterProfiler

Also, make sure you have the MEME suite installed on Linux platform: https://meme-suite.org/meme/doc/download.html

Running TMI/GLADIATOR to infer EP mediating proteins

Please note that you can run TMI/GLADIATOR only under linux platform

To run GLADIATOR:

python -W ignore GLADIATOR.py -o data/GLADIDATOR_modules.txt -n data/Interactome.tsv -s data/SeedPS.tsv -p data/PhenSimMat.tsv

The file data/GLADIDATOR_modules.txt, data/Interactome.tsv, data/SeedPS.tsv and data/PhenSimMat.tsv are generated using the MAIN_GLADIATOR_alg.R script.

Within the scripts folder you will find the relevant scripts for the analysis:

Filename Description
MAIN_TF_pair_identification.R Identification of TF-TF pairs in EP links.
FUNCTIONS_motif_finding.R Auxiliary functions for motif finding.
MAIN_String_analysis.R Calculates normalize betweenness values per cell type.
MAIN_GLADIATOR_alg.R Creates the input files for GLADIATOR program.
MAIN_TMI_alg.R Applies the TMI method on the obtained betweenness values from MAIN_String_analysis.R.
MAIN_enrichment_analysis.R Performs GO enrichment analyses on predicted cell type-specific PPI modules.

Please note that the generated code is a line by line running code.

Additional instructions: sthait at gmail dot com; amitlevon at gmail dot com

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