TFARM
The software tool "TFARM" addresses the need to understand genome regulatory networks by focusing on the interactions among transcription factors and chromatin-associated proteins. The motivation stems from these proteins' crucial role in modulating cellular processes, making identifying functional interaction networks a fundamental task. TFARM introduces a novel approach to infer interactions among transcription factors within user-selected genomic regions through association rule computation and a unique Importance Index applied to ChIP-seq datasets. The Importance Index serves as a measure of relevance for the identified interactions among transcription factors. The method's effectiveness is demonstrated through examples of synthetic data, showcasing the utility and potential of the Importance Index. A straightforward pre-processing pipeline facilitates the extraction of input data from any set of ChIP-seq experiments. Applications on ENCODE ChIP-seq data demonstrate the tool's reliability in detecting interactions between transcription factors, including validation with known interactions.
Topic
Statistics and probability;Gene expression
Detail
Operation: Validation
Software interface: Library
Language: R
License: Artistic License 2.0
Cost: Free
Version name: 1.24.0
Credit: ERC Advanced Grant‘Data-Driven Genomic Computing (GeCo)’, the Italian Association for Cancer Research-AIRC.
Input: -
Output: -
Contact: Liuba Nausicaa Martino liuban.martino@gmail.com
Collection: -
Maturity: Stable
Publications
- Association rule mining to identify transcription factor interactions in genomic regions.
- Ceddia G, et al. Association rule mining to identify transcription factor interactions in genomic regions. Association rule mining to identify transcription factor interactions in genomic regions. 2020; 36:1007-1013. doi: 10.1093/bioinformatics/btz687
- https://doi.org/10.1093/bioinformatics/btz687
- PMID: 31504203
- PMC: -
Download and documentation
Source: http://bioconductor.org/packages/release/bioc/src/contrib/TFARM_1.24.0.tar.gz
Documentation: http://bioconductor.org/packages/release/bioc/manuals/TFARM/man/TFARM.pdf
Home page: http://bioconductor.org/packages/release/bioc/html/TFARM.html
Links: http://bioconductor.org/packages/release/bioc/vignettes/TFARM/inst/doc/TFARM.pdf
Links: http://bioconductor.org/packages/release/bioc/vignettes/TFARM/inst/doc/TFARM.R
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