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Published on: February 11, 2019
HOCOMOCO: a comprehensive collection of human transcription factor binding sites models
Ivan V Kulakovskiy1, Yulia A Medvedeva, Ulf Schaefer
1Laboratory of Bioinformatics and Systems Biology, Engelhardt Institute of Molecular Biology, Russian Academy of Sciences, Vavilov Street 32, Moscow 119991, GSP-1, Russia. ivan.kulakovskiy@gmail.com
Integrating multiple experimental data sources improves transcription factor binding site (TFBS) models. The HOCOMOCO database offers curated TFBS models for human TFs, enhancing regulatory network analysis.
Area of Science:
- Genomics
- Computational Biology
- Bioinformatics
Background:
- Transcription factor binding site (TFBS) models are essential for understanding gene regulation.
- Existing repositories often contain multiple, technique-specific TFBS models for a single transcription factor (TF).
- A unified TFBS model per TF is more practical for computational applications.
Purpose of the Study:
- To develop a comprehensive collection of high-quality TFBS models for human TFs.
- To improve TFBS model accuracy by integrating diverse experimental data.
- To provide a pragmatic resource for transcription regulatory network reconstruction.
Main Methods:
- Integration of TFBS data from low- and high-throughput experimental methods.
- Construction of position weight matrices using ChIPMunk software, including a novel periodic positional prior mode.
- Systematic curation and quality assessment of TFBS models, selecting one model per TF where possible.
Main Results:
- The HOCOMOCO database was created, featuring 426 curated TFBS models for 401 human TFs.
- 172 models in HOCOMOCO are derived from multiple data sources, demonstrating successful data integration.
- Integrated models generally show improved quality, likely due to reduced technique-specific bias.
Conclusions:
- Integrating diverse experimental data yields more robust and accurate TFBS models.
- HOCOMOCO provides a valuable, curated resource for studying human transcription regulation.
- The approach enhances the reliability of computational reconstruction of regulatory networks.
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