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Systematic target function annotation of human transcription factors
Yong Fuga Li1,2,3, Russ B Altman4,5
1Stanford Genome Technology Center, Stanford, CA, USA. yli3@illumina.com.
BMC Biology
|January 13, 2018
Summary
This study systematically annotates human transcription factor (TF) functions using gene regulatory networks. The findings reveal extensive TF connections to diseases and functions, guiding future research on TF roles.
Area of Science:
- Genomics
- Systems Biology
- Bioinformatics
Background:
- Transcription factors (TFs) regulate gene expression, but most human TF functions are unknown.
- Genome-wide profiling advances enable systematic study of gene regulatory networks and TF DNA-binding specificity.
- These data can systematically annotate TF biological functions and diversity.
Purpose of the Study:
- To systematically annotate the biological functions and functional diversity of human transcription factors.
- To build a comprehensive human gene regulatory network and integrate it with functional annotations.
- To explore TF connections to diseases and functional pathways.
Main Methods:
- Compiled a human gene regulatory network for 384 TFs, including 146,096 TF-target gene relationships from ChIP-seq and literature.
- Integrated TF-TF and TF-target gene networks with 3715 functional concepts from six annotation sources.
- Analyzed TF connectivity to Mendelian diseases, GWAS phenotypes, and pharmacogenetic pathways.
Main Results:
- Obtained over 9000 confident functional annotations for 279 TFs.
- Observed extensive connectivity between TFs and Mendelian diseases, GWAS phenotypes, and pharmacogenetic pathways.
- Demonstrated that TFs link unrelated functions and analyzed TF pleiotropy, linking it to upstream regulators.
Conclusions:
- The computational approach complements experimental TF studies.
- The generated knowledge base can guide experimental design for discovering unknown TF roles.
- This work aids in understanding TF involvement in human disease and drug response.
Keywords:
Co-regulationDatabaseFunction enrichmentFunctional pleiotropyGene function annotationRegulator diversityRegulatory networkTarget geneTranscription factorMore Related Videos
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