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Analyzing Multifactorial RNA-Seq Experiments with DiCoExpress
Published on: July 29, 2022
An equilibrium partitioning model connecting gene expression and cis-motif content
1Program in Bioinformatics, Boston University, Boston, Massachusetts 02215, USA. mellor@bu.edu
Bioinformatics (Oxford, England)
|July 29, 2006
Summary
Transcription factor (TF) protein levels influence which genes are regulated. Variations in TF binding site DNA sequences correlate with TF concentrations, affecting gene expression regulation.
Area of Science:
- Molecular Biology
- Systems Biology
- Genomics
Background:
- Transcription factor (TF) binding to DNA is crucial for gene expression control.
- The thermodynamic favorability of TF-DNA interactions is linked to DNA sequence variation at binding sites.
- Biological variation in TF expression levels may alter the set of regulated genes.
Purpose of the Study:
- To investigate if varying TF concentrations lead to the regulation of different gene sets.
- To test the hypothesis that TF-concentration-dependent gene regulation follows chemical partitioning principles across DNA sites of differing affinities.
- To explore the relationship between TF binding site motif variation and TF protein levels.
Main Methods:
- Computational TF binding site discovery using Saccharomyces cerevisiae data.
- Genome-wide expression data analysis.
- Modeling TF binding and concentration-dependent gene regulation.
- Analysis of motif content in gene sets under varying TF concentrations.
Main Results:
- Significant correlation found between intragenomic motif sequence variation and modeled TF protein levels.
- Identification of specific TF motif variants in yeast.
- Observed differential regulation of gene sets in response to high and low TF concentrations.
Conclusions:
- TF binding site motif sequences are linked to the expression state of DNA-binding proteins.
- TF concentration is a key determinant of the gene regulatory network.
- This study provides a new modeling approach to understand TF-DNA interactions and gene regulation.
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