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TRX-LOGOS - a graphical tool to demonstrate DNA information content dependent upon backbone dynamics in addition to
Connor H Fortin1, Katharina V Schulze2, Gregory A Babbitt1
1Thomas H. Gosnell School of Life Sciences, Rochester Institute of Technology, Rochester, NY 14623 USA.
Source Code for Biology and Medicine
|September 29, 2015
Summary
TRX-LOGOS visualizes DNA backbone flexibility, offering new insights into DNA-protein interactions. This method reveals critical information at phosphate linkages, improving upon traditional sequence logos for regulatory genomics.
Area of Science:
- Computational biology
- Genomics
- Bioinformatics
Background:
- DNA-protein interactions are governed by local biophysical features of the DNA backbone, including shape, charge, and dynamics.
- Traditional sequence logos, based on single nucleobases, do not explicitly represent DNA backbone dynamics, limiting their utility in understanding binding specificity.
- Understanding DNA backbone flexibility is crucial for deciphering the mechanisms of DNA-protein interactions.
Purpose of the Study:
- To introduce TRX-LOGOS, an R software package that extends sequence logo plots to visualize DNA backbone flexibility.
- To integrate Shannon information content with dinucleotide-based conformation shifts, providing a visual measure of intrinsic DNA flexibility.
- To enhance the analysis of regulatory genomics by incorporating dynamic DNA properties.
Main Methods:
- Developed TRX-LOGOS, an R package and Perl wrapper, interfacing with the JASPAR database.
- Calculated Shannon information content based on dinucleotide-based BI-BII conformation shifts in DNA phosphate linkages.
- Applied TRX-LOGOS to analyze transcription factor binding sites from Saccharomyces cerevisiae (Yeastract database) and JASPAR database classifications.
- Utilized MEGA 6.0 for evolutionary analysis and compared SELEX and ChIP-seq data for TP53 binding sites.
Main Results:
- TRX logo plots revealed significantly elevated information content at phosphate linkages compared to nucleobases in flanking regions of transcription factor binding sites.
- Many transcription factor binding signatures are more information-rich at the DNA backbone dynamics level than at the nucleobase sequence level.
- A distinct 3 bp periodic pattern in information content was observed in yeast coding regions, independent of sequence, potentially indicating genetic code organization.
Conclusions:
- TRX-LOGOS effectively visualizes information content at DNA phosphate linkages, crucial for understanding DNA-protein interactions.
- The software provides a valuable tool for situations where DNA backbone dynamics are critical for binding specificity.
- TRX-LOGOS enhances the analysis of regulatory genomics by incorporating dynamic DNA properties into sequence analysis.
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