DocumentCode
1151702
Title
DNA Deformation Energy as an Indirect Recognition Mechanism in Protein-DNA Interactions
Author
Aeling, Kimberly A. ; Steffen, Nicholas R. ; Johnson, Matthew ; Hatfield, G. Wesley ; Lathrop, Richard H. ; Senear, Donald F.
Author_Institution
Dept. of Microbiol. & Molecular Genetics, California Univ., Irvine, CA
Volume
4
Issue
1
fYear
2007
Firstpage
117
Lastpage
125
Abstract
Proteins that bind to specific locations in genomic DNA control many basic cellular functions. Proteins detect their binding sites using both direct and indirect recognition mechanisms. Deformation energy, which models the energy required to bend DNA from its native shape to its shape when bound to a protein, has been shown to be an indirect recognition mechanism for one particular protein, integration host factor (IHF). This work extends the analysis of deformation to two other DNA-binding proteins, CRP and SRF, and two endonucleases, I-Crel and I-Ppol. Known binding sites for all five proteins showed statistically significant differences in mean deformation energy as compared to random sequences. Binding sites for the three DNA-binding proteins and one of the endonucleases had mean deformation energies lower than random sequences. Binding sites for I-Ppol had mean deformation energy higher than random sequences. Classifiers that were trained using the deformation energy at each base pair step showed good cross-validated accuracy when classifying unseen sequences as binders or nonbinders. These results support DNA deformation energy as an indirect recognition mechanism across a wider range of DNA-binding proteins. Deformation energy may also have a predictive capacity for the underlying catalytic mechanism of DNA-binding enzymes
Keywords
DNA; bending; biochemistry; biology computing; biomechanics; catalysis; cellular biophysics; enzymes; genetics; molecular biophysics; DNA bending; DNA deformation energy; DNA-binding enzymes; binding sites; catalytic mechanism; cellular functions; endonucleases; genomic DNA; indirect recognition mechanism; integration host factor; protein-DNA interactions; Biochemistry; Bioinformatics; Character recognition; DNA; Deformable models; Gene expression; Genomics; Proteins; Random sequences; Shape; DNA bending; DNA-protein binding; deformation energy.; indirect readout; indirect recognition; perceptron learning; Algorithms; Animals; Base Sequence; Binding Sites; Cyclic AMP Receptor Protein; DNA; DNA Restriction Enzymes; DNA, Algal; DNA, Bacterial; DNA, Protozoan; DNA-Binding Proteins; Endodeoxyribonucleases; Humans; Integration Host Factors; Models, Chemical; Models, Molecular; Protein Binding; Serum Response Factor; Thermodynamics;
fLanguage
English
Journal_Title
Computational Biology and Bioinformatics, IEEE/ACM Transactions on
Publisher
ieee
ISSN
1545-5963
Type
jour
DOI
10.1109/TCBB.2007.1000
Filename
4104465
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