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
Link To Document :
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