The role of DNA deformation energy at individual base steps for the identification of DNA-protein binding sites

Autor: Nicholas R, Steffen, Scott D, Murphy, Richard H, Lathrop, Michael L, Opel, Lorenzo, Tolleri, G Wesley, Hatfield
Rok vydání: 2003
Předmět:
Zdroj: Genome informatics. International Conference on Genome Informatics. 13
ISSN: 0919-9454
Popis: We examine the use of deformation propensity at individual base steps for the identification of DNA-protein binding sites. We have previously demonstrated that estimates of the total energy to bend DNA to its bound conformation can partially explain indirect DNA-protein interactions. We now show that the deformation propensities at each base step are not equally informative for classifying a sequence as a binding site, and that applying non-uniform weights to the contribution of each base step to aggregate deformation propensity can greatly improve classification accuracy. We show that a perceptron can be trained to use the deformation propensity at each step in a sequence to generate such weights.
Databáze: OpenAIRE