iNuc-PseKNC

iNuc-PseKNC predicts nucleosome positioning by using pseudo k-tuple nucleotide composition (PseKNC) that integrates six local DNA structural properties to identify nucleosome locations in Homo sapiens, Caenorhabditis elegans, and Drosophila melanogaster.

Key Features:

• Pseudo k-tuple nucleotide composition (PseKNC): Integrates six distinct local structural properties of DNA to represent both sequence and local structural information for prediction.
• Cross-species validation: Validated on Homo sapiens, Caenorhabditis elegans, and Drosophila melanogaster with reported accuracies of 86.27%, 86.90%, and 79.97%, respectively.
• Benchmark performance: Demonstrated improved predictive performance through cross-validation on stringent benchmark datasets compared with previous predictors.

Scientific Applications:

• Nucleosome positioning analysis: Aids elucidation of gene expression regulation, chromatin organization, and genomic functions relevant to epigenetics, genomics, and molecular biology.

Methodology:

Encodes DNA sequences using pseudo k-tuple nucleotide composition that incorporates six local structural properties and assesses predictive performance via cross-validation on benchmark datasets.