2008 · 10 citations · 9 references
Life SciencesBioinformaticsMolecular BiologyComputational BiologyGenomicsSequence AnalysisComputational GenomicsGene PredictionCoding Sequence PredictionFourier TransformProtein-coding Sequence AnalysisProtein-coding Sequence PredictionShort-time Fourier Transform
Due to the enormous amount of data in DNA sequences to be processed, the computational complexity and speed are important issues to be considered. In this paper, a new integrative method is presented for predicting protein coding regions. We first establish a Takagi-Sugeno fuzzy model to identify the first nucleotide of a codon in coding regions, then the time-frequency characteristics of the output values of the model are analyzed by short-time Fourier transform. The position of coding regions can be exactly identified and the computating time is greatly reduced. Simulation results show the proposed method is more effective for coding regions prediction than the existing coding region discovery tools.
9
Evaluation of Gene Structure Prediction Programs
Moisès Burset, Roderic Guigó · Genomics · 1996 · 752 citations
Digital filters for gene prediction applications
P. P. Vaidyanathan, Byung-Jun Yoon · 2002 · 96 citations