Genome Research · 2001 · 37 citations · 30 references
Life SciencesBioinformaticsComputer ScienceComputational BiologyMachine LearningSequence AnalysisPattern RecognitionProtein Database SearchProtein Function AnnotationProtein Sequence AnalysisSequence Pattern RecognitionSequence Similarity SearchBlast AlgorithmsFunctional Analysis Of Protein DomainsMachine Learning Based Protein RecognitionProtein Domain PredictionProtein Function PredictionReference Database ComparisonReference Database MatchingSequence-based Function Prediction
An artificial neural network (ANN) solution is described for the recognition of domains in protein sequences. A query sequence is first compared to a reference database of domain sequences by use of and the output data, encoded in the form of six parameters, are forwarded to feed-forward artificial neural networks with six input and six hidden units with sigmoidal transfer function. The recognition is based on the distribution of scores precomputed for the known domain groups in a database versus database comparison. Applications to the prediction of function are discussed.
30
Basic local alignment search tool
Stephen F. Altschul, Warren Gish, Webb Miller et al. · Journal of Molecular Biology · 1990 · 94.5K citations
The Pfam Protein Families Database
Alex Bateman · Nucleic Acids Research · 2002 · 14.2K citations · Full text
Basic Local Alignment Search Tool
Stephen F. Altschul · Journal of Molecular Biology · 1990 · 13.9K citations