Finding motifs in the twilight zone.
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Abstract
Gene activity is often affected by binding transcription factors to short fragments in DNA sequences called motifs. Identification of subtle regulatory motifs in a DNA sequence is a difficult pattern recognition problem. In this paper we design a new motif finding algorithm that can detect very subtle motifs. We introduce the notion of a multiprofile and use it for finding subtle motifs in DNA sequences. Multiprofiles generalize the notion of a profile and allow one to detect subtle patterns that escape detection by the standard profiles. Our MULTIPROFILER algorithm outperforms other leading motif finding algorithms in a number of synthetic models. Moreover, it can be shown that in some previously studied motif models, MULTIPROFILER is capable of pushing the performance envelope to its theoretical limits. http://www-cse.ucsd.edu/groups/bioinformatics/software.html
Medical subject headings
- Algorithms
- Amino Acid Motifs
- Regulatory Sequences, Nucleic Acid
- Sequence Alignment
- Sequence Analysis, DNA