Source:http://linkedlifedata.com/resource/pubmed/id/16076885
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Predicate | Object |
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rdf:type | |
lifeskim:mentions | |
pubmed:issue |
19
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pubmed:dateCreated |
2005-10-11
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pubmed:abstractText |
MOTIVATION: Sequence similarity often suggests evolutionary relationships between protein sequences that can be important for inferring similarity of structure or function. The most widely-used pairwise sequence comparison algorithms for homology detection, such as BLAST and PSI-BLAST, often fail to detect less conserved remotely-related targets. RESULTS: In this paper, we propose a new general graph-based propagation algorithm called MotifProp to detect more subtle similarity relationships than pairwise comparison methods. MotifProp is based on a protein-motif network, in which edges connect proteins and the k-mer based motif features that they contain. We show that our new motif-based propagation algorithm can improve the ranking results over a base algorithm, such as PSI-BLAST, that is used to initialize the ranking. Despite the complex structure of the protein-motif network, MotifProp can be easily interpreted using the top-ranked motifs and motif-rich regions induced by the propagation, both of which are helpful for discovering conserved structural components in remote homologies.
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pubmed:grant | |
pubmed:language |
eng
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pubmed:journal | |
pubmed:citationSubset |
IM
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pubmed:chemical | |
pubmed:status |
MEDLINE
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pubmed:month |
Oct
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pubmed:issn |
1367-4803
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pubmed:author | |
pubmed:issnType |
Print
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pubmed:day |
1
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pubmed:volume |
21
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pubmed:owner |
NLM
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pubmed:authorsComplete |
Y
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pubmed:pagination |
3711-8
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pubmed:dateRevised |
2007-11-14
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pubmed:meshHeading |
pubmed-meshheading:16076885-Algorithms,
pubmed-meshheading:16076885-Amino Acid Motifs,
pubmed-meshheading:16076885-Amino Acid Sequence,
pubmed-meshheading:16076885-Computer Simulation,
pubmed-meshheading:16076885-Models, Chemical,
pubmed-meshheading:16076885-Models, Molecular,
pubmed-meshheading:16076885-Molecular Sequence Data,
pubmed-meshheading:16076885-Pattern Recognition, Automated,
pubmed-meshheading:16076885-Proteins,
pubmed-meshheading:16076885-Sequence Alignment,
pubmed-meshheading:16076885-Sequence Analysis, Protein,
pubmed-meshheading:16076885-Sequence Homology, Amino Acid
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pubmed:year |
2005
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pubmed:articleTitle |
Motif-based protein ranking by network propagation.
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pubmed:affiliation |
Department of Computer Science, Columbia University New York, NY 10027, USA.
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pubmed:publicationType |
Journal Article,
Research Support, U.S. Gov't, P.H.S.,
Research Support, U.S. Gov't, Non-P.H.S.,
Research Support, Non-U.S. Gov't,
Evaluation Studies,
Research Support, N.I.H., Extramural
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