We employ a novel method to construct a phylogenetic tree based on distance matrix among different protein molecular sequences, and present a statistical model to infer specific molecular function for unannotated protein sequences within the phylogenetic tree. Our method produced specific and consistent molecular function prediction across the P-falciparum family. For the P-falciparum family, it achieves 91.2% precision and 76.9% recall, outperforms the related method GOtcha and BLAST. Finally, we intend to improve our method through adopting a more appropriate feature extraction approach from the sequence or a better statistical inference model in the future. © 2012 Springer-Verlag.
CITATION STYLE
Lu, J. (2012). Protein molecular function prediction based on the phylogenetic tree. In Communications in Computer and Information Science (Vol. 304 CCIS, pp. 185–190). https://doi.org/10.1007/978-3-642-31837-5_27
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