Protein Homology Detection Through Alignment of Markov Random Fields

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Using MRFalign, SpringerBriefs in Computer Science

ISBN: 331914913X
ISBN 13: 9783319149134
Autor: Xu, Jinbo/Wang, Sheng/Ma, Jianzhu
Verlag: Springer Verlag GmbH
Umfang: viii, 51 S., 12 s/w Illustr., 1 farbige Illustr., 51 p. 13 illus., 1 illus. in color.
Erscheinungsdatum: 03.03.2015
Auflage: 1/2015
Produktform: Kartoniert
Einband: Kartoniert
Artikelnummer: 7616263 Kategorie:

Beschreibung

This work covers sequence-based protein homology detection, a fundamental and challenging bioinformatics problem with a variety of real-world applications. The text first surveys a few popular homology detection methods, such as Position-Specific Scoring Matrix (PSSM) and Hidden Markov Model (HMM) based methods, and then describes a novel Markov Random Fields (MRF) based method developed by the authors. MRF-based methods are much more sensitive than HMM- and PSSM-based methods for remote homolog detection and fold recognition, as MRFs can model long-range residue-residue interaction. The text also describes the installation, usage and result interpretation of programs implementing the MRF-based method.

Autorenporträt

InhaltsangabeIntroductionMethodSoftwareExperiments and ResultsConclusion

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