Literature DB >> 19056401

Use of fuzzy clustering technique and matrices to classify amino acids and its impact to Chou's pseudo amino acid composition.

D N Georgiou1, T E Karakasidis, J J Nieto, A Torres.   

Abstract

In this paper we present a study of classification of the 20 amino acids via a fuzzy clustering technique. In order to calculate distances among the various elements we employ two different distance functions: the Minkowski distance function and the NTV metric. In the clustering procedure we take into account several physical properties of the amino acids. We examine the effect of the number and nature of properties taken into account to the clustering procedure as a function of the degree of similarity and the distance function used. It turns out that one should use the properties that determine in the more important way the behavior of the amino acids and that the use of the appropriate metric can help in defining the separation into groups.

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Year:  2008        PMID: 19056401     DOI: 10.1016/j.jtbi.2008.11.003

Source DB:  PubMed          Journal:  J Theor Biol        ISSN: 0022-5193            Impact factor:   2.691


  48 in total

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4.  repRNA: a web server for generating various feature vectors of RNA sequences.

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Journal:  Mol Genet Genomics       Date:  2015-06-18       Impact factor: 3.291

5.  EuLoc: a web-server for accurately predict protein subcellular localization in eukaryotes by incorporating various features of sequence segments into the general form of Chou's PseAAC.

Authors:  Tzu-Hao Chang; Li-Ching Wu; Tzong-Yi Lee; Shu-Pin Chen; Hsien-Da Huang; Jorng-Tzong Horng
Journal:  J Comput Aided Mol Des       Date:  2013-01-03       Impact factor: 3.686

6.  Protein remote homology detection by combining Chou's distance-pair pseudo amino acid composition and principal component analysis.

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7.  Predicting drug-target interaction networks based on functional groups and biological features.

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8.  A new method for predicting the subcellular localization of eukaryotic proteins with both single and multiple sites: Euk-mPLoc 2.0.

Authors:  Kuo-Chen Chou; Hong-Bin Shen
Journal:  PLoS One       Date:  2010-04-01       Impact factor: 3.240

9.  Plant-mPLoc: a top-down strategy to augment the power for predicting plant protein subcellular localization.

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10.  Comprehensive comparative analysis and identification of RNA-binding protein domains: multi-class classification and feature selection.

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Journal:  J Theor Biol       Date:  2012-08-03       Impact factor: 2.691

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