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Volumn 18, Issue 4, 2014, Pages 474-479

Protein structural class prediction via k-separated bigrams using position specific scoring matrix

Author keywords

Bigram; K separated bigram; PSSM; SCOP; Structural class prediction; SVM; Transition probabilities

Indexed keywords

FEATURE EXTRACTION; FORECASTING; SEPARATION;

EID: 84904546240     PISSN: 13430130     EISSN: 18838014     Source Type: Journal    
DOI: 10.20965/jaciii.2014.p0474     Document Type: Article
Times cited : (20)

References (28)
  • 1
    • 82455212933 scopus 로고    scopus 로고
    • A hybrid discriminative/generative approach to protein fold recognition
    • W. Chmielnicki, "A hybrid discriminative/generative approach to protein fold recognition," Neurocomputing, Vol.75, No.1, pp. 194-198, 2012.
    • (2012) Neurocomputing , vol.75 , Issue.1 , pp. 194-198
    • Chmielnicki, W.1
  • 2
    • 0036505670 scopus 로고    scopus 로고
    • A comparison of methods for multiclass support vector machines
    • C.-W. Hsu and C.-J. Lin, "A comparison of methods for multiclass support vector machines," IEEE Trans. on Neural Networks, Vol.13, No.2, pp. 415-425, 2002.
    • (2002) IEEE Trans. on Neural Networks , vol.13 , Issue.2 , pp. 415-425
    • Hsu, C.-W.1    Lin, C.-J.2
  • 3
    • 33747880465 scopus 로고    scopus 로고
    • Ensemble classifier for protein fold pattern recognition
    • H.-B. Shen and K.-C. Chou, "Ensemble classifier for protein fold pattern recognition," Bioinformatics, Vol.22, No.14, pp. 1717-1722, 2006.
    • (2006) Bioinformatics , vol.22 , Issue.14 , pp. 1717-1722
    • Shen, H.-B.1    Chou, K.-C.2
  • 4
    • 0017309766 scopus 로고
    • Structural patterns in globular proteins
    • M. Levitt and C. Chothia, "Structural patterns in globular proteins," Nature, Vol.261, No.5561, pp. 552-558, 1976.
    • (1976) Nature , vol.261 , Issue.5561 , pp. 552-558
    • Levitt, M.1    Chothia, C.2
  • 5
    • 0028961335 scopus 로고
    • Scop: A structural classification of proteins database for the investigation of sequences and structures
    • A. G. Murzin, S. E. Brenner, T. Hubbar, and C. Chothia, "Scop: A structural classification of proteins database for the investigation of sequences and structures," J. of Molecular Biology, Vol.247, No.4, pp. 536-540, 1995.
    • (1995) J. of Molecular Biology , vol.247 , Issue.4 , pp. 536-540
    • Murzin, A.G.1    Brenner, S.E.2    Hubbar, T.3    Chothia, C.4
  • 6
    • 54749084166 scopus 로고    scopus 로고
    • An intriguing controversy over protein structural class prediction
    • G.-P. Zhou, "An intriguing controversy over protein structural class prediction," J. of Protein Chemistry, Vol.17, No.8, pp. 729-738, 1998.
    • (1998) J. of Protein Chemistry , vol.17 , Issue.8 , pp. 729-738
    • Zhou, G.-P.1
  • 7
    • 26944446903 scopus 로고    scopus 로고
    • Prediction of secondary protein structure content from primary sequence alone - A feature selection based approach
    • Springer
    • L. Kurgan and L. Homaeian, "Prediction of secondary protein structure content from primary sequence alone.a feature selection based approach," Machine Learning and Data Mining in Pattern Recognition, pp. 334-345, Springer, 2005.
    • (2005) Machine Learning and Data Mining in Pattern Recognition , pp. 334-345
    • Kurgan, L.1    Homaeian, L.2
  • 8
    • 75149123557 scopus 로고    scopus 로고
    • Modular prediction of protein structural classes from sequences of twilight-zone identity with predicting sequences
    • M. Mizianty and L. Kurgan, "Modular prediction of protein structural classes from sequences of twilight-zone identity with predicting sequences," BMC Bioinformatics, Vol.10, No.1, p. 414, 2009.
    • (2009) BMC Bioinformatics , vol.10 , Issue.1 , pp. 414
    • Mizianty, M.1    Kurgan, L.2
  • 9
    • 84860179168 scopus 로고    scopus 로고
    • Solving protein fold prediction problem using fusion of heterogeneous classifiers
    • A. Dehzangi and S. Karamizadeh, "Solving protein fold prediction problem using fusion of heterogeneous classifiers," Information, Vol.14, No.11, pp. 3611-3621, 2011.
    • (2011) Information , vol.14 , Issue.11 , pp. 3611-3621
    • Dehzangi, A.1    Karamizadeh, S.2
  • 11
    • 0035014847 scopus 로고    scopus 로고
    • Multi-class protein fold recognition using support vector machines and neural networks
    • C. Dubchak and I. Dubchak, "Multi-class protein fold recognition using support vector machines and neural networks," Bioinformatics, Vol.17, No.4, pp. 349-358, 2001.
    • (2001) Bioinformatics , vol.17 , Issue.4 , pp. 349-358
    • Dubchak, C.1    Dubchak, I.2
  • 12
    • 84880382490 scopus 로고    scopus 로고
    • A strategy to select suitable physicochemical attributes of amino acids for protein fold recognition
    • A. Sharma, K. K. Paliwal, A. Dehzangi, J. Lyons, S. Imoto, and S. Miyano, "A strategy to select suitable physicochemical attributes of amino acids for protein fold recognition," BMC bioinformatics, Vol.14, No.1, pp. 233, 2013.
    • (2013) BMC Bioinformatics , vol.14 , Issue.1 , pp. 233
    • Sharma, A.1    Paliwal, K.K.2    Dehzangi, A.3    Lyons, J.4    Imoto, S.5    Miyano, S.6
  • 13
    • 84860256769 scopus 로고    scopus 로고
    • Determination of protein folding kinetic types using sequence and predicted secondary structure and solvent accessibility
    • H. Zhang, T. Zhang, J. Gao, J. Ruan, S. Shen, and L. Kurgan, "Determination of protein folding kinetic types using sequence and predicted secondary structure and solvent accessibility," Amino acids, Vol.42, No.1, pp. 271-283, 2012.
    • (2012) Amino Acids , vol.42 , Issue.1 , pp. 271-283
    • Zhang, H.1    Zhang, T.2    Gao, J.3    Ruan, J.4    Shen, S.5    Kurgan, L.6
  • 14
    • 77956623830 scopus 로고    scopus 로고
    • A high-accuracy protein structural class prediction algorithm using predicted secondary structural information
    • T. Liu and C. Jia, "A high-accuracy protein structural class prediction algorithm using predicted secondary structural information," J. of Theoretical Biology, Vol.267, No.3, pp. 272-275, 2010.
    • (2010) J. of Theoretical Biology , vol.267 , Issue.3 , pp. 272-275
    • Liu, T.1    Jia, C.2
  • 15
    • 84862763274 scopus 로고    scopus 로고
    • Accurate prediction of protein structural class using auto covariance transformation of PSI-BLAST profiles
    • T. Liu, X. Geng, X. Zheng, R. Li, and J.Wang, "Accurate prediction of protein structural class using auto covariance transformation of PSI-BLAST profiles," Amino acids, Vol.42, No.6, pp. 2243-2249, 2012.
    • (2012) Amino Acids , vol.42 , Issue.6 , pp. 2243-2249
    • Liu, T.1    Geng, X.2    Zheng, X.3    Li, R.4    Wang, J.5
  • 16
    • 84904558246 scopus 로고    scopus 로고
    • A feature extraction technique using bi-gram probabilities of position specific scoring matrix for protein fold recognition
    • A. Sharma, J. Lyons, A. Dehzangi, and K. K. Paliwal, "A feature extraction technique using bi-gram probabilities of position specific scoring matrix for protein fold recognition," J. of Theoretical Biology, 2012.
    • (2012) J. of Theoretical Biology
    • Sharma, A.1    Lyons, J.2    Dehzangi, A.3    Paliwal, K.K.4
  • 18
    • 48649105466 scopus 로고    scopus 로고
    • Using Chou's pseudo amino acid composition to predict subcellular localization of apoptosis proteins: An approach with immune genetic algorithm-based ensemble classifier
    • Y.-S. Ding and T.-L. Zhang, "Using Chou's pseudo amino acid composition to predict subcellular localization of apoptosis proteins: an approach with immune genetic algorithm-based ensemble classifier," Pattern Recognition Letters, Vol.29, No.13, pp. 1887-1892, 2008.
    • (2008) Pattern Recognition Letters , vol.29 , Issue.13 , pp. 1887-1892
    • Ding, Y.-S.1    Zhang, T.-L.2
  • 19
    • 22544444234 scopus 로고    scopus 로고
    • Protein structure and fold prediction using tree-augmented naive bayesian classifier
    • A. Chinnasamy, W.-K. Sung, and A. Mittal, "Protein structure and fold prediction using tree-augmented naive bayesian classifier," J. of Bioinformatics and Computational Biology, Vol.3, No.4, pp. 803-819, 2005.
    • (2005) J. of Bioinformatics and Computational Biology , vol.3 , Issue.4 , pp. 803-819
    • Chinnasamy, A.1    Sung, W.-K.2    Mittal, A.3
  • 20
    • 45649085108 scopus 로고    scopus 로고
    • Predicting protein structural class by SVM with class-wise optimized features and decision probabilities
    • A. Anand, G. Pugalenthi, and P. N. Suganthan, "Predicting protein structural class by SVM with class-wise optimized features and decision probabilities," J. of Theoretical Biology, Vol.253, No.2, pp. 375-380, 2008.
    • (2008) J. of Theoretical Biology , vol.253 , Issue.2 , pp. 375-380
    • Anand, A.1    Pugalenthi, G.2    Suganthan, P.N.3
  • 21
    • 0036007085 scopus 로고    scopus 로고
    • Prediction of protein structural classes by support vector machines
    • Y.-D. Cai, X.-J. Liu, X.-b. Xu, and K.-C. Chou, "Prediction of protein structural classes by support vector machines," Computers & chemistry, Vol.26, No.3, pp. 293-296, 2002.
    • (2002) Computers & Chemistry , vol.26 , Issue.3 , pp. 293-296
    • Cai, Y.-D.1    Liu, X.-J.2    Xu, X.-B.3    Chou, K.-C.4
  • 22
    • 0033809190 scopus 로고    scopus 로고
    • Prediction of protein structural classes by neural network
    • Y.-D. Cai and G.-P. Zhou, "Prediction of protein structural classes by neural network," Biochimie, Vol.82, No.8, pp. 783-785, 2000.
    • (2000) Biochimie , vol.82 , Issue.8 , pp. 783-785
    • Cai, Y.-D.1    Zhou, G.-P.2
  • 23
    • 34247622820 scopus 로고    scopus 로고
    • Novel two-stage hybrid neural discriminant model for predicting proteins structural classes
    • S. Jahandideh, P. Abdolmaleki, M. Jahandideh, and E. B. Asadabadi, "Novel two-stage hybrid neural discriminant model for predicting proteins structural classes," Biophysical Chemistry, Vol.128, No.1, pp. 87-93, 2007.
    • (2007) Biophysical Chemistry , vol.128 , Issue.1 , pp. 87-93
    • Jahandideh, S.1    Abdolmaleki, P.2    Jahandideh, M.3    Asadabadi, E.B.4
  • 24
    • 46449128812 scopus 로고    scopus 로고
    • Prediction of protein structural class using novel evolutionary collocation based sequence representation
    • K. Chen, L. A. Kurgan, and J. Ruan, "Prediction of protein structural class using novel evolutionary collocation based sequence representation," J. of Computational Chemistry, Vol.29, No.10, pp. 1596-1604, 2008.
    • (2008) J. of Computational Chemistry , vol.29 , Issue.10 , pp. 1596-1604
    • Chen, K.1    Kurgan, L.A.2    Ruan, J.3
  • 25
    • 50949119233 scopus 로고    scopus 로고
    • Secondary structure-based assignment of the protein structural classes
    • L. A. Kurgan, T. Zhang, H. Zhang, S. Shen, and J. Ruan, "Secondary structure-based assignment of the protein structural classes," Amino Acids, Vol.35, No.3, pp. 551-564, 2008.
    • (2008) Amino Acids , vol.35 , Issue.3 , pp. 551-564
    • Kurgan, L.A.1    Zhang, T.2    Zhang, H.3    Shen, S.4    Ruan, J.5
  • 26
    • 34247094836 scopus 로고    scopus 로고
    • Prediction of protein structural class for the twilight zone sequences
    • L. Kurgan and K. Chen, "Prediction of protein structural class for the twilight zone sequences," Biochemical and Biophysical Research Communications, Vol.357, No.2, pp. 453-460, 2007.
    • (2007) Biochemical and Biophysical Research Communications , vol.357 , Issue.2 , pp. 453-460
    • Kurgan, L.1    Chen, K.2
  • 27
    • 70349985248 scopus 로고    scopus 로고
    • A new taxonomy-based protein fold recognition approach based on autocross-covariance transformation
    • Q. Dong, S. Zhou, and J. Guan, "A new taxonomy-based protein fold recognition approach based on autocross-covariance transformation," Bioinformatics, Vol.25, No.20, pp. 2655-2662, 2009.
    • (2009) Bioinformatics , vol.25 , Issue.20 , pp. 2655-2662
    • Dong, Q.1    Zhou, S.2    Guan, J.3
  • 28
    • 68149176631 scopus 로고    scopus 로고
    • Prediction of protein folds: Extraction of new features, dimensionality reduction, and fusion of heterogeneous classifiers
    • P. Ghanty and N. R. Pal, "Prediction of protein folds: Extraction of new features, dimensionality reduction, and fusion of heterogeneous classifiers," IEEE Trans. on Nano Bioscience, Vol.8, No.1, pp. 100-110, 2009.
    • (2009) IEEE Trans. on Nano Bioscience , vol.8 , Issue.1 , pp. 100-110
    • Ghanty, P.1    Pal, N.R.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.