메뉴 건너뛰기




Volumn 5, Issue 3, 2008, Pages 416-422

PairProSVM: Protein subcellular localization based on local pairwise profile alignment and SVM

Author keywords

Kernel methods; Profile alignment; Protein subcellular localization; Sequence alignment; Support vector machines

Indexed keywords

ALIGNMENT SCORES; AMINO ACID COMPOSITIONS; DATA SETS; FEATURE VECTORS; FUNCTIONAL ANNOTATIONS; HOMOLOGOUS SEQUENCES; KERNEL METHODS; PROFILE ALIGNMENT; PROTEIN DATA; PROTEIN SEQUENCING; PROTEIN SUBCELLULAR LOCALIZATION; PROTEOMICS RESEARCH; PSI-BLAST; SEQUENCE ALIGNMENT; SEQUENCE ALIGNMENTS; SUB-CELLULAR LOCALIZATION; SUBCELLULAR LOCATIONS; SUPPORT-VECTOR MACHINE; TRAINING SETS;

EID: 49249090580     PISSN: 15455963     EISSN: None     Source Type: Journal    
DOI: 10.1109/TCBB.2007.70256     Document Type: Conference Paper
Times cited : (69)

References (39)
  • 1
    • 0033909566 scopus 로고    scopus 로고
    • Protein Sorting Signals and Prediction of Subcellular Localization
    • K. Nakai, "Protein Sorting Signals and Prediction of Subcellular Localization," Advances in Protein Chemistry, vol. 54, no. 1, pp. 277-344, 2000.
    • (2000) Advances in Protein Chemistry , vol.54 , Issue.1 , pp. 277-344
    • Nakai, K.1
  • 2
    • 0025933503 scopus 로고
    • Expert System for Predicting Protein Localization Sites in Gram-Negative Bacteria
    • K. Nakai and M. Kanehisa, "Expert System for Predicting Protein Localization Sites in Gram-Negative Bacteria," Proteins: Structure, Function, and Genetics, vol. 11, no. 2, pp. 95-110, 1991.
    • (1991) Proteins: Structure, Function, and Genetics , vol.11 , Issue.2 , pp. 95-110
    • Nakai, K.1    Kanehisa, M.2
  • 3
    • 0027105007 scopus 로고
    • A Knowledge Base for Predicting Protein Localization Sites in Eukaryotic Cells
    • K. Nakai and M. Kanehisa, "A Knowledge Base for Predicting Protein Localization Sites in Eukaryotic Cells," Genomics, vol. 14, pp. 897-911, 1992.
    • (1992) Genomics , vol.14 , pp. 897-911
    • Nakai, K.1    Kanehisa, M.2
  • 4
    • 0034697980 scopus 로고    scopus 로고
    • Predicting Subcellular Localization of Proteins Based on Their N-Terminal Amino Acid Sequence
    • O. Emanuelsson, H. Nielsen, S. Brunak, and G. von Heijne, "Predicting Subcellular Localization of Proteins Based on Their N-Terminal Amino Acid Sequence," J. Molecular Biology, vol. 300, pp. 1005-1016, 1997.
    • (1997) J. Molecular Biology , vol.300 , pp. 1005-1016
    • Emanuelsson, O.1    Nielsen, H.2    Brunak, S.3    von Heijne, G.4
  • 5
    • 0031240609 scopus 로고    scopus 로고
    • A Neural Network Method for Identification of Prokaryotic and Eukaryotic Signal Peptides and Prediction of Their Cleavage Sites
    • H. Nielsen, J. Engelbrecht, S. Brunak, and G. von Heijne, "A Neural Network Method for Identification of Prokaryotic and Eukaryotic Signal Peptides and Prediction of Their Cleavage Sites," Int'l J. Neural Systems, vol. 8, pp. 581-599, 1997.
    • (1997) Int'l J. Neural Systems , vol.8 , pp. 581-599
    • Nielsen, H.1    Engelbrecht, J.2    Brunak, S.3    von Heijne, G.4
  • 6
    • 0033044637 scopus 로고    scopus 로고
    • Machine Learning Approaches for the Prediction of Signal Peptides and Other Protein Sorting Signals
    • H. Nielsen, S. Brunak, and G. von Heijne, "Machine Learning Approaches for the Prediction of Signal Peptides and Other Protein Sorting Signals," Protein Eng., vol. 12, no. 1, pp. 3-9, 1999.
    • (1999) Protein Eng , vol.12 , Issue.1 , pp. 3-9
    • Nielsen, H.1    Brunak, S.2    von Heijne, G.3
  • 9
    • 0028239038 scopus 로고
    • Discrimination of Intracellular and Extracellular Proteins Using Amino Acid Composition and Residue-Pair Frequencies
    • H. Nakashima and K. Nishikawa, "Discrimination of Intracellular and Extracellular Proteins Using Amino Acid Composition and Residue-Pair Frequencies," J. Molecular Biology, vol. 238, pp. 54-61, 1994.
    • (1994) J. Molecular Biology , vol.238 , pp. 54-61
    • Nakashima, H.1    Nishikawa, K.2
  • 10
    • 0031588694 scopus 로고    scopus 로고
    • Relation between Amino Acid Composition and Cellular Location of Proteins
    • J. Cedano, P. Aloy, J.A. Perez-Pons, and E. Querol, "Relation between Amino Acid Composition and Cellular Location of Proteins," J. Molecular Biology, vol. 266, pp. 594-600, 1997.
    • (1997) J. Molecular Biology , vol.266 , pp. 594-600
    • Cedano, J.1    Aloy, P.2    Perez-Pons, J.A.3    Querol, E.4
  • 11
    • 0032077533 scopus 로고    scopus 로고
    • Using Neural Networks for Prediction of the Subcellular Location of Proteins
    • A. Reinhardt and T. Hubbard, "Using Neural Networks for Prediction of the Subcellular Location of Proteins," Nucleic Acids Research, vol. 26, pp. 2230-2236, 1998.
    • (1998) Nucleic Acids Research , vol.26 , pp. 2230-2236
    • Reinhardt, A.1    Hubbard, T.2
  • 12
    • 0034843744 scopus 로고    scopus 로고
    • Support Vector Machine Approach for Protein Subcellular Localization Prediction
    • S.J. Hua and Z.R. Sun, "Support Vector Machine Approach for Protein Subcellular Localization Prediction," Bioinformatics, vol. 17, pp. 721-728, 2001.
    • (2001) Bioinformatics , vol.17 , pp. 721-728
    • Hua, S.J.1    Sun, Z.R.2
  • 13
    • 0032938624 scopus 로고    scopus 로고
    • Prediction of Protein Subcellular Locations Using Markov Chain Models
    • Z. Yuan, "Prediction of Protein Subcellular Locations Using Markov Chain Models," FEBS Letters, vol. 451, no. 1, pp. 23-26, 1999.
    • (1999) FEBS Letters , vol.451 , Issue.1 , pp. 23-26
    • Yuan, Z.1
  • 14
    • 0141515750 scopus 로고    scopus 로고
    • Prediction of Protein Subcellular Locations by Support Vector Machines Using Compositions of Amino Acids and Amino Acid Pairs
    • K.J. Park and M. Kanehisa, "Prediction of Protein Subcellular Locations by Support Vector Machines Using Compositions of Amino Acids and Amino Acid Pairs," Bioinformatics, vol. 19, no. 13, pp. 1656-1663, 2003.
    • (2003) Bioinformatics , vol.19 , Issue.13 , pp. 1656-1663
    • Park, K.J.1    Kanehisa, M.2
  • 15
    • 0347093598 scopus 로고    scopus 로고
    • Prediction of Protein Subcellular Locations Using Fuzzy K-NN Method
    • Y. Huang and Y.D. Li, "Prediction of Protein Subcellular Locations Using Fuzzy K-NN Method," Bioinformatics, vol. 20, no. 1, pp. 21-28, 2004.
    • (2004) Bioinformatics , vol.20 , Issue.1 , pp. 21-28
    • Huang, Y.1    Li, Y.D.2
  • 16
    • 0035874091 scopus 로고    scopus 로고
    • Prediction of Protein Cellular Attributes Using Pseudo-Amino Acid Composition
    • K.C. Chou, "Prediction of Protein Cellular Attributes Using Pseudo-Amino Acid Composition," Proteins: Structure, Function, and Genetics, vol. 43, pp. 246-255, 2001.
    • (2001) Proteins: Structure, Function, and Genetics , vol.43 , pp. 246-255
    • Chou, K.C.1
  • 17
    • 2442671554 scopus 로고    scopus 로고
    • Predicting Subcellular Localization of Proteins in a Hybridization Space
    • Y.D. Cai and K.C. Chou, "Predicting Subcellular Localization of Proteins in a Hybridization Space," Bioinformatics, vol. 20, pp. 1151-1156, 2004.
    • (2004) Bioinformatics , vol.20 , pp. 1151-1156
    • Cai, Y.D.1    Chou, K.C.2
  • 18
    • 0036891705 scopus 로고    scopus 로고
    • Sequence Conserved for Subcellular Localization
    • R. Nair and B. Rost, "Sequence Conserved for Subcellular Localization," Protein Science, vol. 11, pp. 2836-2847, 2002.
    • (2002) Protein Science , vol.11 , pp. 2836-2847
    • Nair, R.1    Rost, B.2
  • 20
    • 33646152734 scopus 로고    scopus 로고
    • Prediction of Subcellular Localization of Proteins Using Pairwise Sequence Alignment and Support Vector Machine
    • J.K. Kim, G.P.S. Raghava, S.Y. Bang, and S. Choi, "Prediction of Subcellular Localization of Proteins Using Pairwise Sequence Alignment and Support Vector Machine," Pattern Recognition Letters, vol. 27, no. 9, pp. 996-1001, 2006.
    • (2006) Pattern Recognition Letters , vol.27 , Issue.9 , pp. 996-1001
    • Kim, J.K.1    Raghava, G.P.S.2    Bang, S.Y.3    Choi, S.4
  • 22
    • 3242877807 scopus 로고    scopus 로고
    • M. Bhasin and G.P.S. Raghava, ESLpred: SVM-Based Method for Subcellular Localization of Eukaryotic Proteins Using Dipeptide Composition and PSI-BLAST, Nucleic Acids Research, 32, Webserver Issue, pp. 414-419, 2004.
    • M. Bhasin and G.P.S. Raghava, "ESLpred: SVM-Based Method for Subcellular Localization of Eukaryotic Proteins Using Dipeptide Composition and PSI-BLAST," Nucleic Acids Research, vol. 32, Webserver Issue, pp. 414-419, 2004.
  • 23
    • 17644389617 scopus 로고    scopus 로고
    • SVM-Based Method for Subcellular Localization of Human Proteins Using Amino Acid Compositions, Their Order and Similarity Search
    • A. Garg, M. Bhasin, and G.P.S. Raghava, "SVM-Based Method for Subcellular Localization of Human Proteins Using Amino Acid Compositions, Their Order and Similarity Search," J. Biological Chemistry, vol. 280, pp. 14427-14432, 2005.
    • (2005) J. Biological Chemistry , vol.280 , pp. 14427-14432
    • Garg, A.1    Bhasin, M.2    Raghava, G.P.S.3
  • 24
    • 28444435024 scopus 로고    scopus 로고
    • Support Vector Machines with Profile-Based Kernels for Remote Protein Homology Detection
    • S. Busuttil, J. Abela, and G.J. Pace, "Support Vector Machines with Profile-Based Kernels for Remote Protein Homology Detection," Genome Informatics, vol. 15, no. 2, pp. 191-200, 2004.
    • (2004) Genome Informatics , vol.15 , Issue.2 , pp. 191-200
    • Busuttil, S.1    Abela, J.2    Pace, G.J.3
  • 25
    • 28444492998 scopus 로고    scopus 로고
    • Profile-Based Direct Kernels for Remote Homology Detection and Fold Recognition
    • H. Rangwala and G. Karypis, "Profile-Based Direct Kernels for Remote Homology Detection and Fold Recognition," Bioinformatics, vol. 21, no. 23, pp. 4239-4247, 2005.
    • (2005) Bioinformatics , vol.21 , Issue.23 , pp. 4239-4247
    • Rangwala, H.1    Karypis, G.2
  • 28
    • 0026458378 scopus 로고
    • Amino Acid Substitution Matrices from Protein Blocks
    • S. Henikoff and J.G. Henikoff, "Amino Acid Substitution Matrices from Protein Blocks," Proc. Nat'l Academy of Sciences, pp. 10915-10919, 1992.
    • (1992) Proc. Nat'l Academy of Sciences , pp. 10915-10919
    • Henikoff, S.1    Henikoff, J.G.2
  • 30
    • 0020484488 scopus 로고
    • An Improved Algorithm for Matching Biological Sequences
    • O. Gotoh, "An Improved Algorithm for Matching Biological Sequences," J. Molecular Biology, vol. 162, pp. 705-708, 1982.
    • (1982) J. Molecular Biology , vol.162 , pp. 705-708
    • Gotoh, O.1
  • 31
    • 17344389389 scopus 로고    scopus 로고
    • Sensitivity and Selectivity in Protein Similarity Searches: A Comparison of Smith-Waterman in Hardware to BLAST and FASTA
    • E.G. Shpaer, M. Robinson, D. Yee, J.D. Candlin, R. Mines, and T. Hunkapiller, "Sensitivity and Selectivity in Protein Similarity Searches: A Comparison of Smith-Waterman in Hardware to BLAST and FASTA," Genomics, vol. 38, pp. 179-191, 1996.
    • (1996) Genomics , vol.38 , pp. 179-191
    • Shpaer, E.G.1    Robinson, M.2    Yee, D.3    Candlin, J.D.4    Mines, R.5    Hunkapiller, T.6
  • 32
    • 0742287001 scopus 로고    scopus 로고
    • Combining Pairwise Sequence Similarity and Support Vector Machines for Detecting Remote Protein Evolutionary and Structural Relationships
    • L. Liao and W.S. Noble, "Combining Pairwise Sequence Similarity and Support Vector Machines for Detecting Remote Protein Evolutionary and Structural Relationships," J. Computational Biology, vol. 10, no. 6, pp. 857-868, 2003.
    • (2003) J. Computational Biology , vol.10 , Issue.6 , pp. 857-868
    • Liao, L.1    Noble, W.S.2
  • 33
    • 0031844330 scopus 로고    scopus 로고
    • Fold and Function Predictions for Mycoplasma Genitalium Proteins
    • L. Rychlewski, B. Zhang, and A. Godzik, "Fold and Function Predictions for Mycoplasma Genitalium Proteins," Folding and Design, vol. 3, no. 4, pp. 229-238, 1998.
    • (1998) Folding and Design , vol.3 , Issue.4 , pp. 229-238
    • Rychlewski, L.1    Zhang, B.2    Godzik, A.3
  • 35
    • 0016772212 scopus 로고
    • Comparison of Predicted and Observed Secondary Structure of T4 Phage Lysozyme
    • B.W. Matthews, "Comparison of Predicted and Observed Secondary Structure of T4 Phage Lysozyme," Biochimica et Biophysica Acta, vol. 405, pp. 442-451, 1975.
    • (1975) Biochimica et Biophysica Acta , vol.405 , pp. 442-451
    • Matthews, B.W.1
  • 36
    • 19544388127 scopus 로고    scopus 로고
    • PSLpred: Prediction of Subcellular Localization of Bacterial Proteins
    • M. Bhasin, A. Garg, and G.P.S. Raghava, "PSLpred: Prediction of Subcellular Localization of Bacterial Proteins," Bioinformatics, vol. 21, no. 10, pp. 2522-2524, 2005.
    • (2005) Bioinformatics , vol.21 , Issue.10 , pp. 2522-2524
    • Bhasin, M.1    Garg, A.2    Raghava, G.P.S.3
  • 37
    • 1942505330 scopus 로고    scopus 로고
    • Predicting Subcellular Localization of Proteins for Gram-Negative Bacteria by Support Vector Machines Based on N-Peptide Compositions
    • C.S. Yu, C.J. Lin, and J.K. Hwang, "Predicting Subcellular Localization of Proteins for Gram-Negative Bacteria by Support Vector Machines Based on N-Peptide Compositions," Protein Science, vol. 13, pp. 1402-1406, 2004.
    • (2004) Protein Science , vol.13 , pp. 1402-1406
    • Yu, C.S.1    Lin, C.J.2    Hwang, J.K.3
  • 39
    • 24644450611 scopus 로고    scopus 로고
    • Predicting Protein Subcellular Localization: Past, Present, and Future
    • P. Donnes and A. Hoglund, "Predicting Protein Subcellular Localization: Past, Present, and Future," Genomics, Proteomics, and Bioinformatics, vol. 2, no. 4, pp. 209-215, 2004.
    • (2004) Genomics, Proteomics, and Bioinformatics , vol.2 , Issue.4 , pp. 209-215
    • Donnes, P.1    Hoglund, A.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.