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Volumn 45, Issue 4, 2005, Pages 982-992

Prediction of cytochrome P450 3A4, 2D6, and 2C9 inhibitors and substrates by using support vector machines

Author keywords

[No Author keywords available]

Indexed keywords

COMPUTATIONAL METHODS; CYTOLOGY; DRUG PRODUCTS; HYDROLYSIS; METABOLITES; PROBABILITY; SUBSTRATES; TOXICITY; VECTORS;

EID: 23844460948     PISSN: 15499596     EISSN: 1549960X     Source Type: Journal    
DOI: 10.1021/ci0500536     Document Type: Article
Times cited : (148)

References (74)
  • 1
    • 0037364162 scopus 로고    scopus 로고
    • ADMET in silico modelling: Towards prediction paradise?
    • van de Waterbeemd, H.; Gifford, E. ADMET in silico modelling: towards prediction paradise? Nat. Rev. Drug Discovery 2003, 2 (3), 192-204.
    • (2003) Nat. Rev. Drug Discovery , vol.2 , Issue.3 , pp. 192-204
    • Van De Waterbeemd, H.1    Gifford, E.2
  • 2
    • 0030924503 scopus 로고    scopus 로고
    • Properties of cytochrome P450 isoenzymes and their substrates Part 1: Active site characteristics
    • Smith, D. A.; Ackland, M. J.; Jones, B. C. Properties of cytochrome P450 isoenzymes and their substrates Part 1: active site characteristics. Drug Discovery Today 1997, 2 (10), 406-414.
    • (1997) Drug Discovery Today , vol.2 , Issue.10 , pp. 406-414
    • Smith, D.A.1    Ackland, M.J.2    Jones, B.C.3
  • 3
    • 0035313896 scopus 로고    scopus 로고
    • Screening for human ADME/Tox drug properties in drug discovery
    • Li, A. P. Screening for human ADME/Tox drug properties in drug discovery. Drug Discovery Today 2001, 6 (7), 357-366.
    • (2001) Drug Discovery Today , vol.6 , Issue.7 , pp. 357-366
    • Li, A.P.1
  • 4
    • 0034791141 scopus 로고    scopus 로고
    • A virtual high throughput screen for high affinity cytochrome P450cam substrates. Implications for in silico prediction of drug metabolism
    • Keseru, G. M. A virtual high throughput screen for high affinity cytochrome P450cam substrates. Implications for in silico prediction of drug metabolism. J. Comput.-Aided Mol. Des. 2001, 15 (7), 649-657.
    • (2001) J. Comput.-aided Mol. Des. , vol.15 , Issue.7 , pp. 649-657
    • Keseru, G.M.1
  • 5
    • 0034962557 scopus 로고    scopus 로고
    • Pharmacophore and three-dimensional quantitative structure-activity relationship methods for modeling cytochrome P450 active sites
    • Ekins, S.; de Groot, M. J.; Jones, J. P. Pharmacophore and three-dimensional quantitative structure-activity relationship methods for modeling cytochrome P450 active sites. Drug Metab. Dispos. 2001, 29 (7), 936-944.
    • (2001) Drug Metab. Dispos. , vol.29 , Issue.7 , pp. 936-944
    • Ekins, S.1    De Groot, M.J.2    Jones, J.P.3
  • 6
    • 0037059925 scopus 로고    scopus 로고
    • A neural network based virtual screening of cytochrome P450 3A4 inhibitors
    • Molnar, L.; Keseru, G. M., A neural network based virtual screening of cytochrome P450 3A4 inhibitors. Bioorg. Med. Chem. Lett. 2002, 12 (3), 419-421.
    • (2002) Bioorg. Med. Chem. Lett. , vol.12 , Issue.3 , pp. 419-421
    • Molnar, L.1    Keseru, G.M.2
  • 7
    • 0029584276 scopus 로고
    • Substrates of human hepatic cytochrome P450 3A4
    • Li, A. P.; Kaminski, D. L.; Rasmussen, A. Substrates of human hepatic cytochrome P450 3A4. Toxicology 1995, 104 (1-3), 1-8.
    • (1995) Toxicology , vol.104 , Issue.1-3 , pp. 1-8
    • Li, A.P.1    Kaminski, D.L.2    Rasmussen, A.3
  • 8
    • 0142057081 scopus 로고    scopus 로고
    • Quantitative structure - Activity relationships for predicting metabolism and modeling cytochrome P450 enzyme activities
    • Long, A.; Walker, J. D. Quantitative structure - activity relationships for predicting metabolism and modeling cytochrome P450 enzyme activities. Environ. Toxicol. Chem. 2003, 22 (8), 1894-1899.
    • (2003) Environ. Toxicol. Chem. , vol.22 , Issue.8 , pp. 1894-1899
    • Long, A.1    Walker, J.D.2
  • 9
    • 0037204549 scopus 로고    scopus 로고
    • Pharmacophore modeling of cytochromes P450
    • de Groot, M. J.; Ekins, S. Pharmacophore modeling of cytochromes P450. Adv. Drug Delivery Rev. 2002, 54 (3), 367-383.
    • (2002) Adv. Drug Delivery Rev. , vol.54 , Issue.3 , pp. 367-383
    • De Groot, M.J.1    Ekins, S.2
  • 10
    • 0036223228 scopus 로고    scopus 로고
    • Structure - Activity relationship for human cytochrome P450 substrates and inhibitors
    • Lewis, D. F.; Modi, S.; Dickins, M. Structure - activity relationship for human cytochrome P450 substrates and inhibitors. Drug Metab. Rev. 2002, 34(1-2), 69-82.
    • (2002) Drug Metab. Rev. , vol.34 , Issue.1-2 , pp. 69-82
    • Lewis, D.F.1    Modi, S.2    Dickins, M.3
  • 11
    • 0030763355 scopus 로고    scopus 로고
    • Properties of cytochrome P450 isoenzymes and their substrates Part 2: Properties of cytochrome P450 substrates
    • Smith, D. A.; Acklanda, M. J.; Jones, B. C. Properties of cytochrome P450 isoenzymes and their substrates Part 2: properties of cytochrome P450 substrates. Drug Discovery Today 1997, 2 (11), 479-486.
    • (1997) Drug Discovery Today , vol.2 , Issue.11 , pp. 479-486
    • Smith, D.A.1    Acklanda, M.J.2    Jones, B.C.3
  • 12
    • 0036686784 scopus 로고    scopus 로고
    • A fast virtual screening filter for cytochrome P450 3A4 inhibition liability of compound libraries
    • Zuegge, J.; Fechner, U.; Roche, O.; Parrott, N. J.; Engkvist, O.; Schneider, G. A fast virtual screening filter for cytochrome P450 3A4 inhibition liability of compound libraries. Quant. Struct.-Act. Relat. 2002, 21 (3), 249-256.
    • (2002) Quant. Struct.-Act. Relat. , vol.21 , Issue.3 , pp. 249-256
    • Zuegge, J.1    Fechner, U.2    Roche, O.3    Parrott, N.J.4    Engkvist, O.5    Schneider, G.6
  • 13
    • 0037204551 scopus 로고    scopus 로고
    • Computer systems for the prediction of xenobiotic metabolism
    • Langowski, J.; Long, A. Computer systems for the prediction of xenobiotic metabolism. Adv. Drug Delivery Rev. 2002, 54 (3), 407-415.
    • (2002) Adv. Drug Delivery Rev. , vol.54 , Issue.3 , pp. 407-415
    • Langowski, J.1    Long, A.2
  • 14
    • 0041698413 scopus 로고    scopus 로고
    • Use of robust classification techniques for the prediction of human cytochrome P450 2D6 inhibition
    • Susnow, R. G.; Dixon, S. L. Use of robust classification techniques for the prediction of human cytochrome P450 2D6 inhibition. J. Chem. Inf. Comput. Sci. 2003, 43 (4), 1308-1315.
    • (2003) J. Chem. Inf. Comput. Sci. , vol.43 , Issue.4 , pp. 1308-1315
    • Susnow, R.G.1    Dixon, S.L.2
  • 15
    • 0033856020 scopus 로고    scopus 로고
    • Three- And four-dimensional-quantitative structure activity relationship (3D/4D-QSAR) analyses of CYP2C9 inhibitors
    • Ekins, S.; Bravi, G.; Binkley, S.; Gillespie, J. S.; Ring, B. J.; Wikel, J. H.; Wrighton, S. A. Three- and four-dimensional-quantitative structure activity relationship (3D/4D-QSAR) analyses of CYP2C9 inhibitors. Drug Metab. Dispos. 2000, 28 (8), 994-1002.
    • (2000) Drug Metab. Dispos. , vol.28 , Issue.8 , pp. 994-1002
    • Ekins, S.1    Bravi, G.2    Binkley, S.3    Gillespie, J.S.4    Ring, B.J.5    Wikel, J.H.6    Wrighton, S.A.7
  • 16
    • 0042357537 scopus 로고    scopus 로고
    • Generation and validation of rapid computational filters for CYP2D6 and CYP3A4
    • Ekins, S.; Berbaum, J.; Harrison, R. K. Generation and validation of rapid computational filters for CYP2D6 and CYP3A4. Drug Metab. Dispos. 2003, 31 (9), 1077-1080.
    • (2003) Drug Metab. Dispos. , vol.31 , Issue.9 , pp. 1077-1080
    • Ekins, S.1    Berbaum, J.2    Harrison, R.K.3
  • 17
    • 12244271454 scopus 로고    scopus 로고
    • Predicting CNS permeability of drug molecules: Comparison of neural network and support vector machine algorithms
    • Doniger, S.; Hofmann, T.; Yeh, J. Predicting CNS permeability of drug molecules: comparison of neural network and support vector machine algorithms. J. Comput. Biol. 2002, 9 (6), 849-864.
    • (2002) J. Comput. Biol. , vol.9 , Issue.6 , pp. 849-864
    • Doniger, S.1    Hofmann, T.2    Yeh, J.3
  • 18
    • 0035473549 scopus 로고    scopus 로고
    • Support vector machines in combinatorial chemistry
    • Trotter, M. W. B.; Buxton, B. F.; Holden, S. B. Support vector machines in combinatorial chemistry. Meas. Control 2001, 34 (8), 235-239.
    • (2001) Meas. Control , vol.34 , Issue.8 , pp. 235-239
    • Trotter, M.W.B.1    Buxton, B.F.2    Holden, S.B.3
  • 19
    • 0042622243 scopus 로고    scopus 로고
    • SVM-Prot: Web-based support vector machine software for functional classification of a protein from its primary sequence
    • Cai, C. Z.; Han, L. Y.; Ji, Z. L.; Chen, X.; Chen, Y. Z. SVM-Prot: Web-based support vector machine software for functional classification of a protein from its primary sequence. Nucl. Acids Res. 2003, 31 (13), 3692-3697.
    • (2003) Nucl. Acids Res. , vol.31 , Issue.13 , pp. 3692-3697
    • Cai, C.Z.1    Han, L.Y.2    Ji, Z.L.3    Chen, X.4    Chen, Y.Z.5
  • 20
    • 5444272497 scopus 로고    scopus 로고
    • Effect of molecular descriptor feature selection in support vector machine classification of pharmacokinetic and toxicological properties of chemical agents
    • Xue, Y.; Li, Z. R.; Yap, C. W.; Sun, L. Z.; Chen, X.; Chen, Y. Z. Effect of molecular descriptor feature selection in support vector machine classification of pharmacokinetic and toxicological properties of chemical agents. J. Chem. Inf. Comput. Sci. 2004, 44 (5), 1630-1638.
    • (2004) J. Chem. Inf. Comput. Sci. , vol.44 , Issue.5 , pp. 1630-1638
    • Xue, Y.1    Li, Z.R.2    Yap, C.W.3    Sun, L.Z.4    Chen, X.5    Chen, Y.Z.6
  • 21
    • 4043091303 scopus 로고    scopus 로고
    • Prediction of p-glycoprotein substrates by support vector machine approach
    • Xue, Y.; Yap, C. W.; Sun, L. Z.; Cao, Z. W.; Wang, J. F.; Chen, Y. Z. Prediction of p-glycoprotein substrates by support vector machine approach. J. Chem. Inf. Comput. Sci. 2004, 44 (4), 1497-1505.
    • (2004) J. Chem. Inf. Comput. Sci. , vol.44 , Issue.4 , pp. 1497-1505
    • Xue, Y.1    Yap, C.W.2    Sun, L.Z.3    Cao, Z.W.4    Wang, J.F.5    Chen, Y.Z.6
  • 22
    • 2442700335 scopus 로고    scopus 로고
    • Prediction of torsade-causing potential of drugs by support vector machine approach
    • Yap, C. W.; Cai, C. Z.; Xue, Y.; Chen, Y. Z. Prediction of torsade-causing potential of drugs by support vector machine approach. Toxicol. Sci. 2004, 79 (1), 170-177.
    • (2004) Toxicol. Sci. , vol.79 , Issue.1 , pp. 170-177
    • Yap, C.W.1    Cai, C.Z.2    Xue, Y.3    Chen, Y.Z.4
  • 23
    • 0036136840 scopus 로고    scopus 로고
    • Enhancement of binary QSAR analysis by a GA-based variable selection method
    • Gao, H.; Lajiness, M. S.; Van Drie, J. Enhancement of binary QSAR analysis by a GA-based variable selection method. J. Mol. Graphics Modell. 2002, 20 (4), 259-268.
    • (2002) J. Mol. Graphics Modell. , vol.20 , Issue.4 , pp. 259-268
    • Gao, H.1    Lajiness, M.S.2    Van Drie, J.3
  • 25
    • 5444232094 scopus 로고    scopus 로고
    • Validated QSAR prediction of OH tropospheric degradation of VOCs: Splitting into training-test sets and consensus modeling
    • Gramatica, P.; Pilutti, P.; Papa, E. Validated QSAR prediction of OH tropospheric degradation of VOCs: Splitting into training-test sets and consensus modeling. J. Chem. Inf. Comput. Sci. 2004, 44 (5), 1794-1802.
    • (2004) J. Chem. Inf. Comput. Sci. , vol.44 , Issue.5 , pp. 1794-1802
    • Gramatica, P.1    Pilutti, P.2    Papa, E.3
  • 26
    • 0004215106 scopus 로고    scopus 로고
    • MICROMEDEX: Greenwood Village, CO
    • DRUGDEX System; MICROMEDEX: Greenwood Village, CO, 2003.
    • (2003) DRUGDEX System
  • 27
    • 0036223831 scopus 로고    scopus 로고
    • Summary of information on human CYP enzymes: Human P450 metabolism data
    • Rendic, S. Summary of information on human CYP enzymes: human P450 metabolism data. Drug Metab. Rev. 2002, 34 (1-2), 83-448.
    • (2002) Drug Metab. Rev. , vol.34 , Issue.1-2 , pp. 83-448
    • Rendic, S.1
  • 30
    • 0037313552 scopus 로고    scopus 로고
    • Selection of data sets for QSARs: Analyses of Tetrahymena toxicity from aromatic compounds
    • Schultz, T. W.; Netzeva, T. I.; Cronin, M. T. D. Selection of data sets for QSARs: analyses of Tetrahymena toxicity from aromatic compounds. SAR QSAR Environ. Res. 2003, 14 (1), 59-81.
    • (2003) SAR QSAR Environ. Res. , vol.14 , Issue.1 , pp. 59-81
    • Schultz, T.W.1    Netzeva, T.I.2    Cronin, M.T.D.3
  • 31
    • 0037470203 scopus 로고    scopus 로고
    • N. Separation of data on the training and test set for modelling: A case study for modelling of five colour properties of a white pigment
    • Rajer-Kanduc, K.; Zupan, J. M., N. Separation of data on the training and test set for modelling: a case study for modelling of five colour properties of a white pigment. Chemom. Intell. Lab. Syst. 2003, 65 (2), 221-229.
    • (2003) Chemom. Intell. Lab. Syst. , vol.65 , Issue.2 , pp. 221-229
    • Rajer-Kanduc, K.1    Zupan, J.M.2
  • 32
    • 14644431061 scopus 로고    scopus 로고
    • Managing molecular diversity
    • Perez, J. J. Managing molecular diversity. Chem. Soc. Rev. 2005, 34 (2), 143-152.
    • (2005) Chem. Soc. Rev. , vol.34 , Issue.2 , pp. 143-152
    • Perez, J.J.1
  • 34
    • 0032509984 scopus 로고    scopus 로고
    • Random or rational design? Evaluation of diverse compound subsets from chemical structure databases
    • Potter, T.; Matter, H. Random or rational design? Evaluation of diverse compound subsets from chemical structure databases. J. Med. Chem. 1998, 41 (4), 478-488.
    • (1998) J. Med. Chem. , vol.41 , Issue.4 , pp. 478-488
    • Potter, T.1    Matter, H.2
  • 38
    • 0001219854 scopus 로고    scopus 로고
    • Deriving the 3D structure of organic molecules from their infrared spectra
    • Hemmer, M. C.; Steinhauer, V.; Gasteiger, J. Deriving the 3D structure of organic molecules from their infrared spectra. Vib. Spectrosc. 1999, 19 (1), 151-164.
    • (1999) Vib. Spectrosc. , vol.19 , Issue.1 , pp. 151-164
    • Hemmer, M.C.1    Steinhauer, V.2    Gasteiger, J.3
  • 39
    • 0027658970 scopus 로고
    • Counts of all walks as atomic and molecular descriptors
    • Rücker, G.; Rücker, C. Counts of all walks as atomic and molecular descriptors. J. Chem. Inf. Comput. Sci. 1993, 33 (5), 683-695.
    • (1993) J. Chem. Inf. Comput. Sci. , vol.33 , Issue.5 , pp. 683-695
    • Rücker, G.1    Rücker, C.2
  • 40
    • 0000224701 scopus 로고    scopus 로고
    • The coding of the three-dimensional structure of molecules by molecular transforms and its application to structure-spectra correlations and studies of biological activity
    • Schuur, J. H.; Setzer, P.; Gasteiger, J. The coding of the three-dimensional structure of molecules by molecular transforms and its application to structure-spectra correlations and studies of biological activity. J. Chem. Inf. Comput. Sci. 1996, 36 (2), 334-344.
    • (1996) J. Chem. Inf. Comput. Sci. , vol.36 , Issue.2 , pp. 334-344
    • Schuur, J.H.1    Setzer, P.2    Gasteiger, J.3
  • 41
    • 15744363581 scopus 로고    scopus 로고
    • Metric validation and the receptor-relevant subspace concept
    • Pearlman, R. S.; Smith, K. M. Metric validation and the receptor-relevant subspace concept. J. Chem. Inf. Comput. Sci. 1999, 39 (1), 28-35.
    • (1999) J. Chem. Inf. Comput. Sci. , vol.39 , Issue.1 , pp. 28-35
    • Pearlman, R.S.1    Smith, K.M.2
  • 42
    • 0030641914 scopus 로고    scopus 로고
    • MS - WHIM, new 3D theoretical descriptors derived from molecular surface properties: A comparative 3D QSAR study in a series of steroids
    • Bravi, G.; Gancia, E.; Mascagni, P.; Pegna, M.; Todeschini, R.; Zaliani, A. MS - WHIM, new 3D theoretical descriptors derived from molecular surface properties: A comparative 3D QSAR study in a series of steroids. J. Comput.-Aided Mol. Des. 1997, 11 (1), 79-92.
    • (1997) J. Comput.-aided Mol. Des. , vol.11 , Issue.1 , pp. 79-92
    • Bravi, G.1    Gancia, E.2    Mascagni, P.3    Pegna, M.4    Todeschini, R.5    Zaliani, A.6
  • 44
    • 0036589086 scopus 로고    scopus 로고
    • Structure/Response correlations and similarity/diversity analysis by GETAWAY descriptors. 1. Theory of the novel 3D molecular descriptors
    • Consonni, V.; Todeschini, R.; Pavan, M. Structure/Response correlations and similarity/diversity analysis by GETAWAY descriptors. 1. Theory of the novel 3D molecular descriptors. J. Chem. Inf. Comput. Sci. 2002, 42 (3), 682-692.
    • (2002) J. Chem. Inf. Comput. Sci. , vol.42 , Issue.3 , pp. 682-692
    • Consonni, V.1    Todeschini, R.2    Pavan, M.3
  • 45
    • 0000608843 scopus 로고
    • Graph theoretical approach to local and overall aromaticity of benzenoid hydrocarbons
    • Randic, M. Graph theoretical approach to local and overall aromaticity of benzenoid hydrocarbons. Tetrahedron 1975, 31 (11-12), 1477-1481.
    • (1975) Tetrahedron , vol.31 , Issue.11-12 , pp. 1477-1481
    • Randic, M.1
  • 46
    • 0000733018 scopus 로고
    • Molecular profiles. Novel geometry-dependent molecular descriptors
    • Randic, M. Molecular profiles. Novel geometry-dependent molecular descriptors. New J. Chem.1995, 19, 781-791.
    • (1995) New J. Chem. , vol.19 , pp. 781-791
    • Randic, M.1
  • 48
    • 0040524262 scopus 로고    scopus 로고
    • Estimation of molecular free energy relation descriptors using a group contribution approach
    • Platts, J. A.; Butina, D.; Abraham, M. H.; Hersey, A. Estimation of molecular free energy relation descriptors using a group contribution approach. J. Chem. Inf. Comput. Sci. 1999, 39 (5), 835-845.
    • (1999) J. Chem. Inf. Comput. Sci. , vol.39 , Issue.5 , pp. 835-845
    • Platts, J.A.1    Butina, D.2    Abraham, M.H.3    Hersey, A.4
  • 49
    • 0027284874 scopus 로고
    • Understanding and using genetic algorithms Part 1. Concepts, properties and context
    • Lucasius, C. B.; Kateman, G. Understanding and using genetic algorithms Part 1. Concepts, properties and context. Chemom. Intell. Lab. Syst. 1993, 19 (1), 1-33.
    • (1993) Chemom. Intell. Lab. Syst. , vol.19 , Issue.1 , pp. 1-33
    • Lucasius, C.B.1    Kateman, G.2
  • 51
    • 0016772212 scopus 로고
    • Comparison of the predicted and observed secondary structure of T4 phage lysozyme
    • Matthews, B. W. Comparison of the predicted and observed secondary structure of T4 phage lysozyme. Biochim. Biophys. Acta 1975, 405 (2), 442-451.
    • (1975) Biochim. Biophys. Acta , vol.405 , Issue.2 , pp. 442-451
    • Matthews, B.W.1
  • 53
    • 27144489164 scopus 로고    scopus 로고
    • A tutorial on support vector machines for pattern recognition
    • Burges, C. J. C. A tutorial on support vector machines for pattern recognition. Data Min. Knowledge Discovery 1998, 2 (2), 127-167.
    • (1998) Data Min. Knowledge Discovery , vol.2 , Issue.2 , pp. 127-167
    • Burges, C.J.C.1
  • 54
    • 77949673987 scopus 로고    scopus 로고
    • Support vector machines: Theory and applications
    • Paliouras, G., Karkaletsis, V., Spyropoulos, C. D., Eds.; Springer: New York
    • Evgeniou, T.; Pontil, M. Support vector machines: theory and applications. In Machine learning and its applications. Advanced lectures; Paliouras, G., Karkaletsis, V., Spyropoulos, C. D., Eds.; Springer: New York, 2001; pp 249-257.
    • (2001) Machine Learning and Its Applications. Advanced Lectures , pp. 249-257
    • Evgeniou, T.1    Pontil, M.2
  • 55
    • 0043132440 scopus 로고    scopus 로고
    • Methods for reliability and uncertainty assessment and for applicability evaluations of classification- And regression-based QSARs
    • Eriksson, L.; Jaworska, J.; Cronin, M.; Worth, A.; Gramatica, P.; McDowell, R. Methods for reliability and uncertainty assessment and for applicability evaluations of classification- and regression-based QSARs. Environ. Health Perspect. 2003, 111 (10), 1361-1375.
    • (2003) Environ. Health Perspect. , vol.111 , Issue.10 , pp. 1361-1375
    • Eriksson, L.1    Jaworska, J.2    Cronin, M.3    Worth, A.4    Gramatica, P.5    McDowell, R.6
  • 56
    • 0036491668 scopus 로고    scopus 로고
    • Bayesian analysis and inference from QSAR predictive model results
    • McDowell, R.; Jaworska, J. Bayesian analysis and inference from QSAR predictive model results. SAR QSAR Environ. Res. 2002, 13, 111-125.
    • (2002) SAR QSAR Environ. Res. , vol.13 , pp. 111-125
    • McDowell, R.1    Jaworska, J.2
  • 57
    • 0037498043 scopus 로고    scopus 로고
    • Development of quantitative structure-activity relationships and classification models for anticonvulsant activity of hydantoin analogues
    • Sutherland, J. J.; Weaver, D. F. Development of quantitative structure-activity relationships and classification models for anticonvulsant activity of hydantoin analogues. J. Chem. Inf. Comput. Sci. 2003, 43 (3), 1028-1036.
    • (2003) J. Chem. Inf. Comput. Sci. , vol.43 , Issue.3 , pp. 1028-1036
    • Sutherland, J.J.1    Weaver, D.F.2
  • 58
    • 12244273713 scopus 로고    scopus 로고
    • Quantitative structure-pharmacokinetic relationships for drug distribution properties by using general regression neural network
    • Yap, C. W.; Chen, Y. Z. Quantitative structure-pharmacokinetic relationships for drug distribution properties by using general regression neural network, J. Pharm. Sci. 2005, 94 (1), 153-168.
    • (2005) J. Pharm. Sci. , vol.94 , Issue.1 , pp. 153-168
    • Yap, C.W.1    Chen, Y.Z.2
  • 59
    • 0034740222 scopus 로고    scopus 로고
    • Drug design by machine learning: Support vector machines for pharmaceutical data analysis
    • Burbidge, R.; Trotter, M.; Buxton, B.; Holden, S. Drug design by machine learning: support vector machines for pharmaceutical data analysis. Comput. Chem. 2001, 26 (1), 5-14.
    • (2001) Comput. Chem. , vol.26 , Issue.1 , pp. 5-14
    • Burbidge, R.1    Trotter, M.2    Buxton, B.3    Holden, S.4
  • 60
    • 0035150169 scopus 로고    scopus 로고
    • Use of support vector machine in pattern classification: Application to QSAR studies
    • Czerminski, R.; Yasri, A.; Hartsough, D. Use of support vector machine in pattern classification: Application to QSAR studies. Quant. Struct.-Act. Relat. 2001, 20 (3), 227-240.
    • (2001) Quant. Struct.-act. Relat. , vol.20 , Issue.3 , pp. 227-240
    • Czerminski, R.1    Yasri, A.2    Hartsough, D.3
  • 61
    • 0242288813 scopus 로고    scopus 로고
    • The support vector machine under test
    • Meyer, D.; Leischa, F.; Hornik, K. The support vector machine under test. Neurocomputing 2003, 55 (1-2), 169-186.
    • (2003) Neurocomputing , vol.55 , Issue.1-2 , pp. 169-186
    • Meyer, D.1    Leischa, F.2    Hornik, K.3
  • 63
    • 1242274331 scopus 로고    scopus 로고
    • Prediction of RNA-binding proteins from primary sequence by support vector machine approach
    • Han, L. Y.; Cai, C. Z.; Lo, S. L.; Chung, M. C. M.; Chen, Y. Z. Prediction of RNA-binding proteins from primary sequence by support vector machine approach. RNA 2004, 10 (3), 355-368.
    • (2004) RNA , vol.10 , Issue.3 , pp. 355-368
    • Han, L.Y.1    Cai, C.Z.2    Lo, S.L.3    Chung, M.C.M.4    Chen, Y.Z.5
  • 64
    • 0018709674 scopus 로고
    • Chance factors in studies of quantitative structure-activity relationships
    • Topliss, J. G.; Edwards, R. P. Chance factors in studies of quantitative structure-activity relationships. J. Med. Chem. 1979, 22 (10), 1238-1244.
    • (1979) J. Med. Chem. , vol.22 , Issue.10 , pp. 1238-1244
    • Topliss, J.G.1    Edwards, R.P.2
  • 65
    • 0030470692 scopus 로고    scopus 로고
    • Random correlation in variable selection for multivariate calibration with a genetic algorithm
    • Jouan-Rimbaud, D.; Massart, D. L.; de Noord, O. E. Random correlation in variable selection for multivariate calibration with a genetic algorithm. Chemom. Intell. Lab. Syst. 1996, 35 (2), 213-220.
    • (1996) Chemom. Intell. Lab. Syst. , vol.35 , Issue.2 , pp. 213-220
    • Jouan-Rimbaud, D.1    Massart, D.L.2    De Noord, O.E.3
  • 67
    • 0345019845 scopus 로고    scopus 로고
    • Genetic algorithms applied to feature selection in PLS regression: How and when to use them
    • Leardia, R.; González, A. L. Genetic algorithms applied to feature selection in PLS regression: How and when to use them. Chemom. Intell. Lab. Syst. 1998, 41 (2), 195-207.
    • (1998) Chemom. Intell. Lab. Syst. , vol.41 , Issue.2 , pp. 195-207
    • Leardia, R.1    González, A.L.2
  • 68
    • 1642380461 scopus 로고    scopus 로고
    • The problem of overfitting
    • Hawkins, D. M. The problem of overfitting, J. Chem. Inf. Comput. Sci. 2004, 44 (1), 1-12.
    • (2004) J. Chem. Inf. Comput. Sci. , vol.44 , Issue.1 , pp. 1-12
    • Hawkins, D.M.1
  • 69
    • 2942717219 scopus 로고    scopus 로고
    • Feature selection for descriptor based classification models. 2. Human intestinal absorption (HIA)
    • Wegner, J. K.; Fröhlich, H.; Zell, A. Feature selection for descriptor based classification models. 2. Human intestinal absorption (HIA), J. Chem. Inf. Comput. Sci. 2004, 44 (3), 931-939.
    • (2004) J. Chem. Inf. Comput. Sci. , vol.44 , Issue.3 , pp. 931-939
    • Wegner, J.K.1    Fröhlich, H.2    Zell, A.3
  • 71
    • 0032822383 scopus 로고    scopus 로고
    • Three-dimensional-quantitative structure activity relationship analysis of cytochrome P-450 3A4 substrates
    • Ekins, S.; Bravi, G.; Wikel, J. H.; Wrighton, S. A. Three-dimensional- quantitative structure activity relationship analysis of cytochrome P-450 3A4 substrates. J. Pharmacol. Exp. Ther. 1999, 291 (1), 424-433.
    • (1999) J. Pharmacol. Exp. Ther. , vol.291 , Issue.1 , pp. 424-433
    • Ekins, S.1    Bravi, G.2    Wikel, J.H.3    Wrighton, S.A.4
  • 72
    • 0345117343 scopus 로고    scopus 로고
    • Comparison of linear and nonlinear classification algorithms for the prediction of drug and chemical metabolism by human UDP-glucuronosyltransferase isoforms
    • Sorich, M. J.; Miners, J. O.; McKinnon, R. A.; Winkler, D. A.; Burden, F. R.; Smith, P. A. Comparison of linear and nonlinear classification algorithms for the prediction of drug and chemical metabolism by human UDP- glucuronosyltransferase isoforms. J. Chem. Inf. Comput. Sci. 2003, 43 (6), 2019-2024.
    • (2003) J. Chem. Inf. Comput. Sci. , vol.43 , Issue.6 , pp. 2019-2024
    • Sorich, M.J.1    Miners, J.O.2    McKinnon, R.A.3    Winkler, D.A.4    Burden, F.R.5    Smith, P.A.6
  • 73
    • 0242383466 scopus 로고    scopus 로고
    • SVCR. A support vector machine for multi-class classification
    • Angulo, C.; Parra, X.; Catala, A. K. SVCR. A support vector machine for multi-class classification. Neurocomputing 2003, 55 (1-2), 5777.
    • (2003) Neurocomputing , vol.55 , Issue.1-2 , pp. 5777
    • Angulo, C.1    Parra, X.2    Catala, A.K.3


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