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Volumn 98, Issue 2, 2009, Pages 149-161

Self Organising Maps for variable selection: Application to human saliva analysed by nuclear magnetic resonance spectroscopy to investigate the effect of an oral healthcare product

Author keywords

Metabolic profiling; Nuclear magnetic resonance spectroscopy; Pattern recognition; Saliva; Self Organising Maps; Variable selection

Indexed keywords

BIOLOGICAL MARKER;

EID: 69349088267     PISSN: 01697439     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.chemolab.2009.06.002     Document Type: Article
Times cited : (42)

References (37)
  • 1
    • 11144325691 scopus 로고
    • Partial least squares regression - a tutorial
    • Geladi P., and Kowalski B.R. Partial least squares regression - a tutorial. Anal. Chim. Acta. 185 (1986) 1-17
    • (1986) Anal. Chim. Acta. , vol.185 , pp. 1-17
    • Geladi, P.1    Kowalski, B.R.2
  • 3
    • 0033694808 scopus 로고    scopus 로고
    • Introduction to multivariate calibration in analytical chemistry
    • Brereton R.G. Introduction to multivariate calibration in analytical chemistry. Analyst 125 (2000) 2125-2154
    • (2000) Analyst , vol.125 , pp. 2125-2154
    • Brereton, R.G.1
  • 7
    • 0033580113 scopus 로고    scopus 로고
    • Using contrasts as data pretreatment method in pattern recognition of multivariate data
    • Wu W., Guo Q., Jouan-Rimbaud D., and Massart D.L. Using contrasts as data pretreatment method in pattern recognition of multivariate data. Chemom. Intell. Lab. Syst. 45 (1999) 39-53
    • (1999) Chemom. Intell. Lab. Syst. , vol.45 , pp. 39-53
    • Wu, W.1    Guo, Q.2    Jouan-Rimbaud, D.3    Massart, D.L.4
  • 8
    • 33748603444 scopus 로고    scopus 로고
    • Metabolomics: current technologies and future trends
    • Hollywood K., Brison D.R., and Goodacre R. Metabolomics: current technologies and future trends. Proteomics 6 (2006) 4716-4723
    • (2006) Proteomics , vol.6 , pp. 4716-4723
    • Hollywood, K.1    Brison, D.R.2    Goodacre, R.3
  • 10
    • 34248592935 scopus 로고    scopus 로고
    • Pattern recognition of gas chromatography mass spectrometry of human volatiles in sweat to distinguish the sex of subjects and determine potential discriminatory marker peaks
    • Dixon S.J., Xu Y., Brereton R.G., Soini H.A., Novotny M.V., Oberzaucher E., Grammer K., and Penn D.J. Pattern recognition of gas chromatography mass spectrometry of human volatiles in sweat to distinguish the sex of subjects and determine potential discriminatory marker peaks. Chemom. Intell. Lab. Syst. 87 (2007) 161-172
    • (2007) Chemom. Intell. Lab. Syst. , vol.87 , pp. 161-172
    • Dixon, S.J.1    Xu, Y.2    Brereton, R.G.3    Soini, H.A.4    Novotny, M.V.5    Oberzaucher, E.6    Grammer, K.7    Penn, D.J.8
  • 12
    • 1842716662 scopus 로고    scopus 로고
    • Metabolic fingerprinting of wild type and transgenic tobacco plants by 1H NMR and multivariate analysis technique
    • Choi H.K., Choi Y.H., Verberne M., Lefeber A.W.M., Erkelens C., and Verpoort R. Metabolic fingerprinting of wild type and transgenic tobacco plants by 1H NMR and multivariate analysis technique. Phytochemistry 65 (2004) 857-864
    • (2004) Phytochemistry , vol.65 , pp. 857-864
    • Choi, H.K.1    Choi, Y.H.2    Verberne, M.3    Lefeber, A.W.M.4    Erkelens, C.5    Verpoort, R.6
  • 13
    • 57649230971 scopus 로고    scopus 로고
    • Consensus multivariate methods in gas chromatography mass spectrometry and denaturing gradient gel electrophoresis: MHC-congenic and other strains of mice can be classified according to the profiles of volatiles and microflora in their scent-marks
    • Zomer S., Dixon S.J., Xu Y., Jensen S.P., Wang H., Lanyon C.V., O'Donnell A.G., Clare A.S., Gosling L.M., Penn D.J., and Brereton R.G. Consensus multivariate methods in gas chromatography mass spectrometry and denaturing gradient gel electrophoresis: MHC-congenic and other strains of mice can be classified according to the profiles of volatiles and microflora in their scent-marks. Analyst 134 (2009) 114-123
    • (2009) Analyst , vol.134 , pp. 114-123
    • Zomer, S.1    Dixon, S.J.2    Xu, Y.3    Jensen, S.P.4    Wang, H.5    Lanyon, C.V.6    O'Donnell, A.G.7    Clare, A.S.8    Gosling, L.M.9    Penn, D.J.10    Brereton, R.G.11
  • 15
    • 0020068152 scopus 로고
    • Self-organized formation of topologically correct feature maps
    • Kohonen T. Self-organized formation of topologically correct feature maps. Biol. Cybern. 43 (1982) 59-69
    • (1982) Biol. Cybern. , vol.43 , pp. 59-69
    • Kohonen, T.1
  • 17
    • 34548537453 scopus 로고    scopus 로고
    • Use of different artificial neural networks to resolve binary blends of monocultivar Italian olive oils
    • Marini F., Magrìa A.L., Buccia R., and Magrìa A.D. Use of different artificial neural networks to resolve binary blends of monocultivar Italian olive oils. Anal. Chim. Acta 599 (2007) 232-240
    • (2007) Anal. Chim. Acta , vol.599 , pp. 232-240
    • Marini, F.1    Magrìa, A.L.2    Buccia, R.3    Magrìa, A.D.4
  • 18
    • 33846959867 scopus 로고    scopus 로고
    • Conformational analysis of lipid molecules by self-organizing maps
    • Murtola T., Kupiainen M., Falck E., and Vattulainen I. Conformational analysis of lipid molecules by self-organizing maps. J. Chem. Phys. 126 (2007) 054707
    • (2007) J. Chem. Phys. , vol.126 , pp. 054707
    • Murtola, T.1    Kupiainen, M.2    Falck, E.3    Vattulainen, I.4
  • 20
    • 33845462550 scopus 로고    scopus 로고
    • Support Vector Machines: a recent method for classification in chemometrics
    • Xu Y., Zomer S., and Brereton R.G. Support Vector Machines: a recent method for classification in chemometrics. Crit. Rev. Anal. Chem. 36 (2006) 177-188
    • (2006) Crit. Rev. Anal. Chem. , vol.36 , pp. 177-188
    • Xu, Y.1    Zomer, S.2    Brereton, R.G.3
  • 21
    • 34547678003 scopus 로고    scopus 로고
    • Learning vector quantization for multi-class classification: application to characterization of plastics
    • Lloyd G.R., Faria R., Brereton R.G., and Duncan J.C. Learning vector quantization for multi-class classification: application to characterization of plastics. J. Chem. Inf. Model. 47 (2007) 1553-1563
    • (2007) J. Chem. Inf. Model. , vol.47 , pp. 1553-1563
    • Lloyd, G.R.1    Faria, R.2    Brereton, R.G.3    Duncan, J.C.4
  • 22
    • 37549004373 scopus 로고    scopus 로고
    • Self-organizing algorithm for classification of packaged fresh vegetable potentially contaminated with foodborne pathogens
    • Siripatrawan U. Self-organizing algorithm for classification of packaged fresh vegetable potentially contaminated with foodborne pathogens. Sens. Actuators B-Chem. 128 (2008) 435-411
    • (2008) Sens. Actuators B-Chem. , vol.128 , pp. 435-411
    • Siripatrawan, U.1
  • 23
    • 47749084337 scopus 로고    scopus 로고
    • Self Organising Maps for distinguishing polymer groups using thermal response curves obtained by dynamic mechanical analysis
    • Lloyd G.R., Brereton R.G., and Duncan J.C. Self Organising Maps for distinguishing polymer groups using thermal response curves obtained by dynamic mechanical analysis. Analyst 133 (2008) 1046-1059
    • (2008) Analyst , vol.133 , pp. 1046-1059
    • Lloyd, G.R.1    Brereton, R.G.2    Duncan, J.C.3
  • 26
    • 69349103653 scopus 로고    scopus 로고
    • B. Lefebvre, Intelligent Bucketing for Metabonomics, ACD/Labs Technical Note, 2004.
    • B. Lefebvre, Intelligent Bucketing for Metabonomics, ACD/Labs Technical Note, 2004.
  • 29
    • 38049168357 scopus 로고    scopus 로고
    • SOM-based data visualization methods
    • Vesanto J. SOM-based data visualization methods. Intell. Data Anal. 3 (1999) 111-126
    • (1999) Intell. Data Anal. , vol.3 , pp. 111-126
    • Vesanto, J.1
  • 30
    • 28944437860 scopus 로고    scopus 로고
    • Supervised self-organizing maps in drug discovery. 1. Robust behavior with overdetermined data sets
    • Xiao Y.D., Clauset A., Harris R., Bayram E., Santago P., and Schmitt J.D. Supervised self-organizing maps in drug discovery. 1. Robust behavior with overdetermined data sets. J. Chem. Inf. Model. 45 (2005) 1749-1758
    • (2005) J. Chem. Inf. Model. , vol.45 , pp. 1749-1758
    • Xiao, Y.D.1    Clauset, A.2    Harris, R.3    Bayram, E.4    Santago, P.5    Schmitt, J.D.6
  • 31
    • 0029818325 scopus 로고    scopus 로고
    • Feature selection for the discrimination between pollution types with partial least squares modelling
    • Baldovin A., Wu W., Centner V., Jouan-Rimbaud D., Massart D.L., Favretto L., and Turello A. Feature selection for the discrimination between pollution types with partial least squares modelling. Analyst 121 (1996) 1603-1608
    • (1996) Analyst , vol.121 , pp. 1603-1608
    • Baldovin, A.1    Wu, W.2    Centner, V.3    Jouan-Rimbaud, D.4    Massart, D.L.5    Favretto, L.6    Turello, A.7
  • 32
    • 0000302531 scopus 로고    scopus 로고
    • Bootstrapping principal component regression models
    • Wehrens R., and Van Der Linden W.E. Bootstrapping principal component regression models. J. Chemom. 11 (1997) 157-171
    • (1997) J. Chemom. , vol.11 , pp. 157-171
    • Wehrens, R.1    Van Der Linden, W.E.2
  • 34
    • 36048989957 scopus 로고    scopus 로고
    • Comparison of human axillary odour profiles obtained by gas chromatography/mass spectrometry and skin microbial profiles obtained by denaturing gradient gel electrophoresis using multivariate pattern recognition
    • Xu Y., Dixon S.J., Brereton R.G., Soini H.A., Novotny M.V., Trebesius K., Bergmaier I., Oberzaucher E., Grammer K., and Penn D.J. Comparison of human axillary odour profiles obtained by gas chromatography/mass spectrometry and skin microbial profiles obtained by denaturing gradient gel electrophoresis using multivariate pattern recognition. Metabolomics 3 (2007) 427-437
    • (2007) Metabolomics , vol.3 , pp. 427-437
    • Xu, Y.1    Dixon, S.J.2    Brereton, R.G.3    Soini, H.A.4    Novotny, M.V.5    Trebesius, K.6    Bergmaier, I.7    Oberzaucher, E.8    Grammer, K.9    Penn, D.J.10
  • 35
    • 0031075676 scopus 로고    scopus 로고
    • Oxyhalogen-sulfur chemistry: oxidation of taurine by chlorite in acidic medium
    • Chinake C.R., and Simoyi R.H. Oxyhalogen-sulfur chemistry: oxidation of taurine by chlorite in acidic medium. J. Phys. Chem. B 101 (1997) 1207-1214
    • (1997) J. Phys. Chem. B , vol.101 , pp. 1207-1214
    • Chinake, C.R.1    Simoyi, R.H.2
  • 36
    • 0030984596 scopus 로고    scopus 로고
    • Multicomponent spectroscopic investigations of salivary antioxidant consumption by an oral rinse preparation containing the stable free radical species chlorine dioxide (ClO2•)
    • Lynch E., Sheerin A., Claxson A.W.D., Atherton M.D., Rhodes C.J., Silwood C.J.L., Naughton D.P., and Grootveld M. Multicomponent spectroscopic investigations of salivary antioxidant consumption by an oral rinse preparation containing the stable free radical species chlorine dioxide (ClO2•). Free Radic. Res. 26 (1997) 209-234
    • (1997) Free Radic. Res. , vol.26 , pp. 209-234
    • Lynch, E.1    Sheerin, A.2    Claxson, A.W.D.3    Atherton, M.D.4    Rhodes, C.J.5    Silwood, C.J.L.6    Naughton, D.P.7    Grootveld, M.8
  • 37
    • 0032570808 scopus 로고    scopus 로고
    • Human neutrophils employ the myeloperoxidase-hydrogen peroxide-chloride system to oxidize α-amino acids to a family of reactive aldehydes
    • Hazen S.L., d'Avignon A., Anderson M.M., Hsu F.F., and Heinecke J.W. Human neutrophils employ the myeloperoxidase-hydrogen peroxide-chloride system to oxidize α-amino acids to a family of reactive aldehydes. J. Biol. Chem. 273 (1998) 4997-5005
    • (1998) J. Biol. Chem. , vol.273 , pp. 4997-5005
    • Hazen, S.L.1    d'Avignon, A.2    Anderson, M.M.3    Hsu, F.F.4    Heinecke, J.W.5


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