메뉴 건너뛰기




Volumn 11, Issue 4-5, 1998, Pages 148-156

From magnetic resonance spectroscopy to classification of tumors. A review of pattern recognition methods

Author keywords

Classification; Magnetic resonance spectroscopy; Neoplasms; Pattern recognition; Review

Indexed keywords

ANALYTIC METHOD; ARTIFICIAL NEURAL NETWORK; CANCER CLASSIFICATION; CANCER DIAGNOSIS; CLUSTER ANALYSIS; COMPLEX FORMATION; DATA ANALYSIS; IMAGE PROCESSING; METHODOLOGY; MULTIVARIATE ANALYSIS; NUCLEAR MAGNETIC RESONANCE; PATTERN RECOGNITION; PRIORITY JOURNAL; REVIEW;

EID: 0031904449     PISSN: 09523480     EISSN: None     Source Type: Journal    
DOI: 10.1002/(SICI)1099-1492(199806/08)11:4/5<148::AID-NBM511>3.0.CO;2-4     Document Type: Review
Times cited : (94)

References (66)
  • 1
    • 0022892532 scopus 로고
    • Detection of malignant tumours: Water-suppressed proton nuclear magnetic resonance spectroscopy of plasma
    • Fossel E. T., Carr J. M. and Mc Donagh J. Detection of malignant tumours: water-suppressed proton nuclear magnetic resonance spectroscopy of plasma. N. Engl. J. Med. 315, 1369-1376 (1986).
    • (1986) N. Engl. J. Med. , vol.315 , pp. 1369-1376
    • Fossel, E.T.1    Carr, J.M.2    Mc Donagh, J.3
  • 2
    • 0026922513 scopus 로고
    • Studies of human tumors by MRS: A review
    • Negendank W. Studies of human tumors by MRS: a review. NMR Biomed. 5, 303-324 (1992).
    • (1992) NMR Biomed. , vol.5 , pp. 303-324
    • Negendank, W.1
  • 3
    • 0030039136 scopus 로고    scopus 로고
    • Introduction to in vivo MRS of cancer: New perspectives and open problems
    • Leach M. O. Introduction to in vivo MRS of cancer: new perspectives and open problems. Anticancer Res. 16, 1503-1514 (1996).
    • (1996) Anticancer Res. , vol.16 , pp. 1503-1514
    • Leach, M.O.1
  • 4
    • 0027162168 scopus 로고
    • Proton MR and human cervical neoplasia: Ex vivo spectroscopy allows distinction of invasive carcinoma of the cervix from carcinoma in situ and other preinvasive lesions
    • Delikatny E. J., Russell P., Hunter J. C., Hancock R., Atkinson K. H., van Haaften-Day C. and Mountford C. E. Proton MR and human cervical neoplasia: ex vivo spectroscopy allows distinction of invasive carcinoma of the cervix from carcinoma in situ and other preinvasive lesions. Radiology 188, 791-796 (1993).
    • (1993) Radiology , vol.188 , pp. 791-796
    • Delikatny, E.J.1    Russell, P.2    Hunter, J.C.3    Hancock, R.4    Atkinson, K.H.5    Van Haaften-Day, C.6    Mountford, C.E.7
  • 7
    • 0028224026 scopus 로고
    • Proton magnetic resonance and human thyroid neoplasia I: Discrimination between benign and malignant neoplasms
    • Russell P., Lean C. L., Delbridge L., May G. L., Dowd S. and Mountford C. E. Proton magnetic resonance and human thyroid neoplasia I: discrimination between benign and malignant neoplasms. Am. J. Med. 96, 383-388 (1994).
    • (1994) Am. J. Med. , vol.96 , pp. 383-388
    • Russell, P.1    Lean, C.L.2    Delbridge, L.3    May, G.L.4    Dowd, S.5    Mountford, C.E.6
  • 11
    • 0026612115 scopus 로고
    • 1H NMR spectroscopy studies of extracts of human cerebral neoplasms
    • 1H NMR spectroscopy studies of extracts of human cerebral neoplasms. Magn. Reson. Med. 24, 123-136 (1992).
    • (1992) Magn. Reson. Med. , vol.24 , pp. 123-136
    • Peeling, J.1    Sutherland, G.2
  • 14
    • 0028822816 scopus 로고
    • Citrate as an in vivo marker to discriminate prostate cancer from benign prostatic hyperplasia and normal prostate peripheral zone: Detection via localized proton spectroscopy
    • Kurhanewicz J., Vigneron D. B., Nelson S. J., Hricak H., MacDonald J. M., Konety B. and Narayan P. Citrate as an in vivo marker to discriminate prostate cancer from benign prostatic hyperplasia and normal prostate peripheral zone: detection via localized proton spectroscopy. Urology 45, 459-466 (1995).
    • (1995) Urology , vol.45 , pp. 459-466
    • Kurhanewicz, J.1    Vigneron, D.B.2    Nelson, S.J.3    Hricak, H.4    MacDonald, J.M.5    Konety, B.6    Narayan, P.7
  • 16
    • 0029399079 scopus 로고
    • From rodent glial precursor cell to human glial neoplasia in the oligodendrocyte-type-2 astrocyte lineage
    • Noble M., Gutowski N., Bevan K., Engel U., Linskey M., Urenjak J., Bhakoo K. and Williams S. From rodent glial precursor cell to human glial neoplasia in the oligodendrocyte-type-2 astrocyte lineage. Glia 15, 222-230 (1995).
    • (1995) Glia , vol.15 , pp. 222-230
    • Noble, M.1    Gutowski, N.2    Bevan, K.3    Engel, U.4    Linskey, M.5    Urenjak, J.6    Bhakoo, K.7    Williams, S.8
  • 17
    • 0027450301 scopus 로고
    • Proton nuclear magnetic resonance spectroscopy unambiguously identifies different neural cell types
    • Urenjak J., Williams S. R., Gadian D. G. and Noble M. Proton nuclear magnetic resonance spectroscopy unambiguously identifies different neural cell types. J. Neurosci. 13, 981-989 (1993).
    • (1993) J. Neurosci. , vol.13 , pp. 981-989
    • Urenjak, J.1    Williams, S.R.2    Gadian, D.G.3    Noble, M.4
  • 18
    • 0028891413 scopus 로고
    • Cell type specific fingerprinting of meningioma and meningeal cells by proton nuclear magnetic resonance spectroscopy
    • Florian C. L., Preece N. E., Bhakoo K. K., Williams S. R. and Noble M. D. Cell type specific fingerprinting of meningioma and meningeal cells by proton nuclear magnetic resonance spectroscopy. Cancer Res. 55, 420-427 (1995).
    • (1995) Cancer Res. , vol.55 , pp. 420-427
    • Florian, C.L.1    Preece, N.E.2    Bhakoo, K.K.3    Williams, S.R.4    Noble, M.D.5
  • 19
    • 0027184842 scopus 로고
    • A multi-parametric data analysis showing the potential of localized proton MR spectroscopy of the brain in the metabolic characterization of neurological diseases
    • Gonfort-Gouny S., Vion-Dury J., Nicoli F., Dano P., Donnet A., Grazziani N., Gastaut J. L., Grisoli F. and Cozzone P. J. A multi-parametric data analysis showing the potential of localized proton MR spectroscopy of the brain in the metabolic characterization of neurological diseases. J. Neurol. Sci. 118, 123-133 (1993).
    • (1993) J. Neurol. Sci. , vol.118 , pp. 123-133
    • Gonfort-Gouny, S.1    Vion-Dury, J.2    Nicoli, F.3    Dano, P.4    Donnet, A.5    Grazziani, N.6    Gastaut, J.L.7    Grisoli, F.8    Cozzone, P.J.9
  • 20
    • 0001984374 scopus 로고
    • Detection of cross peaks in two-dimensional NMR by cluster analysis
    • Madi Z., Meier B. U. and Ernst R. R. Detection of cross peaks in two-dimensional NMR by cluster analysis. J. Magn. Reson. 72, 584-590 (1987).
    • (1987) J. Magn. Reson. , vol.72 , pp. 584-590
    • Madi, Z.1    Meier, B.U.2    Ernst, R.R.3
  • 22
    • 4243928787 scopus 로고
    • Automated analysis of two-dimensional NMR spectra of mixtures by pattern recognition
    • Pfändler P. and Bodenhausen G. Automated analysis of two-dimensional NMR spectra of mixtures by pattern recognition. J. Magn. Reson. 70 71-78 (1986).
    • (1986) J. Magn. Reson. , vol.70 , pp. 71-78
    • Pfändler, P.1    Bodenhausen, G.2
  • 27
    • 0027564324 scopus 로고
    • NMR spectroscopy of human post mortem cerebrospinal fluid-distinction of Alzheimers disease from control using pattern recognition and statistics
    • Ghauri F. Y., Nicholson J. K., Sweatman B. C., Wood , Beddell C. R., Lindon J. C. and Cairns N. J. NMR spectroscopy of human post mortem cerebrospinal fluid-distinction of Alzheimers disease from control using pattern recognition and statistics. NMR Biomed. 6, 163-167 (1993).
    • (1993) NMR Biomed. , vol.6 , pp. 163-167
    • Ghauri, F.Y.1    Nicholson, J.K.2    Sweatman, B.C.3    Wood4    Beddell, C.R.5    Lindon, J.C.6    Cairns, N.J.7
  • 28
    • 0028083271 scopus 로고
    • Pattern recognition classification of the site of nephrotoxicity based on metabolic data derived from proton magnetic resonance spectra of urine
    • Anthony M. L., Sweatman B. C., Beddell C. R., Lindon J. C. and Nicholson J. K. Pattern recognition classification of the site of nephrotoxicity based on metabolic data derived from proton magnetic resonance spectra of urine. Molec. Pharmacol. 46, 199-211 (1994).
    • (1994) Molec. Pharmacol. , vol.46 , pp. 199-211
    • Anthony, M.L.1    Sweatman, B.C.2    Beddell, C.R.3    Lindon, J.C.4    Nicholson, J.K.5
  • 31
    • 0030055051 scopus 로고    scopus 로고
    • 1H Nuclear Magnetic Resonance spectroscopic data from human plasma
    • 1H Nuclear Magnetic Resonance spectroscopic data from human plasma. Anticancer Res. 16, 1473-1478 (1996).
    • (1996) Anticancer Res. , vol.16 , pp. 1473-1478
    • Ala-Korpela, M.1    Hiltunen, Y.2    Bell, J.D.3
  • 32
    • 0026580903 scopus 로고
    • Application of neural networks to the interpretation of laboratory data in cancer diagnosis
    • Astion M. L. and Wilding P. Application of neural networks to the interpretation of laboratory data in cancer diagnosis. Clin. Chem. 38, 34-38 (1992).
    • (1992) Clin. Chem. , vol.38 , pp. 34-38
    • Astion, M.L.1    Wilding, P.2
  • 33
    • 0025630712 scopus 로고
    • A pattern recognition approach to the comparison of PMR and clinical chemical data for classification of nephrotoxicity
    • Gartland K. P. R., Beddell C. R., Lindon J. C. and Nicholson J. K. A pattern recognition approach to the comparison of PMR and clinical chemical data for classification of nephrotoxicity. J. Pharm. Biomed. Anal. 8, 963-968 (1990).
    • (1990) J. Pharm. Biomed. Anal. , vol.8 , pp. 963-968
    • Gartland, K.P.R.1    Beddell, C.R.2    Lindon, J.C.3    Nicholson, J.K.4
  • 34
    • 0026495267 scopus 로고
    • Quantitative structure-metabolism relationships for substituted benzoic acids in the rat. Computational chemistry, NMR spectroscopy and pattern recognition studies
    • Ghauri F. Y., Blackledge C. A., Glen R. C., Sweatman B. C., Lindon J. C., Beddell C. R., Wilson I. D. and Nicholson J. K. Quantitative structure-metabolism relationships for substituted benzoic acids in the rat. Computational chemistry, NMR spectroscopy and pattern recognition studies. Biochem. Pharmacol. 44, 1935-1946 (1992).
    • (1992) Biochem. Pharmacol. , vol.44 , pp. 1935-1946
    • Ghauri, F.Y.1    Blackledge, C.A.2    Glen, R.C.3    Sweatman, B.C.4    Lindon, J.C.5    Beddell, C.R.6    Wilson, I.D.7    Nicholson, J.K.8
  • 38
    • 0027471765 scopus 로고
    • 1H nuclear magnetic resonance spectroscopy of tissue extracts and discriminant factor analysis
    • 1H nuclear magnetic resonance spectroscopy of tissue extracts and discriminant factor analysis. Magn. Reson. Med. 29, 436-440, (1993).
    • (1993) Magn. Reson. Med. , vol.29 , pp. 436-440
    • Hanaoka, H.1    Yoshioka, Y.2    Ito, I.3    Niitu, K.4    Yasuda, N.5
  • 40
    • 0029103151 scopus 로고
    • In vivo proton MR spectroscopy of human gliomas: Definition of metabolic coordinates for multi-dimensional classification
    • Hagberg G., Burlina A. P., Mader I., Roser W., Radue E. W. and Seelig J. In vivo proton MR spectroscopy of human gliomas: definition of metabolic coordinates for multi-dimensional classification. Magn. Reson. Med. 34 242-252 (1995).
    • (1995) Magn. Reson. Med. , vol.34 , pp. 242-252
    • Hagberg, G.1    Burlina, A.P.2    Mader, I.3    Roser, W.4    Radue, E.W.5    Seelig, J.6
  • 48
    • 38249002450 scopus 로고
    • Generalization performance using backpropagation algorithms applied to patterns derived from tumour MR spectra
    • Branston N. M., Maxwell R. J. and Howells S. L. Generalization performance using backpropagation algorithms applied to patterns derived from tumour MR spectra. J. Microcomp. Appl. 16, 113-123 (1993).
    • (1993) J. Microcomp. Appl. , vol.16 , pp. 113-123
    • Branston, N.M.1    Maxwell, R.J.2    Howells, S.L.3
  • 53
    • 7344240263 scopus 로고    scopus 로고
    • A novel classification strategy for the robust analysis of proton NMR spectra of tissue extracts from tumorous rat brain
    • Abstr.
    • Derr T., Monnerjahn J., Els T., Gyngell M. and Leibfritz D. A novel classification strategy for the robust analysis of proton NMR spectra of tissue extracts from tumorous rat brain. Society for Magnetic Resonance, 5th Annual Meeting. Abstr., p. 497 (1997).
    • (1997) Society for Magnetic Resonance, 5th Annual Meeting , pp. 497
    • Derr, T.1    Monnerjahn, J.2    Els, T.3    Gyngell, M.4    Leibfritz, D.5
  • 56
    • 0029661803 scopus 로고    scopus 로고
    • Simplification of dynamic NMR spectroscopy by wavelet transforms
    • Neue G. Simplification of dynamic NMR spectroscopy by wavelet transforms. Solid State Nucl. Magn. Reson. 5, 305-314 (1996).
    • (1996) Solid State Nucl. Magn. Reson. , vol.5 , pp. 305-314
    • Neue, G.1
  • 57
    • 0027836461 scopus 로고
    • On a theoretical comparison between the orthonormal discriminant vector method and discriminant analysis
    • Hamamoto Y., Kanaoka T. and Tomita S. On a theoretical comparison between the orthonormal discriminant vector method and discriminant analysis. Pattern Recognition 26, 1863-1867 (1993).
    • (1993) Pattern Recognition , vol.26 , pp. 1863-1867
    • Hamamoto, Y.1    Kanaoka, T.2    Tomita, S.3
  • 60
    • 7344230350 scopus 로고
    • Time well spent: Pre-processing of MR spectra for greater classification accuracy
    • Abstr.
    • Dolenko B. and Somorjai R. L. Time well spent: pre-processing of MR spectra for greater classification accuracy. Society for Magnetic Resonance, 3rd Annual Meeting. Abstr., p. 1936 (1995).
    • (1995) Society for Magnetic Resonance, 3rd Annual Meeting , pp. 1936
    • Dolenko, B.1    Somorjai, R.L.2
  • 61
    • 0344289963 scopus 로고
    • To burnish tarnished gold standards: A classification strategy for MR spectra as applied to human brain neoplasm diagnosis
    • Abstr.
    • Pizzi N. and Somorjai R. To burnish tarnished gold standards: a classification strategy for MR spectra as applied to human brain neoplasm diagnosis. Society for Magnetic Resonance, 3rd Annual Meeting. Abstr., p. 1937 (1995).
    • (1995) Society for Magnetic Resonance, 3rd Annual Meeting , pp. 1937
    • Pizzi, N.1    Somorjai, R.2
  • 62
    • 7344244706 scopus 로고    scopus 로고
    • Robust adjustment of tarnished gold standards: Classifying MR spectra of human brain neoplasms
    • Abstr.
    • Pizzi N. Robust adjustment of tarnished gold standards: classifying MR spectra of human brain neoplasms. Society for Magnetic Resonance, 5th Annual Meeting. Abstr., p. 1377 (1997).
    • (1997) Society for Magnetic Resonance, 5th Annual Meeting , pp. 1377
    • Pizzi, N.1
  • 64
    • 7344265859 scopus 로고
    • Self-organizing neural networks for classification of short echo time in vivo proton NMR spectra
    • Abstr.
    • Tyszka J. M., Terk M. R. and Pressman B. Self-organizing neural networks for classification of short echo time in vivo proton NMR spectra Society for Magnetic Resonance, 5th Annual Meeting. Abstr., p. 1950 (1995).
    • (1995) Society for Magnetic Resonance, 5th Annual Meeting , pp. 1950
    • Tyszka, J.M.1    Terk, M.R.2    Pressman, B.3
  • 65
    • 0003163486 scopus 로고    scopus 로고
    • Statistical pattern recognition for the analysis of biomedical magnetic resonance spectra
    • Tate A. R. Statistical pattern recognition for the analysis of biomedical magnetic resonance spectra. J. Magn. Reson. Anal. 3, 63-78 (1996).
    • (1996) J. Magn. Reson. Anal. , vol.3 , pp. 63-78
    • Tate, A.R.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.