메뉴 건너뛰기




Volumn 21, Issue 10, 2008, Pages 1112-1125

The effect of combining two echo times in automatic brain tumor classification by MRS

Author keywords

1H MRS; Brain; Cancer; Decision support systems; Long TE; Pattern recognition; Short TE

Indexed keywords

1H MRS; BRAIN TUMOR CLASSIFICATIONS; CANCER; LEAST SQUARES SUPPORT VECTOR MACHINES; LINEAR DISCRIMINANT ANALYSIS; PRINCIPAL COMPONENTS ANALYSIS; SHORT TE; SIGNIFICANT DIFFERENCES;

EID: 59849101175     PISSN: 09523480     EISSN: 10991492     Source Type: Journal    
DOI: 10.1002/nbm.1288     Document Type: Article
Times cited : (38)

References (49)
  • 1
    • 0043131975 scopus 로고    scopus 로고
    • 1H MR spectroscopy of brain tumours and masses
    • Howe FA, Opstad KS. 1H MR spectroscopy of brain tumours and masses. NMR Biomed. 2003; 16(3): 123-131.
    • (2003) NMR Biomed. , vol.16 , Issue.3 , pp. 123-131
    • Howe, F.A.1    Opstad, K.S.2
  • 2
    • 33745523113 scopus 로고    scopus 로고
    • Comparison between neuroima-ging classifications and histopathological diagnoses using an international multicenter brain tumor magnetic resonance imaging database
    • Julia-Sape M, Acosta D, Majos C, Moreno-Torres A, Wesseling P, Acebes JJ, Griffiths JR, Arús C. Comparison between neuroima-ging classifications and histopathological diagnoses using an international multicenter brain tumor magnetic resonance imaging database. J. Neurosurg. 2006; 105(1): 6-14.
    • (2006) J. Neurosurg. , vol.105 , Issue.1 , pp. 6-14
    • Julia-Sape, M.1    Acosta, D.2    Majos, C.3    Moreno-Torres, A.4    Wesseling, P.5    Acebes, J.J.6    Griffiths, J.R.7    Arús, C.8
  • 3
    • 33745726471 scopus 로고    scopus 로고
    • Impact of evidence-based medicine on magnetic resonance spectroscopy
    • Lin AP, Tran TT, Ross BD. Impact of evidence-based medicine on magnetic resonance spectroscopy. NMR Biomed. 2006; 19(4): 476-483.
    • (2006) NMR Biomed. , vol.19 , Issue.4 , pp. 476-483
    • Lin, A.P.1    Tran, T.T.2    Ross, B.D.3
  • 6
    • 0034877123 scopus 로고    scopus 로고
    • Magnetic resonance spec-troscopy of brain hemangiopericytomas: high myoinositol con¬centrations and discrimination from meningiomas
    • Barba I, Moreno A, Martinez-Perez I, Tate AR, Cabanas ME, Baquero M, Capdevila A, Arús C. Magnetic resonance spec-troscopy of brain hemangiopericytomas: high myoinositol con¬centrations and discrimination from meningiomas. J. Neurosurg. 2001; 94(1): 55-60.
    • (2001) J. Neurosurg. , vol.94 , Issue.1 , pp. 55-60
    • Barba, I.1    Moreno, A.2    Martinez-Perez, I.3    Tate, A.R.4    Cabanas, M.E.5    Baquero, M.6    Capdevila, A.7    Arús, C.8
  • 7
    • 0038517038 scopus 로고    scopus 로고
    • Proton MR spectroscopy of gliomatosis cerebri: case report of elevated myoinositol with normal choline levels
    • Saraf-Lavi E, Bowen BC, Pattany PM, Sklar EML, Murdoch JB, Petito CK. Proton MR spectroscopy of gliomatosis cerebri: case report of elevated myoinositol with normal choline levels. AJNR Am J Neuroradiol. 2003; 24(5): 946-951.
    • (2003) AJNR Am J Neuroradiol. , vol.24 , Issue.5 , pp. 946-951
    • Saraf-Lavi, E.1    Bowen, B.C.2    Pattany, P.M.3    Sklar, E.M.L.4    Murdoch, J.B.5    Petito, C.K.6
  • 9
    • 0034855679 scopus 로고    scopus 로고
    • Differentiation between high-grade glioma and meta-static brain tumor using single-voxel proton MR spectroscopy
    • Ishimaru H, Morikawa M, Iwanaga S, Kaminogo M, Ochi M, Hayashi K. Differentiation between high-grade glioma and meta-static brain tumor using single-voxel proton MR spectroscopy. Eur Radiol. 2001; 11(9): 1784-1791.
    • (2001) Eur Radiol. , vol.11 , Issue.9 , pp. 1784-1791
    • Ishimaru, H.1    Morikawa, M.2    Iwanaga, S.3    Kaminogo, M.4    Ochi, M.5    Hayashi, K.6
  • 11
    • 0035020176 scopus 로고    scopus 로고
    • Diagnostic potential of short echo time MR spectroscopy of gliomas with single-voxel and point-resolved spatially localised proton spectroscopy of brain
    • Kaminogo M, Ishimaru H, Morikawa M, Ochi M, Ushijima R, Tani M, Matsuo Y, Kawakubo J, Shibata S. Diagnostic potential of short echo time MR spectroscopy of gliomas with single-voxel and point-resolved spatially localised proton spectroscopy of brain. Neuroradiology. 2001; 43(5): 353-363.
    • (2001) Neuroradiology. , vol.43 , Issue.5 , pp. 353-363
    • Kaminogo, M.1    Ishimaru, H.2    Morikawa, M.3    Ochi, M.4    Ushijima, R.5    Tani, M.6    Matsuo, Y.7    Kawakubo, J.8    Shibata, S.9
  • 13
    • 0031753887 scopus 로고    scopus 로고
    • Localized MR spectroscopy: basic principles
    • Kwock L. Localized MR spectroscopy: basic principles. Neuroi-maging Clin N Am. 1998; 8(4): 713-731.
    • (1998) Neuroi-maging Clin N Am. , vol.8 , Issue.4 , pp. 713-731
    • Kwock, L.1
  • 14
    • 23844457954 scopus 로고    scopus 로고
    • vivo magnetic resonance spectroscopy in cancer
    • Gillies RJ, Morse DL. In vivo magnetic resonance spectroscopy in cancer. Annu Rev Biomed Eng 2005; 7: 287-326.
    • (2005) Annu Rev Biomed Eng , vol.7 , pp. 287-326
    • Gillies, R.J.1    Morse, D.L.2
  • 15
    • 33746901239 scopus 로고    scopus 로고
    • The use of artificial neural networks in decision support in cancer: a systematic review
    • Lisboa PJ, Taktak AFG. The use of artificial neural networks in decision support in cancer: a systematic review. Neural Netw. 2006; 19(4): 408-415.
    • (2006) Neural Netw. , vol.19 , Issue.4 , pp. 408-415
    • Lisboa, P.J.1    Taktak, A.F.G.2
  • 16
    • 0031904449 scopus 로고    scopus 로고
    • From magnetic resonance spectroscopy to classifi¬cation of tumors. A. review of pattern recognition methods
    • Hagberg G. From magnetic resonance spectroscopy to classifi¬cation of tumors. A. review of pattern recognition methods. NMR Biomed. 1998; 11(4-5): 148-156.
    • (1998) NMR Biomed. , vol.11 , Issue.4-5 , pp. 148-156
    • Hagberg, G.1
  • 17
    • 33747330599 scopus 로고    scopus 로고
    • Optimal classification of long echo time in vivo magnetic resonance spectra in the detection of recurrent brain tumors
    • Menze BH, Lichy MP, Bachert P, Kelm BM, Schlemmer HP, Hamprecht FA. Optimal classification of long echo time in vivo magnetic resonance spectra in the detection of recurrent brain tumors. NMR Biomed 2006; 19(5): 599-609.
    • (2006) NMR Biomed , vol.19 , Issue.5 , pp. 599-609
    • Menze, B.H.1    Lichy, M.P.2    Bachert, P.3    Kelm, B.M.4    Schlemmer, H.P.5    Hamprecht, F.A.6
  • 18
    • 14844309642 scopus 로고    scopus 로고
    • Combination of feature-reduced MR spectroscopic and MR imaging data for improved brain tumor classification (clinical trial)
    • Simonetti AW, Meissen WJ, Szabo de Edelenyi F, van Asten JJA, Heerschap A, Buydens LMC. Combination of feature-reduced MR spectroscopic and MR imaging data for improved brain tumor classification (clinical trial). NMR Biomed 2005; 18(1): 34-43.
    • (2005) NMR Biomed , vol.18 , Issue.1 , pp. 34-43
    • Simonetti, A.W.1    Meissen, W.J.2    Szabo de Edelenyi, F.3    van Asten, J.J.A.4    Heerschap, A.5    Buydens, L.M.C.6
  • 19
    • 0037438563 scopus 로고    scopus 로고
    • Tumour grading from mag¬netic resonance spectroscopy: a comparison of feature extraction with variable selection
    • Huang Y, Lisboa PJG, El-Deredy W. Tumour grading from mag¬netic resonance spectroscopy: a comparison of feature extraction with variable selection. Stat Med. 2003; 22(1): 147-164.
    • (2003) Stat Med. , vol.22 , Issue.1 , pp. 147-164
    • Huang, Y.1    Lisboa, P.J.G.2    El-Deredy, W.3
  • 22
    • 0032638628 scopus 로고    scopus 로고
    • Least squares support vector machine classifiers
    • Suykens JAK, Vandewalle J. Least squares support vector machine classifiers. Neural Process. Lett. 1999; 9(3): 293-300.
    • (1999) Neural Process. Lett. , vol.9 , Issue.3 , pp. 293-300
    • Suykens, J.A.K.1    Vandewalle, J.2
  • 23
    • 37349122127 scopus 로고    scopus 로고
    • Linear discriminant analysis of brain tumour (1)h mr spectra: a compari-son of classification using whole spectra versus metabolite quanti¬fication
    • Opstad KS, Ladroue C, Bell BA, Griffiths JR, Howe FA. Linear discriminant analysis of brain tumour (1)h mr spectra: a compari-son of classification using whole spectra versus metabolite quanti¬fication. NMR Biomed. 2007; 20(8): 763-770.
    • (2007) NMR Biomed. , vol.20 , Issue.8 , pp. 763-770
    • Opstad, K.S.1    Ladroue, C.2    Bell, B.A.3    Griffiths, J.R.4    Howe, F.A.5
  • 24
  • 25
    • 33644534475 scopus 로고    scopus 로고
    • A multi-centre, web-accessible and quality control-checked database of in vivo MR spectra of brain tumour patients
    • Julia-Sape M, Acosta D, Mier M, Arús C, Watson D. A multi-centre, web-accessible and quality control-checked database of in vivo MR spectra of brain tumour patients. Magn Reson Mater Phy. 2006; 19(1): 22-33.
    • (2006) Magn Reson Mater Phy. , vol.19 , Issue.1 , pp. 22-33
    • Julia-Sape, M.1    Acosta, D.2    Mier, M.3    Arús, C.4    Watson, D.5
  • 27
    • 0025340810 scopus 로고
    • vivo proton spectroscopy in presence of eddy currents
    • Klose U. In vivo proton spectroscopy in presence of eddy currents. Magn Reson Med. 1990; 14(1): 26-30.
    • (1990) Magn Reson Med. , vol.14 , Issue.1 , pp. 26-30
    • Klose, U.1
  • 28
    • 37349023617 scopus 로고    scopus 로고
    • Long and short echo time proton magnetic resonance spectroscopic imaging of the healthy aging brain
    • McIntyre DJO, Charlton RA, Markus HS, Howe FA. Long and short echo time proton magnetic resonance spectroscopic imaging of the healthy aging brain. J. Magn Reson Imaging. 2007; 26(6): 1596-1606.
    • (2007) J. Magn Reson Imaging. , vol.26 , Issue.6 , pp. 1596-1606
    • McIntyre, D.J.O.1    Charlton, R.A.2    Markus, H.S.3    Howe, F.A.4
  • 33
    • 85146422424 scopus 로고
    • Proceedings of the Ninth International Conference on Machine Learning, Morgan Kaufmann: San Francisco, CA
    • Kira K, Rendell L. A practical approach to feature selection. In Proceedings of the Ninth International Conference on Machine Learning, Morgan Kaufmann: San Francisco, CA, 1992; 249-256.
    • (1992) A practical approach to feature selection , pp. 249-256
    • Kira, K.1    Rendell, L.2
  • 34
    • 84992726552 scopus 로고
    • Estimating attributes: Analysis and extensions of RELIEF
    • Kononenko I. Estimating attributes: Analysis and extensions of RELIEF. Lecture Notes in Computer Science, 1994; 784: 171-182.
    • (1994) Lecture Notes in Computer Science , vol.784 , pp. 171-182
    • Kononenko, I.1
  • 35
    • 0141990695 scopus 로고    scopus 로고
    • Theoretical and empirical analysis of relieff and rrelieff
    • Robnikikonja M, Kononenko I. Theoretical and empirical analysis of relieff and rrelieff. Mach. Learn. 2003; 53(1-2): 23-69.
    • (2003) Mach. Learn. , vol.53 , Issue.1-2 , pp. 23-69
    • Robnikikonja, M.1    Kononenko, I.2
  • 37
    • 0022855265 scopus 로고
    • Statistical methods in medical diagnosis
    • Begg CB. Statistical methods in medical diagnosis. Crit Rev Med Inform. 1986; 1(1): 1-22.
    • (1986) Crit Rev Med Inform. , vol.1 , Issue.1 , pp. 1-22
    • Begg, C.B.1
  • 38
    • 33646856024 scopus 로고    scopus 로고
    • Avoiding model selection bias in small-sample genomic datasets
    • Berrar D, Bradbury I, Dubitzky W. Avoiding model selection bias in small-sample genomic datasets. Bioinformatics. 2006; 22(10): 1245-1250.
    • (2006) Bioinformatics. , vol.22 , Issue.10 , pp. 1245-1250
    • Berrar, D.1    Bradbury, I.2    Dubitzky, W.3
  • 39
    • 0028060589 scopus 로고
    • Proton magnetic resonance spectroscopy of brain tumors: an in vitro study
    • Kinoshita Y, Kajiwara H, Yokota A, Koga Y. Proton magnetic resonance spectroscopy of brain tumors: an in vitro study. Neu- rosurgery 1994; 35(4): 606-613.
    • (1994) Neurosurgery , vol.35 , Issue.4 , pp. 606-613
    • Kinoshita, Y.1    Kajiwara, H.2    Yokota, A.3    Koga, Y.4
  • 47
    • 0033997723 scopus 로고    scopus 로고
    • Proton mr spectroscopy and preoperative diagnostic accuracy: an evaluation of intracranial mass lesions characterized by stereotactic biopsy findings
    • Burtscher IM, Skagerberg G, Geijer B, Englund E, Stahlberg F, Holtas S. Proton mr spectroscopy and preoperative diagnostic accuracy: an evaluation of intracranial mass lesions characterized by stereotactic biopsy findings. AJNR Am J Neuroradiol. 2000; 21(1): 84-93.
    • (2000) AJNR Am J Neuroradiol. , vol.21 , Issue.1 , pp. 84-93
    • Burtscher, I.M.1    Skagerberg, G.2    Geijer, B.3    Englund, E.4    Stahlberg, F.5    Holtas, S.6
  • 48
    • 0036186445 scopus 로고    scopus 로고
    • High-grade gliomas and solitary metastases: differentiation by using perfusion and proton spectroscopic mr imaging
    • Law M, Cha S, Knopp EA, Johnson G, Arnett J, Litt AW. High-grade gliomas and solitary metastases: differentiation by using perfusion and proton spectroscopic mr imaging. Radiology. 2002; 222(3): 715-721.
    • (2002) Radiology. , vol.222 , Issue.3 , pp. 715-721
    • Law, M.1    Cha, S.2    Knopp, E.A.3    Johnson, G.4    Arnett, J.5    Litt, A.W.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.