A Chemometric Approach for Brain Tumor Classification Using Magnetic Resonance Imaging and Spectroscopy

Analytical Chemistry

Volumn 75, Issue 20, 2003, Pages 5352-5361

  Simonetti, Arjan W ^a   Melssen, Willem J ^a   Van der Graaf, Marinette ^b   Postma, Geert J ^a   Heerschap, Arend ^b   Buydens, Lutgarde M C ^a  

^a RADBOUD UNIVERSITY NIJMEGEN   (Netherlands)

^b RADBOUD UNIVERSITY MEDICAL CENTER   (Netherlands)

Author keywords

[No Author keywords available]

Indexed keywords

BRAIN; MAGNETIC RESONANCE IMAGING; PROBABILITY;

CHEMOMETRIC APPROACH;

TUMORS;

GADOLINIUM PENTETATE;

ARTICLE; BRAIN TUMOR; CALCULATION; CANCER DIAGNOSIS; CHEMOMETRIC ANALYSIS; CLINICAL ARTICLE; CONTRAST ENHANCEMENT; CONTROLLED STUDY; DIAGNOSTIC ACCURACY; DIAGNOSTIC VALUE; HISTOPATHOLOGY; HUMAN; NON INVASIVE MEASUREMENT; NUCLEAR MAGNETIC RESONANCE IMAGING; NUCLEAR MAGNETIC RESONANCE SPECTROSCOPY; PROBABILITY; TUMOR CLASSIFICATION;

ASPARTIC ACID; BRAIN; BRAIN CHEMISTRY; BRAIN NEOPLASMS; CEREBROSPINAL FLUID; CHOLINE; CREATINE; DISCRIMINANT ANALYSIS; FATTY ACIDS; GLIOMA; GLUTAMIC ACID; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; INOSITOL; LACTIC ACID; MAGNETIC RESONANCE IMAGING; MAGNETIC RESONANCE SPECTROSCOPY; PATIENT SELECTION; PRINCIPAL COMPONENT ANALYSIS; PROBABILITY; SENSITIVITY AND SPECIFICITY; STATISTICAL DISTRIBUTIONS;

EID: 0142072513     PISSN: 00032700     EISSN: None     Source Type: Journal    
DOI: 10.1021/ac034541t     Document Type: Article

References (28)

1. Noworolski, S. M.; Nelson, S. J.; Henry, R. G.; Day, M. R.; Wald, L. L.; Star-Lack, J.; Vigneron, D. B. Magn. Reson. Med. 1999, 41, 21-29.
2. Govindaraju, V.; Young, K.; Maudsley, A. A. NMR Biomed. 2000, 13, 129-153.
3. Rijpkema, M.; Schuuring, J.; van der Meulen, Y.; van der Graaf, M.; Bernsen, H.; Boerman, R.; van der Kogel, A.;: Heerschap. A. NMR Biomed. 2003, 16, 12-18.
4. Preul, M. C.; Caramanos, Z.; Collins, D. L.; Villemure, J.; Leblanc, R.; Olivier, A.; Pokrupa, R.; Arnold, D. L. Nat. Med. 1996, 2, 323-325.
5. Mader, I.; Roser, W.; Hagberg, G.; Schneider, M.; Sauter, R.; Seelig, J. ; Radue, E. W.; Steinbrich, W. Magn. Reson. Mater. Phys., Biol., Med. 1996, 4, 139-150.
6. Szabo De Edelenyi, F.; Rubin, C.; Estève, F.; Grand, S.; Décorps, M.; Lefournier, V.; Le Bas, J.; Rémy, C. Nat. Med. 2000, 6, 1287-1289.
7. Nelson, S. J.; Huhn, S.; Vigneron, D. B.; Day, M. R.; Wald, L. L.; Prados, M.; Chang, S.; Gutin, P. H.; Sneed, P. K.; Verhey, L.; Hawkins, R. A.; Dillon, W. P. J. Magn. Reson. Imaging 1997, 7, 1146-1152.
8. Hagberg, G. NMR Biomed. 1998, 11, 148-156.
9. El-Deredy, W. NMR Biomed. 1997, 10, 99-124.
10. Somorjai, R. L.; Nikulin, A. E.; Pizzi, N.; Jackson, D.; Scarth, G.; Dolenko, B.; Gordon, H.; Russell, P.; Lean, C. L.; Delbridge, L.; Mountford, C. E.; Smith, I. C. P. Magn. Reson. Med. 1995, 33, 257-263.
11. Meyerand, M. E.; Pipas, J. M.; Mamourian, A.; Tosteson, T. D.; Dunn, J. F. Am. J. Neuroradiol. 1999, 20, 117-123.
12. Minguillón, J.; Tate, A. R.; Arús, C.; Griffiths, J. R. Lect. Notes Comput. Sci. 2002, 2364, 282-292.
13. Tate, A. R.; Griffiths, J. P.; Martinez-Pérez, I.; Moreno, A.; Barba, I.; Cabañas, M. E.; Watson, D.; Alonso, J.; Bartumeus, F.; Isamat, F.; Ferrer, I.; Vila, F.; Ferrer, E.; Capdevila, A.; Arús, C. NMR Biomed. 1998, 11, 177-191.
14. Hagberg, G.; Burlina, A. P.; Mader, I.; Roser, W.; Radue, E. W.; Seelig, J. Magn. Reson. Med. 1995, 34, 242-252.
15. Howells, S. L.; Maxwell, R. J.; Peet, A. C.; Griffiths, J. R. Magn. Reson. Med. 1992, 28, 214-236.
16. Soher, B. J.; Young, K.; Govindaraju, V.; Maudsley, A. A. Magn. Reson. Med. 1998, 40, 822-831.
17. Bartha, R.; Drost, D. J.; Williamson, P. C. NMR Biomed. 1999, 12, 205-216.
18. Clarke, L. P.; Velthuizen, R. P.; Camacho, M. A.; Heine, J. J.; Vaidyanathan, M.; Hall, L. O.; Thatcher, R. W.; Silbiger, M. L. Magn. Reson. Imaging 1995, 13, 343-368.
19. International network for pattern recognition of tumours using magnetic resonance. http://carbon.uab.es/INTERPRET/interpret_home.shtml.
20. Frahm, J.; Merboldt, K. D.; Hanicke, W. J. Magn. Reson. 1987, 72, 502-8.
21. Simonetti, A. W.; Melssen, W. J.; van der Graaf, M.; Heerschap, A.; Buydens, L. M. C. J. Magn. Reson. 2002, 159, 151-157.
22. Pijnappel, W. W. F.; van den Boogaart, A.; de Beer, R.; van Ormondt, D. J. Magn. Reson. 1992, 97, 122-134.
23. Vanhamme, L.; Fierro, R. D.; Van Huffel, S.; de Beer, R. J. Magn. Reson. 1998, 132, 197-203.
24. Vandeginste, B. G. M.; Massart, D. L.; Buydens, L. M. C.; De Jong, S.; Lewi, P. J.; Smeyers-Verbeke, J. Handbook of Chemometrics and Qualimetrics: Part B; Elsevier: New York, 1998; Chapter 33.
25. Lukas, L.; Devos, A.; Suykens, J. A. K.; Vanhamme, L.; Van Huffel, S.; Tate, A. R.; Majós, C.; Arús, C. ESANN'2002 Proceedings: European Symposium on Artificial Neural Networks, 2002; pp 131-136.
26. Candolfi, A.; De Maesschalck, R.; Jouan-Rimbaud, D.; Hailey, P. A.; Massart, D. L. J. Pharm. Biomed. Anal. 1999, 21, 115-132.
27. Segebarth, C.; Balériaux, D.; Luyten, P. R.; den Hollander, J. A. Magn. Reson. Med. 1990, 13, 62-76.
28. Furuya, S.; Naruse, S.; Ide, M.; Morishita, H.; Kizu, O.; Ueda, S.; Maeda, T. NMR. Biomed. 1997, 10, 25-30.