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Accurate, noninvasive diagnosis of human brain tumors by using proton magnetic resonance spectroscopy

Abstract

Although conventional proton magnetic resonance imaging has increased our ability to detect brain tumors, it has not enhanced to nearly the same degree our ability to diagnose tumor type1. Proton magnetic resonance spectroscopy is a safe, noninvasive means of performing biochemical analyses in vivo2. Using this technique, we characterized and classified tissue from normal brains, as well as tissue from the five most common types of adult supratentorial brain tumors. These six tissue types differed in their pattern across the six metabolites measured. ‘Leaving–one–out’ linear discriminant analyses based on these resonance profiles correctly classified 104 of 105 spectra, and, whereas conventional preoperative clinical diagnosis misclassified 20 of 91 tumors, the linear discriminant analysis approach missed only 1. Thus, we have found that a pattern–recognition analysis of the biochemical information obtained from proton magnetic resonance spectroscopy can enable accurate, noninvasive diagnosis of the most prevalent types of supratentorial brain tumors.

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References

  1. Atlas, S.W. Intraaxial brain tumours, in Magnetic Resonance Imaging of the Brain and Spine (ed. Atlas, S.W.) 223–326 (Raven, New York, 1991).

    Google Scholar 

  2. Arnold, D.L. & Matthews, P.M. Practical aspects of clinical applications of MRS in the brain. in MR Spectroscopy: Clinical Applications and Techniques (eds. Young, I.R. & Charles, H.C.) 139–159 (Martin Dunitz, London, 1996).

    Google Scholar 

  3. Kondziolka, D., Lunsford, L.D. & Martinez, A.J. Unreliability of contemporary neurodiagnostic imaging in evaluating suspected adult supratentorial (lowgrade) astrocytoma. J. Neurosurg. 79, 533–536 (1993).

    Article  CAS  Google Scholar 

  4. Chandrasoma, P.T. Pathologic evaluation of imaging directed stereotactic biopsy materials. in Malignant Cerebral Glioma (ed. Apuzzo, M.L.J.) 129–140 (American Association of Neurological Surgeons, Park Ridge, Illinois, 1990).

    Google Scholar 

  5. Arnold, D.L., Shoubridge, E.A., Villemure, J.G. & Feindel, W. Proton and phosphorus magnetic resonance spectroscopy of human astrocytomas in vivo. NMR Biomed. 3, 184–189 (1990).

    Article  CAS  Google Scholar 

  6. Segebarth, C.M., Baleriaux, D.F. & Luyten, P.R. & den Hollander, J.A. Detection of metabolic heterogeneity of human inracranial tumours in vivo by 1H NMR spectroscopic imaging. NMR Biomed. 13, 62–76 (1990).

    CAS  Google Scholar 

  7. Kugel, H. et al. Human brain tumors: Spectral patterns detected with localized H-1 MR spectroscopy. Radiology 183, 701–709 (1992).

    Article  CAS  Google Scholar 

  8. Gill, S.S. et al. Proton MR spectroscopy of intracranial tumours: in vivo and in vitro studies. J. Comput. Assist. Tomogr. 14, 497–504 (1990).

    Article  CAS  Google Scholar 

  9. Bruhn, H. et al. Noninvasive differentiation of tumors with use of localized H-1 MR spectroscopy in vivo: initial experience in patients with cerebral tumors. Radiology 172, 541–548 (1989).

    Article  CAS  Google Scholar 

  10. Peeling, J. & Sutherland, G. High-resolution NMR spectroscopy studies of extracts of human cerebral neoplasms. NMR Biomed. 24, 123–136 (1992).

    CAS  Google Scholar 

  11. Simmons, M.L., Frondoza, C.G. & Coyle, J.T. Immunocytochemical localization of N-acetyl-aspartate with monoclonal antibodies. Neuroscience 45, 37–45 (1991).

    Article  CAS  Google Scholar 

  12. Brooks, D.J. et al. Studies on the transport of K+, glucose, and albumin across the blood brain barrier in man using positron emission tomography. in Carrier Mediated Transport of Solutes from Blood to Tissue (eds. Yudilevich, D.L. & Mann, G.E.) 195–202 (Longman, New York, 1985).

    Google Scholar 

  13. DiChiro, G. Brain imaging of glucose utilization in cerebral tumors. in Brain Imaging and Brain Function (ed Sokoloff, L.) 185–197 (Raven, NewYork, 1985).

    Google Scholar 

  14. Behar, K.L., Rothman, D.L., Spencer, D.D., Petroff, O.A.C. Analysis of macromolecule resonances in 1H NMR spectra of human brain. Magnet. Reson. Med. 32, 294–302 (1994).

    Article  CAS  Google Scholar 

  15. Preul, M.C., Collins, D.L. & Arnold, D.L. Differential diagnosis of human intracranial tumours in vivo using 1H-MR spectroscopic imaging and feature space for spectral pattern recognition. in Magnetic Resonance Scanning and Epilepsy (eds Shorvon, S. D., Fish, D.R., Andermann, F., Bydder, G.M., & Stefan, H.) 299–313 (Plenum, New York, 1993).

    Google Scholar 

  16. Burger, P.C. & Scheithauer, B.W. Atlas of Tumor Pathology: Tumors of the Central Nervous System. (AFIP UAREP, Washington DC, 1994).

    Google Scholar 

  17. Burger, P.C., Scheithauer, B.W. & Vogel, F.S. Surgical Pathology of the Nervous System and its Coverings. 3rd edn. (Churchill Livingstone, New York, 1991).

    Google Scholar 

  18. Lachenbruch, P.A. Discriminant Analysis. (Hafner, New York, 1975).

    Google Scholar 

  19. SYSTAT, Inc. SYSTAT for Windows: Statistics, Version 5 (SYSTAT, Inc., Evanston Illinois, 1992).

  20. Kauppinen, R.A. & Williams, S.R. Nuclear magnetic resonance spectroscopy studies of the brain. Progr. Neurobiol. 44, 87–118 (1994).

    Article  CAS  Google Scholar 

  21. Hand, D.J. Discrimination and Classification. (Wiley, Chichester, 1981).

    Google Scholar 

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Preul, M., Caramanos, Z., Collins, D. et al. Accurate, noninvasive diagnosis of human brain tumors by using proton magnetic resonance spectroscopy. Nat Med 2, 323–325 (1996). https://doi.org/10.1038/nm0396-323

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