Skip to main content
Log in

Assignment of glial brain tumors in humans byin vivo 1H-magnetic resonance spectroscopy and multidimensional metabolic classification

  • Papers
  • Published:
Magnetic Resonance Materials in Physics, Biology and Medicine Aims and scope Submit manuscript

Abstract

This study presents a simple approach for the noninvasive assignment of glial brain tumors according to malignancy by single-voxel proteon magnetic resonance spectroscopy at short echo times (TE≦50 milliseconds). Based on peak area ratios, a five-dimensional data set was obtained for each investigated subject. This vector was then projected along metabolic coordinates in a two-dimensional metabolic space. These coordinates had been determined in a previous study (Hagberg G et al., 1995,Magn Reson Med 34: 242–252). Tumor assignment was done without any knowledge of histology by comparing the location of the new cases to the features of the previous study. All 11 investigated glioblastomas multiforme, as well as 4 of 5 astrocytomas grade II, could easily be assigned to the groups of high- and low-grade tumors, respectively. Classification was more difficult in the case of a cystic astrocytoma grade II and one astrocytoma grade III. Two spectra measured in normal-appearing matter of glioblastoma patients were not classified as healthy. Using single-voxel proton magnetic resonance spectroscopy at short echo times with the knowledge of a base study, a straightforward, fast, and noninvasive differential diagnosis of glial brain tumors is possible.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Similar content being viewed by others

References

  1. Negendank NW (1992) Studies of human tumors by MRS: a review.NMR Biomed 5: 303–324.

    PubMed  CAS  Google Scholar 

  2. Bruhn H, Frahm J, Gyngell ML, Merboldt KD, Hänicke W, Sauter R, Hamburger C (1989) Noninvasive differentiation of tumors with use of localized H-1 MR spectroscopyin vivo: initial experience in patients with cerebral tumors.Radiology 172: 541–548.

    PubMed  CAS  Google Scholar 

  3. Posse S, Schuknecht B, Smith ME, van Zijl PCM, Herschkowitz N, Moonen CTW (1993) Short echo time proton MR spectroscopic imaging.J Comput Assist Tomogr 17: 1–14.

    Article  PubMed  CAS  Google Scholar 

  4. Howells SL, Maxwell RJ, Griffiths JR (1992) Classification of tumour1H NMR spectra by pattern recognition.NMR Biomed 5: 59–64.

    Article  PubMed  CAS  Google Scholar 

  5. Howells SL, Maxwell RJ, Peet AC, Griffiths JR (1992) An investigation of tumor1H nuclear magnetic resonance spectra by the application of chemometric techniques.Magn Reson Med 28: 214–236.

    Article  PubMed  CAS  Google Scholar 

  6. Hagberg G, Burlina AP, Mader I, Roser W, Radue EW, Seelig J (1995)In vivo proton MR of human gliomas: definition of metabolic coordinates for multi-dimensional classification.Magn Reson Med 34; 242–252.

    Article  PubMed  CAS  Google Scholar 

  7. Hagberg G, Mader I, Burlina AP, Roser W, Radue EW, Seelig J (1993) Cluster analysis ofin vivo 1H-MR spectra of brain tumors measured with STEAM using an echotime of 50 ms (Abstract).Society of Magnetic Resonance in Medicine, 12th Annual Meeting, New York, vol. 2, p. 1031.

    Google Scholar 

  8. Fukunaga K (1990)Introduction to Statistical Pattern Recognition, 2nd ed. San Diego: Academic Press.

    Google Scholar 

  9. Confort-Gouny S, Vion-Dury J, Nicoli F, Dano P, Donnet A, Grazziani N, Gastaut JL, Grisoli F, Cozzone PJ (1993) A multiparametric 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.

    Article  PubMed  CAS  Google Scholar 

  10. Moonen CTW, van Zijl PCM (1990) Highly effective water suppression forin vivo proton NMR spectroscopy (DRYSTEAM).J Magn Reson 88: 28–41.

    CAS  Google Scholar 

  11. Klose U (1990)In vivo proton spectroscopy in presence of eddy currents.Magn Reson Med 14: 26–30.

    Article  PubMed  CAS  Google Scholar 

  12. Hamamoto Y, Kanaoka T, Tomita S (1993) On a theoretical comparison between the orthonormal discriminant vector method and discriminant analysis.Pattern Recognition 26: 1863–1867.

    Article  Google Scholar 

  13. Kauppinen RA, Niskanen T, Hakumäki J, Williams SR (1993) Quantitative analysis of1H NMR detected proteins in the rat cerebral cortexin vivo andin vitro.NMR Biomed 6: 242–247.

    Article  PubMed  CAS  Google Scholar 

  14. Behar KL, Rothman DL, Spencer DD, Petroff OAC (1994) Analysis of macromolecule resonances in1H NMR spectra of human brain.Magn Reson Med 32: 294–302.

    Article  PubMed  CAS  Google Scholar 

  15. Bruhn H, Frahm J, Merboldt KD, Hänicke W, Hanefeld F, Christen HJ, Kruse B, Bauer HJ (1992) Multiple sclerosis in children: cerebral metabolic alterations monitored by localized proton magnetic resonance spectroscopyin vivo.Ann Neurol 32: 140–150.

    Article  PubMed  CAS  Google Scholar 

  16. Michaelis T (1992) Identifizierung und Quantifizierung von Metaboliten im menschlichen Hirnin Vivo mit Hilfe der lokalisierten NMR-Spektroskopie.Ph.D. Thesis, University of Göttingen Germany.

    Google Scholar 

  17. Mader I, Roser W, Hagberg G, Schneider M, Sauter R, Seelig J, Radü EW, Steinbrich W (1996) Clinical spectroscopy of glial brain tumors: proton CSI, metabolic maps, and single voxel spectroscopy.MAGMA 4: 139–150.

    Article  PubMed  CAS  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Additional information

Supported by the Swiss National Science Foundation Research Grants No. 31-32533.91 (to J.S.) and 32.39773.93 (to W.S.).W.R. and E.W.R. have been supported by the Krebsliga beider Basel.

A preliminary account of this work was given at the Third Annual Scientific Meeting of the International Society for Magnetic Resonance in Medicine, Nice, France, August 1995, abstract 1719.

Rights and permissions

Reprints and permissions

About this article

Cite this article

Roser, W., Hagberg, G., Mader, I. et al. Assignment of glial brain tumors in humans byin vivo 1H-magnetic resonance spectroscopy and multidimensional metabolic classification. MAGMA 5, 179–183 (1997). https://doi.org/10.1007/BF02594580

Download citation

  • Received:

  • Accepted:

  • Issue Date:

  • DOI: https://doi.org/10.1007/BF02594580

Keywords

Navigation