Skip to main content
Top
Published in: BMC Cancer 1/2007

Open Access 01-12-2007 | Research article

Metabolic profiling of human brain metastases using in vivo proton MR spectroscopy at 3T

Authors: Torill E Sjøbakk, Roar Johansen, Tone F Bathen, Ursula Sonnewald, Kjell A Kvistad, Steinar Lundgren, Ingrid S Gribbestad

Published in: BMC Cancer | Issue 1/2007

Login to get access

Abstract

Background

Metastases to the central nervous system from different primary cancers are an oncologic challenge as the overall prognosis for these patients is generally poor. The incidence of brain metastases varies with type of primary cancer and is probably increasing due to improved therapies of extracranial metastases prolonging patient's overall survival and thereby time for brain metastases to develop. In addition, the greater access to improved neuroimaging techniques can provide earlier diagnosis. The aim of this study was to investigate the feasibility of using proton magnetic resonance spectroscopy (MRS) and multivariate analyses to characterize brain metastases originating from different primary cancers, to assess changes in spectra during radiation treatment and to correlate the spectra to clinical outcome after treatment.

Methods

Patients (n = 26) with brain metastases were examined using single voxel MRS at a 3T clinical MR system. Five patients were excluded due to poor spectral quality. The spectra were obtained before start (n = 21 patients), immediately after (n = 6 patients) and two months after end of treatment (n = 4 patients). Principal component analysis (PCA) and partial least square regression analysis (PLS) were applied in order to identify clustering of spectra due to origin of metastases and to relate clinical outcome (survival) of the patients to spectral data from the first MR examination.

Results

The PCA results indicated that brain metastases from primary lung and breast cancer were separated into two clusters, while the metastases from malignant melanomas showed no uniformity. The PLS analysis showed a significant correlation between MR spectral data and survival five months after MRS before start of treatment.

Conclusion

MRS determined metabolic profiles analysed by PCA and PLS might give valuable clinical information when planning and evaluating the treatment of brain metastases, and also when deciding to terminate further therapies.
Appendix
Available only for authorised users
Literature
1.
go back to reference Sawaya R, Bindal RK, Lang FF, Abi-Said D: Metastatic brain tumors. Brain Tumors An encyclopedic approach. Edited by: Kaye AH, Laws ER Jr. 2001, London: Harcourt Publishers Limited, 999-1026. Sawaya R, Bindal RK, Lang FF, Abi-Said D: Metastatic brain tumors. Brain Tumors An encyclopedic approach. Edited by: Kaye AH, Laws ER Jr. 2001, London: Harcourt Publishers Limited, 999-1026.
2.
go back to reference Barnholtz-Sloan JS, Sloan AE, Davis FG, Vigneau FD, Lai P, Sawaya RE: Incidence proportions of brain metastases in patients diagnosed (1973 to 2001) in the Metropolitan Detroit Cancer Surveillance System. J Clin Oncol. 2004, 22: 2865-2872. 10.1200/JCO.2004.12.149.CrossRefPubMed Barnholtz-Sloan JS, Sloan AE, Davis FG, Vigneau FD, Lai P, Sawaya RE: Incidence proportions of brain metastases in patients diagnosed (1973 to 2001) in the Metropolitan Detroit Cancer Surveillance System. J Clin Oncol. 2004, 22: 2865-2872. 10.1200/JCO.2004.12.149.CrossRefPubMed
3.
go back to reference Gaspar LE, Scott C, Murray K, Curran W: Validation of the RTOG recursive partitioning analysis (RPA) classification for brain metastases. Int J Radiat Oncol Biol Phys. 2000, 47: 1001-1006. 10.1016/S0360-3016(00)00547-2.CrossRefPubMed Gaspar LE, Scott C, Murray K, Curran W: Validation of the RTOG recursive partitioning analysis (RPA) classification for brain metastases. Int J Radiat Oncol Biol Phys. 2000, 47: 1001-1006. 10.1016/S0360-3016(00)00547-2.CrossRefPubMed
4.
go back to reference Kaal EC, Niel CG, Vecht CJ: Therapeutic management of brain metastasis. Lancet Neurol. 2005, 4: 289-298. 10.1016/S1474-4422(05)70072-7.CrossRefPubMed Kaal EC, Niel CG, Vecht CJ: Therapeutic management of brain metastasis. Lancet Neurol. 2005, 4: 289-298. 10.1016/S1474-4422(05)70072-7.CrossRefPubMed
5.
go back to reference Patchell RA: The management of brain metastases. Cancer Treat Rev. 2003, 29: 533-540. 10.1016/S0305-7372(03)00105-1.CrossRefPubMed Patchell RA: The management of brain metastases. Cancer Treat Rev. 2003, 29: 533-540. 10.1016/S0305-7372(03)00105-1.CrossRefPubMed
6.
go back to reference Salvati M, Cervoni L, Raco A: Single brain metastases from unknown primary malignancies in CT-era. J Neurooncol. 1995, 23: 75-80. 10.1007/BF01058462.CrossRefPubMed Salvati M, Cervoni L, Raco A: Single brain metastases from unknown primary malignancies in CT-era. J Neurooncol. 1995, 23: 75-80. 10.1007/BF01058462.CrossRefPubMed
7.
go back to reference Golder W: Magnetic resonance spectroscopy in clinical oncology. Onkologie. 2004, 27: 304-309. 10.1159/000077983.PubMed Golder W: Magnetic resonance spectroscopy in clinical oncology. Onkologie. 2004, 27: 304-309. 10.1159/000077983.PubMed
8.
go back to reference Howe FA, Barton SJ, Cudlip SA, Stubbs M, Saunders DE, Murphy M, Wilkins P, Opstad KS, Doyle VL, McLean MA, Bell BA, Griffiths JR: Metabolic profiles of human brain tumors using quantitative in vivo 1H magnetic resonance spectroscopy. Magn Reson Med. 2003, 49: 223-232. 10.1002/mrm.10367.CrossRefPubMed Howe FA, Barton SJ, Cudlip SA, Stubbs M, Saunders DE, Murphy M, Wilkins P, Opstad KS, Doyle VL, McLean MA, Bell BA, Griffiths JR: Metabolic profiles of human brain tumors using quantitative in vivo 1H magnetic resonance spectroscopy. Magn Reson Med. 2003, 49: 223-232. 10.1002/mrm.10367.CrossRefPubMed
9.
go back to reference Negendank WG, Sauter R, Brown TR, Evelhoch JL, Falini A, Gotsis ED, Heerschap A, Kamada K, Lee BC, Mengeot MM, Moser E, Padavic-Shaller KA, Sanders JA, Spraggins TA, Stillman AE, Terwey B, Vogl TJ, Wicklow K, Zimmerman RA: Proton magnetic resonance spectroscopy in patients with glial tumors: a multicenter study. J Neurosurg. 1996, 84: 449-458.CrossRefPubMed Negendank WG, Sauter R, Brown TR, Evelhoch JL, Falini A, Gotsis ED, Heerschap A, Kamada K, Lee BC, Mengeot MM, Moser E, Padavic-Shaller KA, Sanders JA, Spraggins TA, Stillman AE, Terwey B, Vogl TJ, Wicklow K, Zimmerman RA: Proton magnetic resonance spectroscopy in patients with glial tumors: a multicenter study. J Neurosurg. 1996, 84: 449-458.CrossRefPubMed
10.
go back to reference Barker PB, Hearshen DO, Boska MD: Single-voxel proton MRS of the human brain at 1.5T and 3.0T. Magn Reson Med. 2001, 45: 765-769. 10.1002/mrm.1104.CrossRefPubMed Barker PB, Hearshen DO, Boska MD: Single-voxel proton MRS of the human brain at 1.5T and 3.0T. Magn Reson Med. 2001, 45: 765-769. 10.1002/mrm.1104.CrossRefPubMed
11.
go back to reference Gonen O, Gruber S, Li BS, Mlynarik V, Moser E: Multivoxel 3D proton spectroscopy in the brain at 1.5 versus 3.0 T: signal-to-noise ratio and resolution comparison. Am J Neuroradiol. 2001, 22: 1727-1731.PubMed Gonen O, Gruber S, Li BS, Mlynarik V, Moser E: Multivoxel 3D proton spectroscopy in the brain at 1.5 versus 3.0 T: signal-to-noise ratio and resolution comparison. Am J Neuroradiol. 2001, 22: 1727-1731.PubMed
12.
go back to reference Sjobakk TE, Lundgren S, Kristoffersen A, Singstad T, Svarliaunet AJ, Sonnewald U, Gribbestad IS: Clinical 1H magnetic resonance spectroscopy of brain metastases at 1.5T and 3T. Acta Radiol. 2006, 47: 501-508.CrossRefPubMed Sjobakk TE, Lundgren S, Kristoffersen A, Singstad T, Svarliaunet AJ, Sonnewald U, Gribbestad IS: Clinical 1H magnetic resonance spectroscopy of brain metastases at 1.5T and 3T. Acta Radiol. 2006, 47: 501-508.CrossRefPubMed
13.
go back to reference Frahm J, Bruhn H, Hanicke W, Merboldt KD, Mursch K, Markakis E: Localized proton NMR spectroscopy of brain tumors using short-echo time STEAM sequences. J Comput Assist Tomogr. 1991, 15: 915-922. 10.1097/00004728-199111000-00002.CrossRefPubMed Frahm J, Bruhn H, Hanicke W, Merboldt KD, Mursch K, Markakis E: Localized proton NMR spectroscopy of brain tumors using short-echo time STEAM sequences. J Comput Assist Tomogr. 1991, 15: 915-922. 10.1097/00004728-199111000-00002.CrossRefPubMed
14.
go back to reference Nelson SJ: Multivoxel magnetic resonance spectroscopy of brain tumors. Mol Cancer Ther. 2003, 2: 497-507.PubMed Nelson SJ: Multivoxel magnetic resonance spectroscopy of brain tumors. Mol Cancer Ther. 2003, 2: 497-507.PubMed
15.
go back to reference Sijens PE, Vecht CJ, Levendag PC, van DP, Oudkerk M: Hydrogen magnetic resonance spectroscopy follow-up after radiation therapy of human brain cancer. Unexpected inverse correlation between the changes in tumor choline level and post-gadolinium magnetic resonance imaging contrast. Invest Radiol. 1995, 30: 738-744. 10.1097/00004424-199512000-00008.CrossRefPubMed Sijens PE, Vecht CJ, Levendag PC, van DP, Oudkerk M: Hydrogen magnetic resonance spectroscopy follow-up after radiation therapy of human brain cancer. Unexpected inverse correlation between the changes in tumor choline level and post-gadolinium magnetic resonance imaging contrast. Invest Radiol. 1995, 30: 738-744. 10.1097/00004424-199512000-00008.CrossRefPubMed
16.
go back to reference Weybright P, Sundgren PC, Maly P, Hassan DG, Nan B, Rohrer S, Junck L: Differentiation between brain tumor recurrence and radiation injury using MR spectroscopy. AJR Am J Roentgenol. 2005, 185: 1471-1476. 10.2214/AJR.04.0933.CrossRefPubMed Weybright P, Sundgren PC, Maly P, Hassan DG, Nan B, Rohrer S, Junck L: Differentiation between brain tumor recurrence and radiation injury using MR spectroscopy. AJR Am J Roentgenol. 2005, 185: 1471-1476. 10.2214/AJR.04.0933.CrossRefPubMed
17.
go back to reference Li X, Jin H, Lu Y, Oh J, Chang S, Nelson SJ: Identification of MRI and 1H MRSI parameters that may predict survival for patients with malignant gliomas. NMR Biomed. 2004, 17: 10-20. 10.1002/nbm.858.CrossRefPubMed Li X, Jin H, Lu Y, Oh J, Chang S, Nelson SJ: Identification of MRI and 1H MRSI parameters that may predict survival for patients with malignant gliomas. NMR Biomed. 2004, 17: 10-20. 10.1002/nbm.858.CrossRefPubMed
18.
go back to reference Naressi A, Couturier C, Castang I, de Beer R, Graveron-Demilly D: Java-based graphical user interface for MRUI, a software package for quantitation of in vivo/medical magnetic resonance spectroscopy signals. Comput Biol Med. 2001, 31: 269-286. 10.1016/S0010-4825(01)00006-3.CrossRefPubMed Naressi A, Couturier C, Castang I, de Beer R, Graveron-Demilly D: Java-based graphical user interface for MRUI, a software package for quantitation of in vivo/medical magnetic resonance spectroscopy signals. Comput Biol Med. 2001, 31: 269-286. 10.1016/S0010-4825(01)00006-3.CrossRefPubMed
19.
go back to reference Kennard RW, Stone LA: Computer aided design of experiments. Techometrics. 1969, 11: 137-148. 10.2307/1266770.CrossRef Kennard RW, Stone LA: Computer aided design of experiments. Techometrics. 1969, 11: 137-148. 10.2307/1266770.CrossRef
20.
go back to reference Barba I, Cabanas ME, Arus C: The relationship between nuclear magnetic resonance-visible lipids, lipid droplets, and cell proliferation in cultured C6 cells. Cancer Res. 1999, 59: 1861-1868.PubMed Barba I, Cabanas ME, Arus C: The relationship between nuclear magnetic resonance-visible lipids, lipid droplets, and cell proliferation in cultured C6 cells. Cancer Res. 1999, 59: 1861-1868.PubMed
21.
go back to reference Hakumaki JM, Kauppinen RA: 1H NMR visible lipids in the life and death of cells. Trends Biochem Sci. 2000, 25: 357-362. 10.1016/S0968-0004(00)01614-5.CrossRefPubMed Hakumaki JM, Kauppinen RA: 1H NMR visible lipids in the life and death of cells. Trends Biochem Sci. 2000, 25: 357-362. 10.1016/S0968-0004(00)01614-5.CrossRefPubMed
22.
go back to reference Opstad KS, Murphy MM, Wilkins PR, Bell BA, Griffiths JR, Howe FA: Differentiation of metastases from high-grade gliomas using short echo time 1H spectroscopy. J Magn Reson Imaging. 2004, 20: 187-192. 10.1002/jmri.20093.CrossRefPubMed Opstad KS, Murphy MM, Wilkins PR, Bell BA, Griffiths JR, Howe FA: Differentiation of metastases from high-grade gliomas using short echo time 1H spectroscopy. J Magn Reson Imaging. 2004, 20: 187-192. 10.1002/jmri.20093.CrossRefPubMed
23.
go back to reference Hollingworth W, Medina LS, Lenkinski RE, Shibata DK, Bernal B, Zurakowski D, Comstock B, Jarvik JG: A systematic literature review of magnetic resonance spectroscopy for the characterization of brain tumors. AJNR Am J Neuroradiol. 2006, 27: 1404-1411.PubMed Hollingworth W, Medina LS, Lenkinski RE, Shibata DK, Bernal B, Zurakowski D, Comstock B, Jarvik JG: A systematic literature review of magnetic resonance spectroscopy for the characterization of brain tumors. AJNR Am J Neuroradiol. 2006, 27: 1404-1411.PubMed
24.
go back to reference Ishimaru H, Morikawa M, Iwanaga S, Kaminogo M, Ochi M, Hayashi K: Differentiation between high-grade glioma and metastatic brain tumor using single-voxel proton MR spectroscopy. Eur Radiol. 2001, 11: 1784-1791. 10.1007/s003300000814.CrossRefPubMed Ishimaru H, Morikawa M, Iwanaga S, Kaminogo M, Ochi M, Hayashi K: Differentiation between high-grade glioma and metastatic brain tumor using single-voxel proton MR spectroscopy. Eur Radiol. 2001, 11: 1784-1791. 10.1007/s003300000814.CrossRefPubMed
25.
go back to reference Majos C, Alonso J, Aguilera C, Serrallonga M, Perez-Martin J, Acebes JJ, Arus C, Gili J: Proton magnetic resonance spectroscopy ((1)H MRS) of human brain tumours: assessment of differences between tumour types and its applicability in brain tumour categorization. Eur Radiol. 2003, 13: 582-591.PubMed Majos C, Alonso J, Aguilera C, Serrallonga M, Perez-Martin J, Acebes JJ, Arus C, Gili J: Proton magnetic resonance spectroscopy ((1)H MRS) of human brain tumours: assessment of differences between tumour types and its applicability in brain tumour categorization. Eur Radiol. 2003, 13: 582-591.PubMed
26.
go back to reference Majos C, Julia-Sape M, Alonso J, Serrallonga M, Aguilera C, Acebes JJ, Arus C, Gili J: Brain tumor classification by proton MR spectroscopy: comparison of diagnostic accuracy at short and long TE. AJNR Am J Neuroradiol. 2004, 25: 1696-1704.PubMed Majos C, Julia-Sape M, Alonso J, Serrallonga M, Aguilera C, Acebes JJ, Arus C, Gili J: Brain tumor classification by proton MR spectroscopy: comparison of diagnostic accuracy at short and long TE. AJNR Am J Neuroradiol. 2004, 25: 1696-1704.PubMed
27.
go back to reference Kinoshita Y, Kajiwara H, Yokota A, Koga Y: Proton magnetic resonance spectroscopy of brain tumors: an in vitro study. Neurosurgery. 1994, 35: 606-613. 10.1097/00006123-199410000-00005.CrossRefPubMed Kinoshita Y, Kajiwara H, Yokota A, Koga Y: Proton magnetic resonance spectroscopy of brain tumors: an in vitro study. Neurosurgery. 1994, 35: 606-613. 10.1097/00006123-199410000-00005.CrossRefPubMed
28.
go back to reference Lukas L, Devos A, Suykens JA, Vanhamme L, Howe FA, Majos C, Moreno-Torres A, van der GM, Tate AR, Arus C, Van Huffel S: Brain tumor classification based on long echo proton MRS signals. Artif Intell Med. 2004, 31: 73-89. 10.1016/j.artmed.2004.01.001.CrossRefPubMed Lukas L, Devos A, Suykens JA, Vanhamme L, Howe FA, Majos C, Moreno-Torres A, van der GM, Tate AR, Arus C, Van Huffel S: Brain tumor classification based on long echo proton MRS signals. Artif Intell Med. 2004, 31: 73-89. 10.1016/j.artmed.2004.01.001.CrossRefPubMed
29.
go back to reference Bathen TF, Sjobakk TE, Skranes J, Brubakk AM, Vik T, Martinussen M, Myhr GE, Gribbestad IS, Axelson D: Cerebral metabolite differences in adolescents with low birth weight: assessment with in vivo proton MR spectroscopy. Pediatr Radiol. 2006, 36: 802-809. 10.1007/s00247-006-0159-5.CrossRefPubMed Bathen TF, Sjobakk TE, Skranes J, Brubakk AM, Vik T, Martinussen M, Myhr GE, Gribbestad IS, Axelson D: Cerebral metabolite differences in adolescents with low birth weight: assessment with in vivo proton MR spectroscopy. Pediatr Radiol. 2006, 36: 802-809. 10.1007/s00247-006-0159-5.CrossRefPubMed
30.
go back to reference Graves EE, Nelson SJ, Vigneron DB, Verhey L, McDermott M, Larson D, Chang S, Prados MD, Dillon WP: Serial proton MR spectroscopic imaging of recurrent malignant gliomas after gamma knife radiosurgery. AJNR Am J Neuroradiol. 2001, 22: 613-624.PubMed Graves EE, Nelson SJ, Vigneron DB, Verhey L, McDermott M, Larson D, Chang S, Prados MD, Dillon WP: Serial proton MR spectroscopic imaging of recurrent malignant gliomas after gamma knife radiosurgery. AJNR Am J Neuroradiol. 2001, 22: 613-624.PubMed
31.
go back to reference Nelson SJ, Graves E, Pirzkall A, Li X, Antiniw CA, Vigneron DB, McKnight TR: In vivo molecular imaging for planning radiation therapy of gliomas: an application of 1H MRSI. J Magn Reson Imaging. 2002, 16: 464-476. 10.1002/jmri.10183.CrossRefPubMed Nelson SJ, Graves E, Pirzkall A, Li X, Antiniw CA, Vigneron DB, McKnight TR: In vivo molecular imaging for planning radiation therapy of gliomas: an application of 1H MRSI. J Magn Reson Imaging. 2002, 16: 464-476. 10.1002/jmri.10183.CrossRefPubMed
32.
go back to reference Tate AR, Underwood J, Acosta DM, Julia-Sape M, Majos C, Moreno-Torres A, Howe FA, van der GM, Lefournier V, Murphy MM, Loosemore A, Ladroue C, Wesseling P, Luc BJ, Cabanas ME, Simonetti AW, Gajewicz W, Calvar J, Capdevila A, Wilkins PR, Bell BA, Remy C, Heerschap A, Watson D, Griffiths JR, Arus C: Development of a decision support system for diagnosis and grading of brain tumours using in vivo magnetic resonance single voxel spectra. NMR Biomed. 2006, 19: 411-434. 10.1002/nbm.1016.CrossRefPubMed Tate AR, Underwood J, Acosta DM, Julia-Sape M, Majos C, Moreno-Torres A, Howe FA, van der GM, Lefournier V, Murphy MM, Loosemore A, Ladroue C, Wesseling P, Luc BJ, Cabanas ME, Simonetti AW, Gajewicz W, Calvar J, Capdevila A, Wilkins PR, Bell BA, Remy C, Heerschap A, Watson D, Griffiths JR, Arus C: Development of a decision support system for diagnosis and grading of brain tumours using in vivo magnetic resonance single voxel spectra. NMR Biomed. 2006, 19: 411-434. 10.1002/nbm.1016.CrossRefPubMed
33.
go back to reference Sijens PE, Oudkerk M, van Dijk P, Levendag PC, Vecht CJ: 1H MR spectroscopy monitoring of changes in choline peak area and line shape after Gd-contrast administration. Magn Reson Imaging. 1998, 16: 1273-1280. 10.1016/S0730-725X(98)00143-X.CrossRefPubMed Sijens PE, Oudkerk M, van Dijk P, Levendag PC, Vecht CJ: 1H MR spectroscopy monitoring of changes in choline peak area and line shape after Gd-contrast administration. Magn Reson Imaging. 1998, 16: 1273-1280. 10.1016/S0730-725X(98)00143-X.CrossRefPubMed
34.
go back to reference Smith JK, Kwock L, Castillo M: Effects of contrast material on single-volume proton MR spectroscopy. AJNR Am J Neuroradiol. 2000, 21: 1084-1089.PubMed Smith JK, Kwock L, Castillo M: Effects of contrast material on single-volume proton MR spectroscopy. AJNR Am J Neuroradiol. 2000, 21: 1084-1089.PubMed
35.
go back to reference Haacke EM, Brown RW, Thompson MR, Venkatesan R: Signal, Contrast and Noise. Magnetic Resonance Imaging: Physical Principles and Sequence Design. Edited by: Haacke EM, Brown RW, Thompson MR, Venkatesan R. 1999, New York: Wiley-Liss, 331-380. Haacke EM, Brown RW, Thompson MR, Venkatesan R: Signal, Contrast and Noise. Magnetic Resonance Imaging: Physical Principles and Sequence Design. Edited by: Haacke EM, Brown RW, Thompson MR, Venkatesan R. 1999, New York: Wiley-Liss, 331-380.
Metadata
Title
Metabolic profiling of human brain metastases using in vivo proton MR spectroscopy at 3T
Authors
Torill E Sjøbakk
Roar Johansen
Tone F Bathen
Ursula Sonnewald
Kjell A Kvistad
Steinar Lundgren
Ingrid S Gribbestad
Publication date
01-12-2007
Publisher
BioMed Central
Published in
BMC Cancer / Issue 1/2007
Electronic ISSN: 1471-2407
DOI
https://doi.org/10.1186/1471-2407-7-141

Other articles of this Issue 1/2007

BMC Cancer 1/2007 Go to the issue
Webinar | 19-02-2024 | 17:30 (CET)

Keynote webinar | Spotlight on antibody–drug conjugates in cancer

Antibody–drug conjugates (ADCs) are novel agents that have shown promise across multiple tumor types. Explore the current landscape of ADCs in breast and lung cancer with our experts, and gain insights into the mechanism of action, key clinical trials data, existing challenges, and future directions.

Dr. Véronique Diéras
Prof. Fabrice Barlesi
Developed by: Springer Medicine