Noninvasive magnetic resonance spectroscopic imaging biomarkers to predict the clinical grade of pediatric brain tumors

被引:96
作者
Astrakas, LG
Zurakowski, D
Tzika, AA
Zarifi, MK
Anthony, DC
De Girolami, U
Tarbell, NJ
Black, PM
机构
[1] Harvard Univ, Massachusetts Gen Hosp, Sch Med, Dept Surg,NMR Surg Lab,Shriners Burns Inst, Boston, MA 02114 USA
[2] Harvard Univ, Childrens Hosp, Sch Med, Dept Biostat, Boston, MA 02115 USA
[3] Harvard Univ, Childrens Hosp, Sch Med, Dept Orthopaed Surg, Boston, MA 02115 USA
[4] Harvard Univ, Childrens Hosp, Sch Med, Dept Pathol, Boston, MA 02115 USA
[5] Harvard Univ, Childrens Hosp, Sch Med, Dept Neurosurg, Boston, MA 02115 USA
[6] Univ Missouri, Dept Pathol & Anat Sci, Columbia, MO USA
[7] Harvard Univ, Massachusetts Gen Hosp, Sch Med, Dept Radiat Oncol, Boston, MA USA
关键词
D O I
10.1158/1078-0432.CCR-04-0603
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
The diagnosis and therapy of childhood brain tumors, most of which are low grade, can be complicated because of their frequent adjacent location to crucial structures, which limits diagnostic biopsy. Also, although new prognostic biomarkers identified by molecular analysis or DNA microarray gene profiling are promising, they too depend on invasive biopsy. Here, we test the hypothesis that combining information from biologically important intracellular molecules (biomarkers), noninvasively obtained by proton magnetic resonance spectroscopic imaging, will increase the diagnostic accuracy in determining the clinical grade of pediatric brain tumors. We evaluate the proton magnetic resonance spectroscopic imaging exams for 66 children with brain tumors. The intracellular biomarkers for choline-containing compounds (Cho), N-acetylaspartate, total creatine, and lipids and/or lactate were measured at the highest Cho region and normalized to the surrounding healthy tissue total creatine. Neuropathological grading was done with WHO criteria. Normalized Cho and lipids and/or lactate were elevated in high-grade (n = 23) versus low-grade (n = 43) tumors, which multiple logistic regression confirmed are independent predictors of tumor grade (for Cho, odds ratio 24.8, P < 0.001; and for lipids and/or lactate, odds ratio 4.4, P < 0.001). A linear combination of normalized Cho and lipids and/or lactate that maximizes diagnostic accuracy was calculated by maximizing the area under the receiver operating characteristic curve. Proton magnetic resonance spectroscopic imaging, although not a proxy for histology, provides noninvasive, in vivo biomarkers for predicting clinical grades of pediatric brain tumors.
引用
收藏
页码:8220 / 8228
页数:9
相关论文
共 75 条
  • [41] A METHOD FOR AUTOMATIC QUANTIFICATION OF ONE-DIMENSIONAL SPECTRA WITH LOW SIGNAL-TO-NOISE RATIO
    NELSON, SJ
    BROWN, TR
    [J]. JOURNAL OF MAGNETIC RESONANCE, 1987, 75 (02): : 229 - 243
  • [42] Nelson SJ, 1999, NMR BIOMED, V12, P123, DOI 10.1002/(SICI)1099-1492(199905)12:3<123::AID-NBM541>3.0.CO
  • [43] 2-Y
  • [44] FROM RODENT GLIAL PRECURSOR CELL TO HUMAN GLIAL NEOPLASIA IN THE OLIGODENDROCYTE-TYPE-2 ASTROCYTE LINEAGE
    NOBLE, M
    GUTOWSKI, N
    BEVAN, K
    ENGEL, U
    LINSKEY, M
    URENJAK, J
    BHAKOO, K
    WILLIAMS, S
    [J]. GLIA, 1995, 15 (03) : 222 - 230
  • [45] Nutt CL, 2003, CANCER RES, V63, P1602
  • [46] Receiver operating characteristic curves and their use in radiology
    Obuchowski, NA
    [J]. RADIOLOGY, 2003, 229 (01) : 3 - 8
  • [47] Pepe MS, 2000, BIOSTATISTICS, V1, P123, DOI DOI 10.1093/BI0STATISTICS/1.2.123
  • [48] MR-spectroscopy guided target delineation for high-grade gliomas
    Pirzkall, A
    McKnight, TR
    Graves, EE
    Carol, MP
    Sneed, PK
    Wara, WW
    Nelson, SJ
    Verhey, LJ
    Larson, DA
    [J]. INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2001, 50 (04): : 915 - 928
  • [49] Podo F, 1999, NMR BIOMED, V12, P413, DOI 10.1002/(SICI)1099-1492(199911)12:7<413::AID-NBM587>3.0.CO
  • [50] 2-U