Strengths and Weaknesses of 1.5T and 3T MRS Data in Brain Glioma Classification

被引:11
|
作者
Kounelakis, M. G. [1 ]
Dimou, I. N. [1 ]
Zervakis, M. E. [1 ]
Tsougos, I. [2 ]
Tsolaki, E. [2 ]
Kousi, E. [2 ]
Kapsalaki, E. [2 ]
Theodorou, K. [2 ]
机构
[1] Tech Univ Crete, Dept Elect & Comp Engn, Khania 73100, Greece
[2] Univ Thessaly, Dept Med Sci, Larisa 41110, Greece
关键词
Brain glioma discrimination; metabolic ratio markers; 1.5T and 3T magnetic resonance spectroscopy (MRS) scanners; MAGNETIC-RESONANCE-SPECTROSCOPY; TUMOR CLASSIFICATION; CEREBRAL GLIOMAS; ASTROCYTOMAS; EXPERIENCE; SPECTRA; LESIONS;
D O I
10.1109/TITB.2011.2131146
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Although magnetic resonance spectroscopy (MRS) methods of 1.5Tesla (T) and 3T have been widely applied during the last decade for noninvasive diagnostic purposes, only a few studies have been reported on the value of the information extracted in brain cancer discrimination. The purpose of this study is threefold. First, to show that the diagnostic value of the information extracted from two different MRS scanners of 1.5T and 3T is significantly influenced in terms of brain gliomas discrimination. Second, to statistically evaluate the discriminative potential of publicly known metabolic ratio markers, obtained from these two types of scanners in classifying low-, intermediate-, and high-grade gliomas. Finally, to examine the diagnostic value of new metabolic ratios in the discrimination of complex glioma cases where the diagnosis is both challenging and critical. Our analysis has shown that although the information extracted from 3T MRS scanner is expected to provide better brain gliomas discrimination; some factors like the features selected, the pulse-sequence parameters, and the spectroscopic data acquisition methods can influence the discrimination efficiency. Finally, it is shown that apart from the bibliographical known, new metabolic ratio features such as N-acetyl aspartate/S, Choline/ S, Creatine/S, and myo-Inositol/S play significant role in gliomas grade discrimination.
引用
收藏
页码:647 / 654
页数:8
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