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成人脑胶质瘤分级的化学交换饱和传递成像定量指标的对比研究。

A comparative study of quantitative metrics in chemical exchange saturation transfer imaging for grading gliomas in adults.

机构信息

Key Laboratory for Biomedical Engineering of Ministry of Education, Department of Biomedical Engineering, College of Biomedical Engineering & Instrument Science, Zhejiang University, Hangzhou, Zhejiang, China.

Department of Radiology, Zhujiang Hospital, Southern Medical University, Guangzhou, China.

出版信息

Magn Reson Imaging. 2023 Feb;96:50-59. doi: 10.1016/j.mri.2022.11.008. Epub 2022 Nov 18.

Abstract

PURPOSE

To evaluate the performance of different chemical exchange saturation transfer (CEST) metrics for grading gliomas with semiautomatically defined regions of interest (ROIs).

METHODS

Thirty-eight adult subjects were included, including 23 high-grade gliomas and 15 low-grade gliomas confirmed by histopathology. The B0-corrected CEST z-spectra were first calculated with magnetization transfer ratio asymmetry (MTR) analysis at frequency offsets of 3.5, 3, 2.5, 2, 1.5, and 1 ppm to obtain the fit-free metrics and subsequently fitted with three Lorentzian functions denoting direct water saturation (DS), amide proton transfer (APT), and combined semisolid magnetization transfer and nuclear Overhauser enhancement (MT & NOE) effects to derive the fit-based metrics. Wilcoxon rank-sum test was performed to determine if a statistically significant difference was present in the CEST metrics between low- and high-grade gliomas. Receiver operating characteristic (ROC) curves were used to evaluate the differentiation of CEST metrics between low- and high-grade gliomas. Pearson correlation coefficients were employed to evaluate the correlations of CEST metrics.

RESULTS

For the fit-free metrics, the highest areas under the curve (AUCs) of 0.85, 0.88, and 0.88, corresponding to MTR, MTR (normalization by the reference scan), and MTR (subtraction of inverse z-spectra), respectively, were obtained at 3 ppm across various frequency offsets. In addition, the AUCs generated from the fit-based metrics (0.88-0.90) were higher than those generated from the fit-free metrics at 3 ppm.

CONCLUSION

The results of this preliminary study indicate that fit-free CEST metrics at 3 ppm are superior to the other frequency offsets for grading human brain gliomas. The fit-based metrics manifested improved differentiation between low- and high-grade gliomas compared to the fit-free CEST metrics.

摘要

目的

评估半自动感兴趣区(ROI)定义下不同化学交换饱和转移(CEST)指标在胶质瘤分级中的性能。

方法

共纳入 38 例成年患者,包括 23 例高级别胶质瘤和 15 例低级别胶质瘤,这些患者均经组织病理学证实。首先,在频率偏移为 3.5、3、2.5、2、1.5 和 1 ppm 处,利用磁化转移率不对称性(MTR)分析计算 B0 校正的 CEST z 谱,以获得无拟合指标,随后用三个洛伦兹函数拟合,以表示直接水饱和(DS)、酰胺质子转移(APT)和结合半固态磁化转移和核奥弗豪瑟增强(MT & NOE)效应,以获得拟合指标。采用 Wilcoxon 秩和检验确定低级别和高级别胶质瘤之间 CEST 指标是否存在统计学差异。利用受试者工作特征(ROC)曲线评估 CEST 指标在低级别和高级别胶质瘤之间的区分能力。采用 Pearson 相关系数评估 CEST 指标之间的相关性。

结果

对于无拟合指标,在各个频率偏移下,在 3 ppm 处,MTR(参考扫描归一化)和 MTR(逆 z 谱相减)的曲线下面积(AUC)最高,分别为 0.85、0.88 和 0.88。此外,在 3 ppm 时,基于拟合的指标生成的 AUC(0.88-0.90)高于无拟合的指标。

结论

本初步研究结果表明,3 ppm 处的无拟合 CEST 指标在胶质瘤分级方面优于其他频率偏移。与无拟合 CEST 指标相比,基于拟合的指标在低级别和高级别胶质瘤之间的区分能力有所提高。

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