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

被引:3
|
作者
Liu, Ruibin [1 ]
Wang, Xianlong [2 ]
Zhao, Zhiyong [1 ]
Wen, Qingqing [1 ]
Liu, Tingting [1 ]
Wu, Dan [1 ]
Wen, Zhibo [2 ]
Zhang, Yi [1 ]
机构
[1] Zhejiang Univ, Coll Biomed Engn & Instrument Sci, Dept Biomed Engn, Key Lab Biomed Engn,Minist Educ, Hangzhou, Zhejiang, Peoples R China
[2] Southern Med Univ, Zhujiang Hosp, Dept Radiol, Guangzhou, Peoples R China
基金
中国国家自然科学基金;
关键词
Chemical exchange saturation transfer (CEST); Tumor grading; Z -spectrum fitting; Fit -free metrics; Fit -based metrics; CENTRAL-NERVOUS-SYSTEM; PROTON-TRANSFER APT; MAGNETIZATION-TRANSFER; CEST-MRI; BRAIN; CLASSIFICATION; CONTRAST; TUMORS; WATER; PH;
D O I
10.1016/j.mri.2022.11.008
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
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 (MTRasym) 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 MTRasym, MTRnormref (normalization by the reference scan), and MTRRex (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.
引用
收藏
页码:50 / 59
页数:10
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