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使用手动和半自动分割算法的多种MRI生物标志物评估神经胶质瘤对放疗的反应

Assessment of Glioma Response to Radiotherapy Using Multiple MRI Biomarkers with Manual and Semiautomated Segmentation Algorithms.

作者信息

Yu Yang, Lee Dong-Hoon, Peng Shin-Lei, Zhang Kai, Zhang Yi, Jiang Shanshan, Zhao Xuna, Heo Hye-Young, Wang Xiangyang, Chen Min, Lu Hanzhang, Li Haiyun, Zhou Jinyuan

机构信息

Division of MR Research, Department of Radiology, Johns Hopkins University, Baltimore, MD, China.

Department of Biomedical Engineering, Johns Hopkins University, Baltimore, MD, China.

出版信息

J Neuroimaging. 2016 Nov;26(6):626-634. doi: 10.1111/jon.12354. Epub 2016 Apr 29.

Abstract

BACKGROUND AND PURPOSE

Multimodality magnetic resonance imaging (MRI) can provide complementary information in the assessment of brain tumors. We aimed to segment tumor in amide proton transfer-weighted (APTw) images and to investigate multiparametric MRI biomarkers for the assessment of glioma response to radiotherapy. For tumor extraction, we evaluated a semiautomated segmentation method based on region of interest (ROI) results by comparing it with the manual segmentation method.

METHODS

Thirteen nude rats injected with U87 tumor cells were irradiated by an 8-Gy radiation dose. All MRI scans were performed on a 4.7-T animal scanner preradiation, and at day 1, day 4, and day 8 postradiation. Two experts performed manual and semiautomated methods to extract tumor ROIs on APTw images. Multimodality MRI signals of the tumors, including structural (T and T ), functional (apparent diffusion coefficient and blood flow), and molecular (APTw and magnetization transfer ratio or MTR), were calculated and compared quantitatively.

RESULTS

The semiautomated method provided more reliable tumor extraction results on APTw images than the manual segmentation, in less time. A considerable increase in the ADC intensities of the tumor was observed during the postradiation. A steady decrease in the blood flow values and in the APTw signal intensities were found after radiotherapy.

CONCLUSIONS

The semiautomated method of tumor extraction showed greater efficiency and stability than the manual method. Apparent diffusion coefficient, blood flow, and APTw are all useful biomarkers in assessing glioma response to radiotherapy.

摘要

背景与目的

多模态磁共振成像(MRI)在脑肿瘤评估中可提供互补信息。我们旨在对酰胺质子转移加权(APTw)图像中的肿瘤进行分割,并研究多参数MRI生物标志物以评估胶质瘤对放疗的反应。对于肿瘤提取,我们通过将基于感兴趣区域(ROI)结果的半自动分割方法与手动分割方法进行比较来评估该方法。

方法

13只注射U87肿瘤细胞的裸鼠接受8 Gy的辐射剂量照射。所有MRI扫描均在4.7 T动物扫描仪上于放疗前、放疗后第1天、第4天和第8天进行。两名专家采用手动和半自动方法在APTw图像上提取肿瘤ROI。计算并定量比较肿瘤的多模态MRI信号,包括结构(T1和T2)、功能(表观扩散系数和血流)和分子(APTw和磁化传递率或MTR)信号。

结果

半自动方法在APTw图像上比手动分割能在更短时间内提供更可靠的肿瘤提取结果。放疗后观察到肿瘤的表观扩散系数(ADC)强度显著增加。放疗后发现血流值和APTw信号强度持续下降。

结论

肿瘤提取的半自动方法显示出比手动方法更高的效率和稳定性。表观扩散系数、血流和APTw都是评估胶质瘤对放疗反应的有用生物标志物。

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