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三种CT与MRI配准算法在鼻咽癌中的对比研究

A comparative study of three CT and MRI registration algorithms in nasopharyngeal carcinoma.

作者信息

Wang XiaoShen, Li LongGen, Hu ChaoSu, Qiu JianJian, Xu ZhiYong, Feng Yan

机构信息

Department of Radiation Oncology, Cancer Hospital, Fudan University, Shanghai, People's Republic of China, 200032.

出版信息

J Appl Clin Med Phys. 2009 Apr 22;10(2):3-10. doi: 10.1120/jacmp.v10i2.2906.

Abstract

OBJECTIVE

To evaluate the image registration accuracy and efficiency of CT and MRI fusion using three algorithms in nasopharyngeal carcinoma (NPC).

METHODS AND MATERIALS

Twelve sets of CT and MRI scans of 12 NPC patients were fused using three image registration algorithms, respectively: Mark-and-link, Interactive, and Normalized Mutual Information (NMI). Registration accuracy was evaluated by performing statistical analysis of the coordinate differences between CT and MR anatomical landmarks along the x-, y- and z-axes. The time required to complete the registration process using three algorithms was also recorded. One-way ANOVA was used to analyze the difference of the three registration methods.

RESULTS

The mean time required for CT/MRI registration using the three different registration algorithms, mark-and-link, interactive, and NMI, was 6.25 min, 5.25 min, and 5.15 min, respectively. The mark-and-link method was more time consuming (F=8.74, p=0.001); however no statistical difference was found between the time required using interactive and NMI methods (p=0.77). Mean registration errors of the three methods along the x-axis were 0.66 mm, 0.70 mm, and 0.68 mm, respectively (F=0.09, p=0.91). Along the y-axis, the mean registration errors were 1.03 mm, 1.04 mm, and 1.03 mm, respectively (F=0.02, p=0.98). Along the z-axis, they were 0.58 mm, 0.64 mm, and 0.56 mm, respectively (F=0.21, p=0.81).

CONCLUSIONS

All three registration algorithms, mark-and-link, interactive, and NMI, can provide accurate CT/MRI registration. However the mark-and-link method was most time consuming.

摘要

目的

评估三种算法在鼻咽癌(NPC)中CT与MRI融合的图像配准准确性和效率。

方法与材料

分别使用三种图像配准算法,即标记与链接、交互式和归一化互信息(NMI),对12例NPC患者的12组CT和MRI扫描图像进行融合。通过对CT和MR解剖标志点在x、y和z轴上的坐标差异进行统计分析来评估配准准确性。同时记录使用三种算法完成配准过程所需的时间。采用单因素方差分析来分析三种配准方法的差异。

结果

使用标记与链接、交互式和NMI这三种不同配准算法进行CT/MRI配准所需的平均时间分别为6.25分钟、5.25分钟和5.15分钟。标记与链接方法耗时更长(F = 8.74,p = 0.001);然而,交互式和NMI方法所需时间之间未发现统计学差异(p = 0.77)。三种方法在x轴上的平均配准误差分别为0.66毫米、0.70毫米和0.68毫米(F = 0.09,p = 0.91)。在y轴上,平均配准误差分别为1.03毫米、1.04毫米和1.03毫米(F = 0.02,p = 0.98)。在z轴上,分别为0.58毫米、0.64毫米和0.56毫米(F = 0.21,p = 0.81)。

结论

标记与链接、交互式和NMI这三种配准算法均可提供准确的CT/MRI配准。然而,标记与链接方法耗时最长。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f14f/5720458/3192edb6eebb/ACM2-10-003-g001.jpg

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