首都医科大学学报 ›› 2009, Vol. 30 ›› Issue (2): 199-202.

• 基础研究 • 上一篇    下一篇

基于MRI的多发性硬化患者和阿尔茨海默病患者纹理特征对比

赵媛媛1, 童隆正1, 江桂莲1, 于春水2   

  1. 1. 首都医科大学生物医学工程学院计算机系;2. 首都医科大学宣武医院放射科
  • 收稿日期:2008-01-18 修回日期:1900-01-01 出版日期:2009-04-21 发布日期:2009-04-21
  • 通讯作者: 童隆正

Texture Characteristic Comparison between Patients with Multiple Sclerosis and Those with Alzheimer's Disease Based on MR Imaging

ZHAO Yuan-yuan1, TONG Long-zheng1, JIANG Gui-lian1, YU Chun-shui2   

  1. 1. Department of Computer Science, College of Biomedical Engineering, Capital Medical University;2. Department of Radiology, Xuanwu Hospital, Capital Medical University
  • Received:2008-01-18 Revised:1900-01-01 Online:2009-04-21 Published:2009-04-21

摘要: 目的 比较多发性硬化(multiple sclerosis,MS)患者与阿尔茨海默病(Alzheimer’s disease,AD)患者脑部常规MRI的纹理特征。方法 选取MS和AD患者以及健康对照者各13例,提取其MR矢状位T1加权图像的大脑实质作为感兴趣区,映射成灰度共生矩阵,然后提取能量、熵、对比度和逆差距4个纹理特征参数,比较上述3组之间的纹理特征差异是否有统计学意义。结果 3组的能量、熵及逆差距纹理特征两两之间的差异有统计学意义(P<0.05);在对比度上,MS组和对照组、AD组与对照组的差异有统计学意义(P<0.05),而MS组与AD组之间的差异无统计学意义(P=0.332)。结论 MS患者MRI的纹理特征与健康对照组显著不同,表明纹理分析方法有可能揭示MS患者脑实质的病理改变,有助于辅助疾病的早期诊断;同时MS患者与AD患者的纹理特征差异具有统计学意义,表明纹理分析方法有可能揭示MS和AD等其他脑实质病变的病理差异,有助于MS与AD等疾病的鉴别诊断。以上结论还需扩大样本量并采用多种方法进一步证实。

关键词: 多发性硬化, 阿尔茨海默病, MR图像, 纹理分析, 感兴趣区

Abstract: Objective Multiple sclerosis(MS) is a chronic inflammatory disease of the central nervous system, which leads to severe progressive neurological dysfunction. Alzheimer’s disease(AD) is a severe neurodegenerative disease of the central nervous system. The previous researches shown that there were significant differences between MRI texture characteristics of MS and normal control(NC). To compare texture characteristics of MS and other cerebral parenchyma diseases, the differences of cerebral parenchyma texture characteristics on MR images between patients with Multiple Sclerosis(MS) and Alzheimer’s disease(AD) were analyzed. Methods In this research, the total sample set was 39 with MR images of group AD, group MS and group NC 13 for each. Texture analysis of gray level co-occurrence matrix was performed on MR T1-weighted images, and the region of interest(ROI) was cerebral parenchyma. Texture characteristics, such as energy, contrast, entropy and inverse different moment were calculated in order to test if there was a significant difference between these three groups. Results Monotonic trend of texture values existed in AD, MS and NC group the mean values were 0.002 2 vs 0.003 8 vs 0.008 3 for energy, 2.863 3 vs 2.678 9 vs 1.317 8 for entropy, 47.524 1 vs 44.396 1 vs 36.809 0 for contrast, 0.221 7 vs 0.249 8 vs 0.338 3 for inverse different moment. There were significant differences for energy, entropy and inverse different moment between every two groups of AD, MS and NC. Concerning contrast, there was a significant difference between groups AD and NC, groups MS and NC, but not difference between AD and MS. Conclusion The texture differences between MR image of MS and NC could reveal the pathological changes of brain substance for patients with MS, which may be helpful to aid diagnose of MS. At the same time, the texture difference may reveal pathological differences between AD and MS, which may be helpful to differentially diagnose AD, MS and other pathological changes. The data of our subjects is limited, so a larger sample set maybe require to confirm the above conclusion in further studies.

Key words: multiple sclerosis, Alzheimer’s disease, MR imaging, texture analysis, region of interest

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