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基于四维CT图像的两种形变配准算法比较呼吸运动对肝脏及靶区形态的影响
  • ISSN号:1004-4221
  • 期刊名称:《中华放射肿瘤学杂志》
  • 时间:0
  • 分类:R814.42[医药卫生—影像医学与核医学;医药卫生—放射医学;医药卫生—临床医学]
  • 作者机构:[1]山东省肿瘤医院放疗科,济南250117, [2]山东大学信息科学与工程学院,济南250100, [3]山东师范大学物理与电子科学学院,济南250014
  • 相关基金:国家自然科学基金(编号:81272699);山东省自然科学基金(编号:ZR2009CL032);山东省医学科学院青年基金项目“三维呼吸运动模体的开发及相关研究”(2011-21).
中文摘要:

目的通过基于四维CT(4DCT)图像改进的demons算法和基于B样条的FFD算法比较研究,探讨呼吸运动对原发性肝癌肝脏及靶区形态的影响。方法对8例原发性肝癌患者行4DCT模拟定位,并将4DCT图像依据呼吸曲线均分为10个呼吸时相。采用改进的demons算法和基于B样条的FFD算法配准10个时相的图像。从归一化互信息、Hausdorff距离以及配准时间等方面比较两种方法差异。结果改进的demons算法较基于B样条的FFD算法的归一化互信息平均提高了4.75%(P=0.002),Hausdorff距离平均降低了15.2%(P=0.020),配准时间上也具有显著优势(P=0.036)。结论呼吸运动造成的正常肝脏及肿瘤靶区位置和形态变化是非常显著的,两种方法均可实现4DCT图像间的形变配准,改进的demons算法在配准精度和速度方面更具优势。

英文摘要:

Objective To study the morphology of normal liver and tumors by breathing motion of hepatocellular carcinoma patients, through comparing the modified demons algorithm and FFD algorithm based on B-spline, and combing four-dimensional computed tomography (4DCT). Methods The 4DCT images of 8 HCC patients were segmented into 10-series which were named CT0, CT10... CT80, CT90 according to the respiratory phases, CT0 and CT50 are defined to be end-inhale and end-exhale respectively. CT50 was chosen as the reference image. We used the modified demons algorithm and FFD algorithm based on B-spline to deform the images. Linear interpolation was used in both mode 1 and mode 2. The normalized mutual information (NMI) , Haasdorff distance (dH) and registration speed were used to verify the registration performance. Results The average NMI for the end-inhale and end-exhale images of 8 HCC patients after demons registration in mode 1 improved 4. 75% with FFD algorithm based on B-spline(P =0. 002). And the difference of dH after demons reduced 15.2% comparing with FFD model algorithm ( P = 0. 02). In addition, demons algorithm has the absolute advantage in registration speed(P = 0. 036 ). Conclusions The breathing movement for deformation of normal liver and tumor targets is significant. These two algorithms can achieve the registration of 4DCT images and the modified demons registration can deform 4DCT images effectively.

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期刊信息
  • 《中华放射肿瘤学杂志》
  • 中国科技核心期刊
  • 主管单位:中国科协
  • 主办单位:中华医学会
  • 主编:
  • 地址:北京朝阳区潘家园南里17号医学院肿瘤医院
  • 邮编:100021
  • 邮箱:cjron@cma.org.cn
  • 电话:010-67700737 87788294
  • 国际标准刊号:ISSN:1004-4221
  • 国内统一刊号:ISSN:11-3030/R
  • 邮发代号:82-240
  • 获奖情况:
  • 国内外数据库收录:
  • 被引量:16100