Constrained non-rigid registration for use in image-guided adaptive radiotherapy

被引:37
|
作者
Greene, W. H. [1 ,2 ]
Chelikani, S. [2 ]
Purushothaman, K. [2 ]
Knisely, J. P. S. [3 ]
Chen, Z. [3 ]
Papademetris, X. [1 ,2 ]
Staib, L. H. [1 ,2 ]
Duncan, J. S. [1 ,2 ]
机构
[1] Yale Univ, Dept Biomed Engn, New Haven, CT 06520 USA
[2] Yale Univ, Dept Diagnost Radiol, New Haven, CT 06520 USA
[3] Yale Univ, Dept Therapeut Radiol, New Haven, CT 06520 USA
关键词
Non-rigid image registration; B-spline free form deformation; Rigid registration; Image-guided radiotherapy; Adaptive prostate radiotherapy; TUMOR-CONTROL PROBABILITY; PROSTATE-CANCER; ALGORITHM; MODEL;
D O I
10.1016/j.media.2009.07.004
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A constrained non-rigid registration (CNRR) algorithm for use in prostate image-guided adaptive radiotherapy is presented in a coherent mathematical framework. The registration algorithm is based on a global rigid transformation combined with a series of local injective non-rigid multi-resolution cubic B-spline Free Form Deformation (FFD) transformations. The control points of the FFD are used to non-rigidly constrain the transformation to the prostate, rectum, and bladder. As well, the control points are used to rigidly constrain the transformation to the estimated position of the pelvis, left femur, and right femur. The algorithm was tested with both 3D conformal radiotherapy (3DCRT) and intensity-modulated radiotherapy (IMRT) dose plan data sets. The 3DCRT dose plan set consisted of 10 fan-beam CT (FBCT) treatment-day images acquired from four different patients. The IMRT dose plan set consisted of 32 cone-beam CT (CBCT) treatment-day images acquired from 4 different patients. The CNRR was tested with different combinations of anatomical constraints and each test significantly outperformed both rigid and non-rigid registration at aligning constrained bones and critical organs. The CNRR results were used to adapt the dose plans to account for patient positioning errors as well as inter-day bone motion and intrinsic organ deformation. Each adapted dose plan improved performance by lowering radiation distribution to the rectum and bladder while increasing or maintaining radiation distribution to the prostate. (C) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:809 / 817
页数:9
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