Evaluation of accuracy of B-spline transformation-based deformable image registration with different parameter settings for thoracic images

被引:34
作者
Kanai, Takayuki [1 ]
Kadoya, Noriyuki [1 ]
Ito, Kengo [1 ]
Onozato, Yusuke [1 ]
Cho, Sang Yong [1 ]
Kishi, Kazuma [2 ]
Dobashi, Suguru [3 ]
Umezawa, Rei [1 ]
Matsushita, Haruo [1 ]
Takeda, Ken [3 ]
Jingu, Keiichi [1 ]
机构
[1] Tohoku Univ, Sch Med, Dept Radiat Oncol, Aoba Ku, Sendai, Miyagi 9808574, Japan
[2] Tohoku Univ Hosp, Aoba Ku, Sendai, Miyagi, Japan
[3] Tohoku Univ, Fac Med, Sch Hlth Sci, Dept Radiol Technol,Aoba Ku, Sendai, Miyagi 9808574, Japan
关键词
deformable image registration; adaptive radiotherapy; 4DCT; lung; COMPUTED-TOMOGRAPHY; VENTILATION; CT; RADIOTHERAPY; ALGORITHMS; IMPACT;
D O I
10.1093/jrr/rru062
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
Deformable image registration (DIR) is fundamental technique for adaptive radiotherapy and image-guided radiotherapy. However, further improvement of DIR is still needed. We evaluated the accuracy of B-spline transformation-based DIR implemented in elastix. This registration package is largely based on the Insight Segmentation and Registration Toolkit (ITK), and several new functions were implemented to achieve high DIR accuracy. The purpose of this study was to clarify whether new functions implemented in elastix are useful for improving DIR accuracy. Thoracic 4D computed tomography images of ten patients with esophageal or lung cancer were studied. Datasets for these patients were provided by DIR-lab (dir-lab.com) and included a coordinate list of anatomical landmarks that had been manually identified. DIR between peak-inhale and peak-exhale images was performed with four types of parameter settings. The first one represents original ITK (Parameter 1). The second employs the new function of elastix (Parameter 2), and the third was created to verify whether new functions improve DIR accuracy while keeping computational time (Parameter 3). The last one partially employs a new function (Parameter 4). Registration errors for these parameter settings were calculated using the manually determined landmark pairs. 3D registration errors with standard deviation over all cases were 1.78 (1.57), 1.28 (1.10), 1.44 (1.09) and 1.36 (1.35) mm for Parameter 1, 2, 3 and 4, respectively, indicating that the new functions are useful for improving DIR accuracy, even while maintaining the computational time, and this B-spline-based DIR could be used clinically to achieve high-accuracy adaptive radiotherapy.
引用
收藏
页码:1163 / 1170
页数:8
相关论文
共 34 条
  • [1] Deformable image registration of heterogeneous human lung incorporating the bronchial tree
    Al-Mayah, Adil
    Moseley, Joanne
    Velec, Mike
    Hunter, Shannon
    Brock, Kristy
    [J]. MEDICAL PHYSICS, 2010, 37 (09) : 4560 - 4571
  • [2] Accuracy and sensitivity of finite element model-based deformable registration of the prostate
    Brock, Kristy K.
    Nichol, Alan M.
    Menard, Cynthia
    Moseley, Joanne L.
    Warde, Padraig R.
    Catton, Charles N.
    Jaffray, David A.
    [J]. MEDICAL PHYSICS, 2008, 35 (09) : 4019 - 4025
  • [3] RESULTS OF A MULTI-INSTITUTION DEFORMABLE REGISTRATION ACCURACY STUDY (MIDRAS)
    Brock, Kristy K.
    [J]. INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2010, 76 (02): : 583 - 596
  • [4] Four-dimensional deformable image registration using trajectory modeling
    Castillo, Edward
    Castillo, Richard
    Martinez, Josue
    Shenoy, Maithili
    Guerrero, Thomas
    [J]. PHYSICS IN MEDICINE AND BIOLOGY, 2010, 55 (01) : 305 - 327
  • [5] A framework for evaluation of deformable image registration spatial accuracy using large landmark point sets
    Castillo, Richard
    Castillo, Edward
    Guerra, Rudy
    Johnson, Valen E.
    McPhail, Travis
    Garg, Amit K.
    Guerrero, Thomas
    [J]. PHYSICS IN MEDICINE AND BIOLOGY, 2009, 54 (07) : 1849 - 1870
  • [6] Registration of sliding objects using direction dependent B-splines decomposition
    Delmon, V.
    Rit, S.
    Pinho, R.
    Sarrut, D.
    [J]. PHYSICS IN MEDICINE AND BIOLOGY, 2013, 58 (05) : 1303 - 1314
  • [7] Comparison of image registration based measures of regional lung ventilation from dynamic spiral CT with Xe-CT
    Ding, Kai
    Cao, Kunlin
    Fuld, Matthew K.
    Du, Kaifang
    Christensen, Gary E.
    Hoffman, Eric A.
    Reinhardt, Joseph M.
    [J]. MEDICAL PHYSICS, 2012, 39 (08) : 5084 - 5098
  • [8] Implementation and evaluation of various demons deformable image registration algorithms on a GPU
    Gu, Xuejun
    Pan, Hubert
    Liang, Yun
    Castillo, Richard
    Yang, Deshan
    Choi, Dongju
    Castillo, Edward
    Majumdar, Amitava
    Guerrero, Thomas
    Jiang, Steve B.
    [J]. PHYSICS IN MEDICINE AND BIOLOGY, 2010, 55 (01) : 207 - 219
  • [9] Guerrero T, 2006, PHYS MED BIOL, V51, P777, DOI [10.1088/0031-9155/51/4/002, 10.1088/0031-9155/-51/4/002]
  • [10] Reduction of pulmonary compliance found with high-resolution computed tomography in irradiated mice
    Guerrero, Thomas
    Castillo, Richard
    Noyola-Martinez, Josue
    Torres, Mylin
    Zhou, Xinhui
    Guerra, Rudy
    Cody, Dianna
    Komaki, Ritsuko
    Travis, Elizabeth
    [J]. INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2007, 67 (03): : 879 - 887