Registration of MR prostate images with biomechanical modeling and nonlinear parameter estimation

被引:71
作者
Alterovitz, R
Goldberg, K
Pouliot, J
Hsu, ICJ
Kim, Y
Noworolski, SM
Kurhanewicz, J
机构
[1] Univ Calif Berkeley, Dept Ind Engn & Operat Res, Berkeley, CA 94720 USA
[2] Univ Calif Berkeley, Dept Elect Engn & Comp Sci, Berkeley, CA 94720 USA
[3] Univ Calif San Francisco, Ctr Comprehens Canc, Dept Radiat Oncol, San Francisco, CA 94143 USA
[4] Univ Calif San Francisco, Dept Radiol, Ctr Mol & Funct Imaging, San Francisco, CA 94143 USA
关键词
deformable image registration; prostate finite element model; registration; nonlinear image warping; prostate therapy;
D O I
10.1118/1.2163391
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Magnetic resonance imaging (MRI) and magnetic resonance spectroscopic imaging (MRSI) have been shown to be very useful for identifying prostate cancers. For high sensitivity, the MRI/MRSI examination is often acquired with an endorectal probe that may cause a substantial deformation of the prostate and surrounding soft tissues. Such a probe is removed prior to radiation therapy treatment. To register diagnostic probe-in magnetic resonance (MR) images to therapeutic probe-out MR images for treatment planning, a new deformable image registration method is developed based on biomechanical modeling of soft tissues and estimation of uncertain tissue parameters using nonlinear optimization. Given two-dimensional (2-D) segmented probe-in and probe-out images, a finite element method (FEM) is used to estimate the deformation of the prostate and surrounding tissues due to displacements and forces resulting from the endorectal probe. Since FEM requires tissue stiffness properties and external force values as input, the method estimates uncertain parameters using nonlinear local optimization. The registration method is evaluated using images from five balloon and five rigid endorectal probe patient cases. It requires on average 37 s of computation time on a 1.6 GHz Pentium-M PC. Comparing the prostate outline in deformed probe-out images to corresponding probe-in images, the method obtains a mean Dice Similarity Coefficient (DSC) of 97.5% for the balloon probe cases and 98.1% for the rigid probe cases. The method improves significantly over previous methods (P < 0.05) with greater improvement for balloon probe cases with larger tissue deformations. (c) 2006 American Association of Physicists in Medicine.
引用
收藏
页码:446 / 454
页数:9
相关论文
共 31 条
[1]  
Alterovitz R, 2004, P ANN INT IEEE EMBS, V26, P1722
[2]  
Bazaraa M. S., 2013, NONLINEAR PROGRAMMIN
[3]   Evaluation of three-dimensional finite element-based deformable registration of pre- and intraoperative prostate imaging [J].
Bharatha, A ;
Hirose, M ;
Hata, N ;
Warfield, SK ;
Ferrant, M ;
Zou, KH ;
Suarez-Santana, E ;
Ruiz-Alzola, J ;
D'Amico, A ;
Cormack, RA ;
Kikinis, R ;
Jolesz, FA ;
Tempany, CMC .
MEDICAL PHYSICS, 2001, 28 (12) :2551-2560
[4]  
Crouch JR, 2003, LECT NOTES COMPUT SC, V2878, P108
[5]  
CROUCH JR, 2003, THESIS U N CAROLINA
[6]   MEASURES OF THE AMOUNT OF ECOLOGIC ASSOCIATION BETWEEN SPECIES [J].
DICE, LR .
ECOLOGY, 1945, 26 (03) :297-302
[7]   A comparative study of warping and rigid body registration for the prostate and pelvic MR volumes [J].
Fei, BW ;
Kemper, C ;
Wilson, DL .
COMPUTERIZED MEDICAL IMAGING AND GRAPHICS, 2003, 27 (04) :267-281
[8]   Automatic MR volume registration and its evaluation for the pelvis and prostate [J].
Fei, BW ;
Wheaton, A ;
Lee, ZH ;
Duerk, JL ;
Wilson, DL .
PHYSICS IN MEDICINE AND BIOLOGY, 2002, 47 (05) :823-838
[9]   PELVIC IMAGING WITH PHASED-ARRAY COILS - QUANTITATIVE ASSESSMENT OF SIGNAL-TO-NOISE RATIO IMPROVEMENT [J].
HAYES, CE ;
DIETZ, MJ ;
KING, BF ;
EHMAN, RL .
JMRI-JOURNAL OF MAGNETIC RESONANCE IMAGING, 1992, 2 (03) :321-326
[10]   CLOSED-FORM SOLUTION OF ABSOLUTE ORIENTATION USING UNIT QUATERNIONS [J].
HORN, BKP .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1987, 4 (04) :629-642