An Atlas-Based Electron Density Mapping Method for Magnetic Resonance Imaging (MRI)-Alone Treatment Planning and Adaptive MRI-Based Prostate Radiation Therapy

被引:269
作者
Dowling, Jason A.
Lambert, Jonathan [1 ,2 ]
Parker, Joel [1 ]
Salvado, Olivier
Fripp, Jurgen
Capp, Anne [1 ,2 ]
Wratten, Chris [1 ,2 ]
Denham, James W. [1 ,2 ]
Greer, Peter B. [1 ,2 ]
机构
[1] Calvary Mater Newcastle Hosp, Newcastle, NSW, Australia
[2] Univ Newcastle, Callaghan, NSW 2308, Australia
来源
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS | 2012年 / 83卷 / 01期
关键词
Electron density; MRI; Prostate cancer; Radiotherapy planning; RADIOTHERAPY; IMAGES; CT; SEGMENTATION;
D O I
10.1016/j.ijrobp.2011.11.056
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Purpose: Prostate radiation therapy dose planning directly on magnetic resonance imaging (MRI) scans would reduce costs and uncertainties due to multimodality image registration. Adaptive planning using a combined MRI-linear accelerator approach will also require dose calculations to be performed using MRI data. The aim of this work was to develop an atlas-based method to map realistic electron densities to MRI scans for dose calculations and digitally reconstructed radiograph (DRR) generation. Methods and Materials: Whole-pelvis MRI and CT scan data were collected from 39 prostate patients. Scans from 2 patients showed significantly different anatomy from that of the remaining patient population, and these patients were excluded. A whole-pelvis MRI atlas was generated based on the manually delineated MRI scans. In addition, a conjugate electron-density atlas was generated from the coregistered computed tomography (CT)-MRI scans. Pseudo-CT scans for each patient were automatically generated by global and nonrigid registration of the MRI atlas to the patient MRI scan, followed by application of the same transformations to the electron-density atlas. Comparisons were made between organ segmentations by using the Dice similarity coefficient (DSC) and point dose calculations for 26 patients on planning CT and pseudo-CT scans. Results: The agreement between pseudo-CT and planning CT was quantified by differences in the point dose at isocenter and distance to agreement in corresponding voxels. Dose differences were found to be less than 2%. Chi-squared values indicated that the planning CT and pseudo-CT dose distributions were equivalent. No significant differences (p > 0.9) were found between CT and pseudo-CT Hounsfield units for organs of interest. Mean +/- standard deviation DSC scores for the atlas-based segmentation of the pelvic bones were 0.79 +/- 0.12, 0.70 +/- 0.14 for the prostate, 0.64 +/- 0.16 for the bladder, and 0.63 +/- 0.16 for the rectum. Conclusions: The electron-density atlas method provides the ability to automatically define organs and map realistic electron densities to MRI scans for radiotherapy dose planning and DRR generation. This method provides the necessary tools for MRI-alone treatment planning and adaptive MRI-based prostate radiation therapy. (C) 2012 Elsevier Inc.
引用
收藏
页码:E5 / E11
页数:7
相关论文
共 20 条
[1]   A revision of the γ-evaluation concept for the comparison of dose distributions [J].
Bakai, A ;
Alber, M ;
Nüsslin, F .
PHYSICS IN MEDICINE AND BIOLOGY, 2003, 48 (21) :3543-3553
[2]   MRI-based treatment planning for radiotherapy: Dosimetric verification for prostate IMRT [J].
Chen, LL ;
Price, RA ;
Wang, L ;
Li, JS ;
Qin, LH ;
McNeeley, S ;
Ma, CMC ;
Freedman, GM ;
Pollack, A .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2004, 60 (02) :636-647
[3]  
Dowling J, 2009, P SOC PHOTOGRAPHIC I, V7259
[4]  
Dowling J, 2010, LECT NOTES COMPUT SC, V6367, P25, DOI 10.1007/978-3-642-15989-3_4
[5]   A simulation of MRI based dose calculations on the basis of radiotherapy planning CT images [J].
Eilertsen, Karsten ;
Vestad, Line Nilsen Tor Arne ;
Geier, Oliver ;
Skretting, Arne .
ACTA ONCOLOGICA, 2008, 47 (07) :1294-1302
[6]  
Greer PB, 2011, MED J AUSTRALIA, V194, pS24
[7]   Treatment planning using MRI data: an analysis of the dose calculation accuracy for different treatment regions [J].
Jonsson, Joakim H. ;
Karlsson, Magnus G. ;
Karlsson, Mikael ;
Nyholm, Tufve .
RADIATION ONCOLOGY, 2010, 5
[8]   DEDICATED MAGNETIC RESONANCE IMAGING IN THE RADIOTHERAPY CLINIC [J].
Karlsson, Mikael ;
Karlsson, Magnus G. ;
Nyholm, Tufve ;
Amies, Christopher ;
Zackrisson, Bjorn .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2009, 74 (02) :644-651
[9]  
Khan F.M., 2009, PHYS RAD THERAPY, V4rd
[10]   Segmentation of the prostate in MR images by atlas matching [J].
Klein, S. ;
van der Heide, U. A. ;
Raaymakers, B. W. ;
Kotte, A. N. T. J. ;
Staring, M. ;
Pluim, J. P. W. .
2007 4TH IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING : MACRO TO NANO, VOLS 1-3, 2007, :1300-+