Synthetic CT for MRI-based liver stereotactic body radiotherapy treatment planning

被引:32
作者
Bredfeldt, Jeremy S. [1 ]
Liu, Lianli [1 ]
Feng, Mary [1 ]
Cao, Yue [1 ]
Balter, James M. [1 ]
机构
[1] Univ Michigan, Dept Radiat Oncol, Ann Arbor, MI 48109 USA
关键词
MRI guided radiation therapy; synthetic CT; radiation oncology; liver stereotactic body radiation therapy; RADIATION-THERAPY; VERTEBRA DETECTION; PROSTATE-CANCER; SEGMENTATION; IMAGES; HEAD;
D O I
10.1088/1361-6560/aa5059
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
A technique for generating MRI-derived synthetic CT volumes (MRCTs) is demonstrated in support of adaptive liver stereotactic body radiation therapy (SBRT). Under IRB approval, 16 subjects with hepatocellular carcinoma were scanned using a single MR pulse sequence (T1 Dixon). Air-containing voxels were identified by intensity thresholding on T1-weighted, water and fat images. The envelope of the anterior vertebral bodies was segmented from the fat image and fuzzy-C-means (FCM) was used to classify each non-air voxel as mid-density, lower-density, bone, or marrow in the abdomen, with only bone and marrow classified within the vertebral body envelope. MRCT volumes were created by integrating the product of the FCM class probability with its assigned class density for each voxel. MRCTs were deformably aligned with corresponding planning CTs and 2-ARC-SBRT-VMAT plans were optimized on MRCTs. Fluence was copied onto the CT density grids, dose recalculated, and compared. The liver, vertebral bodies, kidneys, spleen and cord had median Hounsfield unit differences of less than 60. Median target dose metrics were all within 0.1 Gy with maximum differences less than 0.5 Gy. OAR dose differences were similarly small (median: 0.03 Gy, std: 0.26 Gy). Results demonstrate that MRCTs derived from a single abdominal imaging sequence are promising for use in SBRT dose calculation.
引用
收藏
页码:2922 / 2934
页数:13
相关论文
共 27 条
[1]   Online Magnetic Resonance Image Guided Adaptive Radiation Therapy: First Clinical Applications [J].
Acharya, Sahaja ;
Fischer-Valuck, Benjamin W. ;
Kashani, Rojano ;
Parikh, Parag ;
Yang, Deshan ;
Zhao, Tianyu ;
Green, Olga ;
Wooten, Omar ;
Li, H. Harold ;
Hu, Yanle ;
Rodriguez, Vivian ;
Olsen, Lindsey ;
Robinson, Clifford ;
Michalski, Jeff ;
Mutic, Sasa ;
Olsen, Jeffrey .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2016, 94 (02) :394-403
[2]   Radiotherapy treatment planning of brain tumours using MRI alone [J].
Beavis, AW ;
Gibbs, P ;
Dealey, RA ;
Whitton, VJ .
BRITISH JOURNAL OF RADIOLOGY, 1998, 71 (845) :544-548
[3]   Prediction of Liver Function by Using Magnetic Resonance-based Portal Venous Perfusion Imaging [J].
Cao, Yue ;
Wang, Hesheng ;
Johnson, Timothy D. ;
Pan, Charlie ;
Hussain, Hero ;
Balter, James M. ;
Normolle, Daniel ;
Ben-Josef, Edgar ;
Ten Haken, Randall K. ;
Lawrence, Theodore S. ;
Feng, Mary .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2013, 85 (01) :258-263
[4]   Geodesic active contours [J].
Caselles, V ;
Kimmel, R ;
Sapiro, G .
INTERNATIONAL JOURNAL OF COMPUTER VISION, 1997, 22 (01) :61-79
[5]   MR image-based synthetic CT for IMRT prostate treatment planning and CBCT image-guided localization [J].
Chen, Shupeng ;
Quan, Hong ;
Qin, An ;
Yee, Seonghwan ;
Yan, Di .
JOURNAL OF APPLIED CLINICAL MEDICAL PHYSICS, 2016, 17 (03) :236-245
[6]   MRI simulation for radiotherapy treatment planning [J].
Devic, Slobodan .
MEDICAL PHYSICS, 2012, 39 (11) :6701-6711
[7]   SIMPLE PROTON SPECTROSCOPIC IMAGING [J].
DIXON, WT .
RADIOLOGY, 1984, 153 (01) :189-194
[8]   An Atlas-Based Electron Density Mapping Method for Magnetic Resonance Imaging (MRI)-Alone Treatment Planning and Adaptive MRI-Based Prostate Radiation Therapy [J].
Dowling, Jason A. ;
Lambert, Jonathan ;
Parker, Joel ;
Salvado, Olivier ;
Fripp, Jurgen ;
Capp, Anne ;
Wratten, Chris ;
Denham, James W. ;
Greer, Peter B. .
INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS, 2012, 83 (01) :E5-E11
[9]   RANDOM SAMPLE CONSENSUS - A PARADIGM FOR MODEL-FITTING WITH APPLICATIONS TO IMAGE-ANALYSIS AND AUTOMATED CARTOGRAPHY [J].
FISCHLER, MA ;
BOLLES, RC .
COMMUNICATIONS OF THE ACM, 1981, 24 (06) :381-395
[10]  
Greer PB, 2011, MED J AUSTRALIA, V194, pS24