Literature DB >> 28306547

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

Jeremy S Bredfeldt1, Lianli Liu, Mary Feng, Yue Cao, James M Balter.   

Abstract

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.

Entities:  

Mesh:

Year:  2017        PMID: 28306547      PMCID: PMC5495654          DOI: 10.1088/1361-6560/aa5059

Source DB:  PubMed          Journal:  Phys Med Biol        ISSN: 0031-9155            Impact factor:   3.609


  26 in total

1.  Breath-hold water and fat imaging using a dual-echo two-point Dixon technique with an efficient and robust phase-correction algorithm.

Authors:  Jingfei Ma
Journal:  Magn Reson Med       Date:  2004-08       Impact factor: 4.668

2.  Automated Vertebra Detection and Segmentation from the Whole Spine MR Images.

Authors:  Zhigang Peng; Jia Zhong; William Wee; Jing-Huei Lee
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2005

3.  MR image-based synthetic CT for IMRT prostate treatment planning and CBCT image-guided localization.

Authors:  Shupeng Chen; Hong Quan; An Qin; Seonghwan Yee; Di Yan
Journal:  J Appl Clin Med Phys       Date:  2016-05-08       Impact factor: 2.102

4.  A female pelvic bone shape model for air/bone separation in support of synthetic CT generation for radiation therapy.

Authors:  Lianli Liu; Yue Cao; Jeffrey A Fessler; Shruti Jolly; James M Balter
Journal:  Phys Med Biol       Date:  2015-12-01       Impact factor: 3.609

5.  N4ITK: improved N3 bias correction.

Authors:  Nicholas J Tustison; Brian B Avants; Philip A Cook; Yuanjie Zheng; Alexander Egan; Paul A Yushkevich; James C Gee
Journal:  IEEE Trans Med Imaging       Date:  2010-04-08       Impact factor: 10.048

6.  Prediction of liver function by using magnetic resonance-based portal venous perfusion imaging.

Authors:  Yue Cao; Hesheng Wang; Timothy D Johnson; Charlie Pan; Hero Hussain; James M Balter; Daniel Normolle; Edgar Ben-Josef; Randall K Ten Haken; Theodore S Lawrence; Mary Feng
Journal:  Int J Radiat Oncol Biol Phys       Date:  2012-04-18       Impact factor: 7.038

7.  CT substitute derived from MRI sequences with ultrashort echo time.

Authors:  Adam Johansson; Mikael Karlsson; Tufve Nyholm
Journal:  Med Phys       Date:  2011-05       Impact factor: 4.071

8.  Quantitative characterizations of ultrashort echo (UTE) images for supporting air-bone separation in the head.

Authors:  Shu-Hui Hsu; Yue Cao; Theodore S Lawrence; Christina Tsien; Mary Feng; David M Grodzki; James M Balter
Journal:  Phys Med Biol       Date:  2015-03-17       Impact factor: 3.609

9.  Online Magnetic Resonance Image Guided Adaptive Radiation Therapy: First Clinical Applications.

Authors:  Sahaja Acharya; Benjamin W Fischer-Valuck; Rojano Kashani; Parag Parikh; Deshan Yang; Tianyu Zhao; Olga Green; Omar Wooten; H Harold Li; Yanle Hu; Vivian Rodriguez; Lindsey Olsen; Clifford Robinson; Jeff Michalski; Sasa Mutic; Jeffrey Olsen
Journal:  Int J Radiat Oncol Biol Phys       Date:  2015-10-17       Impact factor: 7.038

10.  Assessing the Dosimetric Accuracy of Magnetic Resonance-Generated Synthetic CT Images for Focal Brain VMAT Radiation Therapy.

Authors:  Eric Paradis; Yue Cao; Theodore S Lawrence; Christina Tsien; Mary Feng; Karen Vineberg; James M Balter
Journal:  Int J Radiat Oncol Biol Phys       Date:  2015-09-04       Impact factor: 7.038

View more
  9 in total

Review 1.  Emerging role of MRI in radiation therapy.

Authors:  Hersh Chandarana; Hesheng Wang; R H N Tijssen; Indra J Das
Journal:  J Magn Reson Imaging       Date:  2018-09-08       Impact factor: 4.813

2.  On the accuracy of bulk synthetic CT for MR-guided online adaptive radiotherapy.

Authors:  Davide Cusumano; Lorenzo Placidi; Stefania Teodoli; Luca Boldrini; Francesca Greco; Silvia Longo; Francesco Cellini; Nicola Dinapoli; Vincenzo Valentini; Marco De Spirito; Luigi Azario
Journal:  Radiol Med       Date:  2019-10-08       Impact factor: 3.469

Review 3.  MRI-only treatment planning: benefits and challenges.

Authors:  Amir M Owrangi; Peter B Greer; Carri K Glide-Hurst
Journal:  Phys Med Biol       Date:  2018-02-26       Impact factor: 3.609

4.  Abdominal synthetic CT generation from MR Dixon images using a U-net trained with 'semi-synthetic' CT data.

Authors:  Lianli Liu; Adam Johansson; Yue Cao; Janell Dow; Theodore S Lawrence; James M Balter
Journal:  Phys Med Biol       Date:  2020-06-15       Impact factor: 3.609

5.  MRI-based treatment planning for liver stereotactic body radiotherapy: validation of a deep learning-based synthetic CT generation method.

Authors:  Yingzi Liu; Yang Lei; Tonghe Wang; Oluwatosin Kayode; Sibo Tian; Tian Liu; Pretesh Patel; Walter J Curran; Lei Ren; Xiaofeng Yang
Journal:  Br J Radiol       Date:  2019-06-20       Impact factor: 3.039

6.  Synthetic 4D-CT of the thorax for treatment plan adaptation on MR-guided radiotherapy systems.

Authors:  Joshua N Freedman; Hannah E Bainbridge; Simeon Nill; David J Collins; Marc Kachelrieß; Martin O Leach; Fiona McDonald; Uwe Oelfke; Andreas Wetscherek
Journal:  Phys Med Biol       Date:  2019-05-23       Impact factor: 3.609

7.  Dosimetric evaluation of magnetic resonance-generated synthetic CT for radiation treatment of rectal cancer.

Authors:  Hesheng Wang; Kevin Du; Juliet Qu; Hersh Chandarana; Indra J Das
Journal:  PLoS One       Date:  2018-01-05       Impact factor: 3.240

8.  MRI-based treatment planning for proton radiotherapy: dosimetric validation of a deep learning-based liver synthetic CT generation method.

Authors:  Yingzi Liu; Yang Lei; Yinan Wang; Tonghe Wang; Lei Ren; Liyong Lin; Mark McDonald; Walter J Curran; Tian Liu; Jun Zhou; Xiaofeng Yang
Journal:  Phys Med Biol       Date:  2019-07-16       Impact factor: 3.609

9.  A technique to generate synthetic CT from MRI for abdominal radiotherapy.

Authors:  Shu-Hui Hsu; Pamela DuPre; Qi Peng; Wolfgang A Tomé
Journal:  J Appl Clin Med Phys       Date:  2020-02-11       Impact factor: 2.102

  9 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.