Literature DB >> 26485227

Radiation dose response simulation for biomechanical-based deformable image registration of head and neck cancer treatment.

Adil Al-Mayah1, Joanne Moseley, Shannon Hunter, Kristy Brock.   

Abstract

Biomechanical-based deformable image registration is conducted on the head and neck region. Patient specific 3D finite element models consisting of parotid glands (PG), submandibular glands (SG), tumor, vertebrae (VB), mandible, and external body are used to register pre-treatment MRI to post-treatment MR images to model the dose response using image data of five patients. The images are registered using combinations of vertebrae and mandible alignments, and surface projection of the external body as boundary conditions. In addition, the dose response is simulated by applying a new loading technique in the form of a dose-induced shrinkage using the dose-volume relationship. The dose-induced load is applied as dose-induced shrinkage of the tumor and four salivary glands. The Dice Similarity Coefficient (DSC) is calculated for the four salivary glands, and tumor to calculate the volume overlap of the structures after deformable registration. A substantial improvement in the registration is found by including the dose-induced shrinkage. The greatest registration improvement is found in the four glands where the average DSC increases from 0.53, 0.55, 0.32, and 0.37 to 0.68, 0.68, 0.51, and 0.49 in the left PG, right PG, left SG, and right SG, respectively by using bony alignment of vertebrae and mandible (M), body (B) surface projection and dose (D) (VB+M+B+D).

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Year:  2015        PMID: 26485227     DOI: 10.1088/0031-9155/60/21/8481

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


  4 in total

1.  Biomechanical modeling of radiation dose-induced volumetric changes of the parotid glands for deformable image registration.

Authors:  Molly M McCulloch; Guillaume Cazoulat; Alexandra C Ford; Baher Elgohari; Houda Bahig; Andrew D Kim; Hesham Elhalawani; Renjie He; Jihong Wang; Yao Ding; Abdallah Sr Mohamed; Daniel F Polan; Jason B King; Christine B Peterson; Andrea N Ohrt; Clifton D Fuller; Stephen Y Lai; Kristy K Brock
Journal:  Phys Med Biol       Date:  2020-08-31       Impact factor: 3.609

2.  Biomechanical modeling of neck flexion for deformable alignment of the salivary glands in head and neck cancer images.

Authors:  Molly M McCulloch; Brian M Anderson; Guillaume Cazoulat; Christine B Peterson; Abdallah S R Mohamed; Stefania Volpe; Hesham Elhalawani; Houda Bahig; Bastien Rigaud; Jason B King; Alexandra C Ford; Clifton D Fuller; Kristy K Brock
Journal:  Phys Med Biol       Date:  2019-09-05       Impact factor: 3.609

3.  Personalized heterogeneous deformable model for fast volumetric registration.

Authors:  Weixin Si; Xiangyun Liao; Qiong Wang; Pheng Ann Heng
Journal:  Biomed Eng Online       Date:  2017-02-20       Impact factor: 2.819

4.  A Comparative Evaluation of 3 Different Free-Form Deformable Image Registration and Contour Propagation Methods for Head and Neck MRI: The Case of Parotid Changes During Radiotherapy.

Authors:  Sara Broggi; Elisa Scalco; Maria Luisa Belli; Gerlinde Logghe; Dirk Verellen; Stefano Moriconi; Anna Chiara; Anna Palmisano; Renata Mellone; Claudio Fiorino; Giovanna Rizzo
Journal:  Technol Cancer Res Treat       Date:  2017-02-07
  4 in total

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