Literature DB >> 31269475

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

Molly M McCulloch1, 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.   

Abstract

During head and neck (HN) cancer radiation therapy, analysis of the dose-response relationship for the parotid glands (PG) relies on the ability to accurately align soft tissue organs between longitudinal images. In order to isolate the response of the salivary glands to delivered dose, from deformation due to patient position, it is important to resolve the patient postural changes, mainly due to neck flexion. In this study we evaluate the use of a biomechanical model-based deformable image registration (DIR) algorithm to estimate the displacements and deformations of the salivary glands due to postural changes. A total of 82 pairs of CT images of HN cancer patients with varying angles of neck flexion were retrospectively obtained. The pairs of CTs of each patient were aligned using bone-based rigid registration. The images were then deformed using biomechanical model-based DIR method that focused on the mandible, C1 vertebrae, C3 vertebrae, and external contour. For comparison, an intensity-based DIR was also performed. The accuracy of the biomechanical model-based DIR was assessed using Dice similarity coefficient (DSC) for all images and for the subset of images where the PGs had a volume change within 20%. The accuracy was compared to the intensity-based DIR. The PG mean  ±  STD DSC were 0.63  ±  0.18, 0.80  ±  0.08, and 0.82  ±  0.15 for the rigid registration, biomechanical model-based DIR, and intensity based DIR, respectively, for patients with a PG volume change up to 20%. For the entire cohort of patients, where the PG volume change was up to 57%, the PG mean  ±  STD DSC were 0.60  ±  0.18, 0.78  ±  0.09, and 0.81  ±  0.14 for the rigid registration, biomechanical model-based DIR, and intensity based DIR, respectively. The difference in DSC of the intensity and biomechanical model-based DIR methods was not statistically significant when the volume change was less than 20% (two-sided paired t-test, p   =  0.12). When all volume changes were considered, there was a significant difference between the two registration approaches, although the magnitude was small. These results demonstrate that the proposed biomechanical model with boundary conditions on the bony anatomy can serve to describe the varying angles of neck flexion appearing in images during radiation treatment and to align the salivary glands for proper analysis of dose-response relationships. It also motivates the need for dose response modeling following neck flexion for cases where parotid gland response is noted.

Entities:  

Mesh:

Year:  2019        PMID: 31269475      PMCID: PMC7748883          DOI: 10.1088/1361-6560/ab2f13

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


  12 in total

1.  Long-term quality of life after swallowing and salivary-sparing chemo-intensity modulated radiation therapy in survivors of human papillomavirus-related oropharyngeal cancer.

Authors:  Jeffrey M Vainshtein; Dominic H Moon; Felix Y Feng; Douglas B Chepeha; Avraham Eisbruch; Matthew H Stenmark
Journal:  Int J Radiat Oncol Biol Phys       Date:  2015-04-01       Impact factor: 7.038

Review 2.  Radiotherapy dose-volume effects on salivary gland function.

Authors:  Joseph O Deasy; Vitali Moiseenko; Lawrence Marks; K S Clifford Chao; Jiho Nam; Avraham Eisbruch
Journal:  Int J Radiat Oncol Biol Phys       Date:  2010-03-01       Impact factor: 7.038

3.  Accuracy of finite element model-based multi-organ deformable image registration.

Authors:  K K Brock; M B Sharpe; L A Dawson; S M Kim; D A Jaffray
Journal:  Med Phys       Date:  2005-06       Impact factor: 4.071

4.  Volume effects and region-dependent radiosensitivity of the parotid gland.

Authors:  Antonius W T Konings; Femmy Cotteleer; Hette Faber; Peter van Luijk; Harm Meertens; Rob P Coppes
Journal:  Int J Radiat Oncol Biol Phys       Date:  2005-07-15       Impact factor: 7.038

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

Authors:  Adil Al-Mayah; Joanne Moseley; Shannon Hunter; Kristy Brock
Journal:  Phys Med Biol       Date:  2015-10-20       Impact factor: 3.609

6.  An automated, quantitative, and case-specific evaluation of deformable image registration in computed tomography images.

Authors:  R G J Kierkels; L A den Otter; E W Korevaar; J A Langendijk; A van der Schaaf; A C Knopf; N M Sijtsema
Journal:  Phys Med Biol       Date:  2018-02-21       Impact factor: 3.609

7.  Automated, reference-free local error assessment of multimodal deformable image registration for radiotherapy in the head and neck.

Authors:  Michael G Nix; Robin J D Prestwich; Richard Speight
Journal:  Radiother Oncol       Date:  2017-10-31       Impact factor: 6.280

8.  Performance of commercially available deformable image registration platforms for contour propagation using patient-based computational phantoms: A multi-institutional study.

Authors:  Gianfranco Loi; Marco Fusella; Eleonora Lanzi; Elisabetta Cagni; Cristina Garibaldi; Giuseppina Iacoviello; Francesco Lucio; Enrico Menghi; Roberto Miceli; Lucia C Orlandini; Antonella Roggio; Federica Rosica; Michele Stasi; Lidia Strigari; Silvia Strolin; Christian Fiandra
Journal:  Med Phys       Date:  2018-01-09       Impact factor: 4.071

9.  Clinical Outcomes and Patterns of Disease Recurrence After Intensity Modulated Proton Therapy for Oropharyngeal Squamous Carcinoma.

Authors:  G Brandon Gunn; Pierre Blanchard; Adam S Garden; X Ronald Zhu; C David Fuller; Abdallah S Mohamed; William H Morrison; Jack Phan; Beth M Beadle; Heath D Skinner; Erich M Sturgis; Merrill S Kies; Kate A Hutcheson; David I Rosenthal; Radhe Mohan; Michael T Gillin; Steven J Frank
Journal:  Int J Radiat Oncol Biol Phys       Date:  2016-02-12       Impact factor: 7.038

10.  Biomechanical-based image registration for head and neck radiation treatment.

Authors:  Adil Al-Mayah; Joanne Moseley; Shannon Hunter; Mike Velec; Lily Chau; Stephen Breen; Kristy Brock
Journal:  Phys Med Biol       Date:  2010-10-19       Impact factor: 3.609

View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.