Literature DB >> 30504990

Composite Radiation Dose Representation Using Fuzzy Set Theory.

Samuel B Park1, James I Monroe2,3, Min Yao1, Mitchell Machtay1, Jason W Sohn1.   

Abstract

Composite plans created from different image sets are generated through Deformable Image Registration (DIR) and present a challenge in accurately presenting uncertainties, which vary with anatomy. Our effort focuses on the application of Fuzzy Set theory to provide an accurate dose representation of such a composite treatment plan. The accuracy of the DIR is generally verified through geometrical visual checks, including the confirmation of the corresponding anatomies with edge features, such as bone or organ boundaries. However, the remaining volume of the image (mostly soft tissues) has few significant image features and therefore greater uncertainty. We fuzzified the deformation vector and derived a Fuzzy composite dose. The fuzzification was implemented using Gaussian functions based on the varying uncertainties in the DIR. After establishing the theoretical basis for this new approach, we present two-and three-dimensional examples as proof-of-concept. Using Fuzzy Set theory, composite dose plans displaying locality-based uncertainties were successfully created, providing information previously unavailable to clinicians. Previous to Fuzzy Set dose presentations, clinicians had no measure of confidence in the accuracy of a composite dose plan. Using fuzzified composite dose presentations, clinicians can determine a safe additional dose to previously treated anatomy. This will possibly increase the treatment success rate and reduce the rate of complications.

Entities:  

Keywords:  Composite Plan; Deformable Image Registration; Fuzzy Set; Radiation Therapy

Year:  2011        PMID: 30504990      PMCID: PMC6261288          DOI: 10.1016/j.ins.2011.10.025

Source DB:  PubMed          Journal:  Inf Sci (N Y)        ISSN: 0020-0255            Impact factor:   6.795


  9 in total

Review 1.  Medical image registration.

Authors:  D L Hill; P G Batchelor; M Holden; D J Hawkes
Journal:  Phys Med Biol       Date:  2001-03       Impact factor: 3.609

Review 2.  Mutual-information-based registration of medical images: a survey.

Authors:  Josien P W Pluim; J B Antoine Maintz; Max A Viergever
Journal:  IEEE Trans Med Imaging       Date:  2003-08       Impact factor: 10.048

3.  Analysis of deformable image registration accuracy using computational modeling.

Authors:  Hualiang Zhong; Jinkoo Kim; Indrin J Chetty
Journal:  Med Phys       Date:  2010-03       Impact factor: 4.071

4.  Spatially weighted mutual information image registration for image guided radiation therapy.

Authors:  Samuel B Park; Frank C Rhee; James I Monroe; Jason W Sohn
Journal:  Med Phys       Date:  2010-09       Impact factor: 4.071

5.  Narrow band deformable registration of prostate magnetic resonance imaging, magnetic resonance spectroscopic imaging, and computed tomography studies.

Authors:  Eduard Schreibmann; Lei Xing
Journal:  Int J Radiat Oncol Biol Phys       Date:  2005-06-01       Impact factor: 7.038

6.  Assessment of a model-based deformable image registration approach for radiation therapy planning.

Authors:  Michael R Kaus; Kristy K Brock; Vladimir Pekar; Laura A Dawson; Alan M Nichol; David A Jaffray
Journal:  Int J Radiat Oncol Biol Phys       Date:  2007-06-01       Impact factor: 7.038

7.  Assessment of parotid gland dose changes during head and neck cancer radiotherapy using daily megavoltage computed tomography and deformable image registration.

Authors:  Choonik Lee; Katja M Langen; Weiguo Lu; Jason Haimerl; Eric Schnarr; Kenneth J Ruchala; Gustavo H Olivera; Sanford L Meeks; Patrick A Kupelian; Thomas D Shellenberger; Rafael R Mañon
Journal:  Int J Radiat Oncol Biol Phys       Date:  2008-06-04       Impact factor: 7.038

8.  Results of a multi-institution deformable registration accuracy study (MIDRAS).

Authors:  Kristy K Brock
Journal:  Int J Radiat Oncol Biol Phys       Date:  2009-11-10       Impact factor: 7.038

9.  Generation of composite dose and biological effective dose (BED) over multiple treatment modalities and multistage planning using deformable image registration.

Authors:  Geoffrey Zhang; Tzung-Chi Huang; Vladimir Feygelman; Craig Stevens; Kenneth Forster
Journal:  Med Dosim       Date:  2009-06-06       Impact factor: 1.482

  9 in total
  2 in total

1.  Computation of epistemic uncertainty due to limited data samples in small field dosimetry using Fuzzy Set Theory.

Authors:  Rahul Kumar Chaudhary; Rajesh Kumar; S D Sharma; D Datta
Journal:  Br J Radiol       Date:  2021-03-18       Impact factor: 3.039

Review 2.  Dose Summation Strategies for External Beam Radiation Therapy and Brachytherapy in Gynecologic Malignancy: A Review from the NRG Oncology and NCTN Medical Physics Subcommittees.

Authors:  Hayeon Kim; Yongsook C Lee; Stanley H Benedict; Brandon Dyer; Michael Price; Yi Rong; Ananth Ravi; Eric Leung; Sushil Beriwal; Mark E Bernard; Jyoti Mayadev; Jessica R L Leif; Ying Xiao
Journal:  Int J Radiat Oncol Biol Phys       Date:  2021-06-17       Impact factor: 7.038

  2 in total

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