Literature DB >> 20831084

A symmetric nonrigid registration method to handle large organ deformations in cervical cancer patients.

Luiza Bondar1, Mischa S Hoogeman, Eliana M Vásquez Osorio, Ben J M Heijmen.   

Abstract

PURPOSE: Modern radiotherapy requires assessment of patient anatomical changes. By using unidirectional registration methods, the quantified anatomical changes are asymmetric, i.e., depend on the direction of the registration. Moreover, the registration is challenged by the large and complex organ deformations that can occur in, e.g., cervical cancer patients. The aim of this work was to develop, test, and validate a symmetric feature-based nonrigid registration method that can handle organs with large-scale deformations.
METHODS: A symmetric version of the unidirectional thin plate spline robust point matching (TPS-RPM) algorithm was developed, implemented, tested, and validated. Tests were performed by using the delineated cervix and uterus and bladder in CT scans of five cervical cancer patients. For each patient, five CT scans with a large variability in organ shape, volume, and deformations were acquired. Both the symmetric and the unidirectional algorithm were employed to calculate the registration geometric accuracy (surface distance and surface coverage errors), the inverse consistency, the residual distances after transforming anatomical landmarks, and the registration time. Additionally, to facilitate the further use of our symmetric method, a large set of input parameters was tested.
RESULTS: The developed symmetric algorithm handled successfully the registration of bladders with extreme volume change for which TPS-RPM failed. Compared to the unidirectional algorithm the symmetric algorithm improved, for the registration of organs with large volume change, the inverse consistency by 78% and the surface coverage by 46%. Similarly, for organs with small volume change, the symmetric algorithm improved the inverse consistency by 69% and the surface coverage by 13%. The method allowed for anatomically coherent registration in only 35 s for cervix-uterus and 151 s for bladder, while keeping the inverse consistency errors around 1 mm and the surface matching errors below 1 mm. Compared to rigid alignment the symmetric method reduced the residual distances between anatomical landmarks from a range of 5.8 +/- 2-70.1 +/- 20.1 mm to a range of 1.9 +/- 0.2-8.5 +/- 5.2 mm.
CONCLUSIONS: The developed symmetric method could be employed to perform fast, accurate, consistent, and anatomically coherent registration of organs with large and complex deformations. Therefore, the method is a useful tool that could support further developments in high precision image guided radiotherapy.

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Year:  2010        PMID: 20831084     DOI: 10.1118/1.3443436

Source DB:  PubMed          Journal:  Med Phys        ISSN: 0094-2405            Impact factor:   4.071


  13 in total

1.  Repeat CT-scan assessment of lymph node motion in locally advanced cervical cancer patients.

Authors:  Luiza Bondar; Laura Velema; Jan Willem Mens; Ellen Zwijnenburg; Ben Heijmen; Mischa Hoogeman
Journal:  Strahlenther Onkol       Date:  2014-08-27       Impact factor: 3.621

2.  Deformable image registration for cone-beam CT guided transoral robotic base-of-tongue surgery.

Authors:  S Reaungamornrat; W P Liu; A S Wang; Y Otake; S Nithiananthan; A Uneri; S Schafer; E Tryggestad; J Richmon; J M Sorger; J H Siewerdsen; R H Taylor
Journal:  Phys Med Biol       Date:  2013-06-27       Impact factor: 3.609

3.  [Rectal toxicity prediction based on accurate rectal surface dose summation for cervical cancer radiotherapy].

Authors:  Jia-Wei Chen; Hai-Bin Chen; Qiang He; Yu-Liang Liao; Xin Zhen
Journal:  Nan Fang Yi Ke Da Xue Xue Bao       Date:  2017-12-20

4.  Avoiding symmetry-breaking spatial non-uniformity in deformable image registration via a quasi-volume-preserving constraint.

Authors:  Iman Aganj; Martin Reuter; Mert R Sabuncu; Bruce Fischl
Journal:  Neuroimage       Date:  2014-10-30       Impact factor: 6.556

5.  A PERFECT MATCH CONDITION FOR POINT-SET MATCHING PROBLEMS USING THE OPTIMAL MASS TRANSPORT APPROACH.

Authors:  Pengwen Chen; Ching-Long Lin; I-Liang Chern
Journal:  SIAM J Imaging Sci       Date:  2013-04-03       Impact factor: 2.867

6.  Inverse consistent non-rigid image registration based on robust point set matching.

Authors:  Xuan Yang; Jihong Pei; Jingli Shi
Journal:  Biomed Eng Online       Date:  2014-12-11       Impact factor: 2.819

Review 7.  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

8.  Re-irradiation: outcome, cumulative dose and toxicity in patients retreated with stereotactic radiotherapy in the abdominal or pelvic region.

Authors:  Huda Abusaris; M Hoogeman; Joost J Nuyttens
Journal:  Technol Cancer Res Treat       Date:  2012-05-07

9.  Mapping of dose distribution from IMRT onto MRI-guided high dose rate brachytherapy using deformable image registration for cervical cancer treatments: preliminary study with commercially available software.

Authors:  Hayeon Kim; M Saiful Huq; Chris Houser; Sushil Beriwal; Dariusz Michalski
Journal:  J Contemp Brachytherapy       Date:  2014-06-03

10.  Evaluation of Deformable Image Registration (DIR) Methods for Dose Accumulation in Nasopharyngeal Cancer Patients during Radiotherapy.

Authors:  Wannapha Nobnop; Imjai Chitapanarux; Hudsaleark Neamin; Somsak Wanwilairat; Vicharn Lorvidhaya; Taweap Sanghangthum
Journal:  Radiol Oncol       Date:  2017-09-15       Impact factor: 2.991

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