Registration by interactive inverse simulation: application for adaptive radiotherapy
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This paper introduces a new methodology for semi-automatic registration of anatomical structure deformations. The contribution is to use an interactive inverse simulation of physics-based deformable model, computed in real time.
The method relies on nonlinear finite element method (FEM) within a constraint-based framework. Given a set of few registered points provided by the user, a real-time optimization adapts the boundary conditions and(/or) some parameters of the FEM in order to obtain the adequate geometrical deformations. To dramatically fasten the process, the method relies on a projection of the model in the space of the optimization variables. In this reduced space, a quadratic programming problem is formulated and solved very quickly. The method is validated with numerical examples for retrieving some unknown parameters such as the Young’s modulus and some pressures on the boundaries of the model.
The approach is employed in the context of radiotherapy of the neck where weight loss during the 7 weeks of the therapy modifies the volume of the anatomical structures and induces large deformations. Indeed, sensitive structures such as the parotid glands may cross the target volume due to these deformations which leads to adverse effects for the patient. We thus apply the approach for the registration of the parotid glands during the radiotherapy of the head and neck cancer.
The results show how the method could be used in a clinical routine and be employed in the planning in order to limit the radiations of these glands.
KeywordsAdaptive radiotherapy Non-rigid registration Semi-automatic registration Inverse simulation
Authors would like to thank Pierre Jannin for his advice on validation. The project had the financial support of ANR JCJC Simi3 (Ideas), Oscar Lambret Hospital and Inria Lille Nord-Europe research centre.
Conflict of interest
Eulalie Coevoet, Nick Reynaert, Eric Lartigau, Luis Schiappacasse, Jérémie Dequidt and Christian Duriez declare that they have no conflict of interest.
- 4.Veiga C, McClelland J, Moinuddin S, Lourenço A, Ricketts K, Annkah J, Modat M, Ourselin S, D’Souza D, Royle G (2014) Toward adaptive radiotherapy for head and neck patients: feasibility study on using CT-to-CBCT deformable registration for dose of the day calculations. Med Phys 41(3):031703PubMedCrossRefGoogle Scholar
- 7.Crum WR, Hartkens T, Hill DLG (2004) Non-rigid image registration: theory and practice. Br J Radiol 77:S140–S153Google Scholar
- 12.Kass M, Witkin A, Terzopoulos D (1987) Snake: active contour model, volume 1Google Scholar
- 13.Barker JL, Garden AS, Ang KK, O’Daniel JC, Wang H, Court LE, Morrison WH, Rosenthal DI, Chao KS, Tucker SL, Mohan R, Dong L (2004) Quantification of volumetric and geometric changes occurring during fractionated radiotherapy for head-and-neck cancer using an integrated CT/linear accelerator system. Int J Radiat Oncol Biol Phys 59(4):960–970Google Scholar
- 14.Becker M, Teschner M (2007) Robust and efficient estimation of elasticity parameters using the linear finite element method. In: SimVis, pp 15–28Google Scholar
- 15.Eskandari H, Salcudean S, Rohling R, Bell I (2011) Real-time solution of the finite element inverse problem of viscoelasticity. Inverse Probl J 27(8):85–102Google Scholar
- 16.Lee H-P, Foskey M, Niethammer M, Krajcevski P, Lin M (2012) Simulation-based joint estimation of body deformation and elasticity parameters for medical image analysis. IEEE Trans Med Imaging 31:2156–2168Google Scholar
- 17.Faure F, Duriez C, Delingette H, Allard J, Gilles B, Marchesseau S, Talbot H, Courtecuisse H, Bousquet G, Peterlik I, Cotin S (2012) Sofa: a multi-model framework for interactive physical simulation. In: The book “Soft tissue biomechanical modeling for computer assisted surgery”, pp 283–321Google Scholar
- 18.Baraff D, Witkin A (1998) Large steps in cloth simulation. In: SIGGRAPH ’98, pp 43–54Google Scholar
- 19.Guebert C, Duriez C, Grisoni L (2008) Unified processing of constraints for interactive simulation. In: VRIPHYSGoogle Scholar