Virtual 4DCT from 4DMRI for the management of respiratory motion in carbon ion therapy of abdominal tumors

Med Phys. 2020 Mar;47(3):909-916. doi: 10.1002/mp.13992. Epub 2020 Jan 20.

Abstract

Purpose: To evaluate a method for generating virtual four-dimensional computed tomography (4DCT) from four-dimensional magnetic resonance imaging (4DMRI) data in carbon ion radiotherapy with pencil beam scanning for abdominal tumors.

Methods: Deformable image registration is used to: (a) register each respiratory phase of the 4DMRI to the end-exhale MRI; (b) register the reference end-exhale CT to the end-exhale MRI volume; (c) generate the virtual 4DCT by warping the registered CT according to the obtained deformation fields. A respiratory-gated carbon ion treatment plan is optimized on the planning 4DCT and the corresponding dose distribution is recalculated on the virtual 4DCT. The method was validated on a digital anthropomorphic phantom and tested on eight patients (18 acquisitions). For the phantom, a ground truth dataset was available to assess the method performances from the geometrical and dosimetric standpoints. For the patients, the virtual 4DCT was compared with the planning 4DCT.

Results: In the phantom, the method exhibits a geometrical accuracy within the voxel size and Dose Volume Histograms deviations up to 3.3% for target V95% (mean dose difference ≤ 0.2% of the prescription dose, gamma pass rate > 98%). For patients, the virtual and the planning 4DCTs show good agreement at end-exhale (3% median D95% difference), whereas other respiratory phases exhibit moderate motion variability with consequent dose discrepancies, confirming the need for motion mitigation strategies during treatment.

Conclusions: The virtual 4DCT approach is feasible to evaluate treatment plan robustness against intra- and interfraction motion in carbon ion therapy delivered at the abdominal site.

Keywords: 4DMRI; carbon ion therapy; motion management; virtual 4DCT.

MeSH terms

  • Abdominal Neoplasms / diagnostic imaging
  • Abdominal Neoplasms / radiotherapy*
  • Four-Dimensional Computed Tomography*
  • Heavy Ion Radiotherapy*
  • Humans
  • Magnetic Resonance Imaging*
  • Movement*
  • Phantoms, Imaging
  • Radiotherapy, Image-Guided / methods*
  • Respiration*
  • User-Computer Interface