MRI-guided thermal ablation therapy: model and parameter estimates to predict cell death from MR thermometry images.
Solid tumors and other pathologies can be treated using laser thermal ablation under interventional magnetic resonance imaging (iMRI) guidance. A model was developed to predict cell death from magnetic resonance (MR) thermometry measurements based on the temperature-time history, and validated using in vivo rabbit brain data. To align post-ablation T2-weighted spin-echo MR lesion images to gradient-echo MR images, from which temperature is derived, a registration method was used that aligned fiducials placed near the thermal lesion. The outer boundary of the hyperintense rim in the post-ablation MR lesion image was used as the boundary for cell death, as verified from histology. Model parameters were simultaneously estimated using an iterative optimization algorithm applied to every interesting voxel in 328 images from multiple experiments having various temperature histories. For a necrotic region of 766 voxels across all lesions, the model provided a voxel specificity and sensitivity of 98.1 and 78.5%, respectively. Mislabeled voxels were typically within one voxel from the segmented necrotic boundary with median distances of 0.77 and 0.22 mm for false positives (FP) and false negatives (FN), respectively. As compared to the critical temperature cell death model and the generalized Arrhenius model, our model typically predicted fewer FP and FN. This is good evidence that iMRI temperature maps can be used with our model to predict therapeutic regions in real-time during treatment.
Breen
Michael S
MS
Department of Biomedical Engineering, Case Western Reserve University, Wickenden Building, 10900 Euclid Avenue, Cleveland, OH 44106, USA.
Breen
Miyuki
M
Butts
Kim
K
Chen
Lili
L
Saidel
Gerald M
GM
Wilson
David L
DL
D000818:Animals; D001921:Brain; D001932:Brain Neoplasms / Q000628:therapy*; D016923:Cell Death / Q000502:physiology*; D053685:Laser Therapy; D008279:Magnetic Resonance Imaging / Q000379:methods*; D008962:Models, Theoretical; D011817:Rabbits; D013696:Temperature