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Model Predictive Filtering MR Temperature Imaging for Laser-Induced Interstitial Thermotherapy.
Joshua Marchant1,2,3, Robert J Bollo4, Dennis L Parker1
1Department of Radiology and Imaging Sciences, University of Utah, Salt Lake City, Utah, USA.
Model Predictive Filtering (MPF) enhances magnetic resonance temperature imaging (MRTI) temporal resolution for laser interstitial thermal therapy (LITT) monitoring. This method accurately reconstructs temperature data in phantoms and clinical settings, improving ablation monitoring.
Area of Science:
- Medical Imaging
- Biomedical Engineering
- Thermal Therapy
Background:
- Laser interstitial thermal therapy (LITT) requires precise temperature monitoring.
- Current magnetic resonance temperature imaging (MRTI) methods may lack sufficient temporal resolution.
- Improving MRTI temporal resolution is crucial for effective LITT ablation guidance.
Purpose of the Study:
- To evaluate the Model Predictive Filtering (MPF) method for enhancing MRTI temporal resolution.
- To assess MPF's utility in monitoring LITT ablations.
- To determine if MPF can improve volumetric temperature imaging during LITT.
Main Methods:
- Developed an MPF method using a Green's function approach and the Pennes bioheat equation.
- Modeled LITT heating and supplemented subsampled k-space data.
- Evaluated MPF with phantom and clinical LITT data, assessing reconstruction accuracy via thermal dose and hottest voxel analysis.
Main Results:
- MPF achieved high temporal resolution in phantom data, with good hottest voxel accuracy and thermal dose agreement (DSC ≥ 0.7).
- In vivo data showed excellent thermal dose agreement (DSC > 0.9) for orthogonal slices.
- MPF demonstrated high hottest voxel accuracy (RMSE ≤ 1°C) up to a subsampling factor of 3, maintaining accuracy up to 5.
Conclusions:
- The MPF algorithm enables large field-of-view volumetric temperature imaging without sacrificing temporal resolution.
- MPF shows good accuracy for in vivo LITT monitoring using bi-planar clinical data.
- MPF is a promising technique for improving MRTI during LITT procedures.
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