Adaptive model-predictive controller for magnetic resonance guided focused ultrasound therapy

被引:16
作者
de Bever, Joshua [1 ]
Todd, Nick [2 ]
Payne, Allison [3 ]
Christensen, Douglas A. [4 ,5 ]
Roemer, Robert B. [3 ,6 ,7 ]
机构
[1] Univ Utah, Utah Ctr Adv Imaging Res, Sch Comp, Salt Lake City, UT 84108 USA
[2] Univ Utah, Utah Ctr Adv Imaging Res, Dept Phys, Salt Lake City, UT 84108 USA
[3] Univ Utah, Utah Ctr Adv Imaging Res, Dept Radiol, Salt Lake City, UT 84108 USA
[4] Univ Utah, Utah Ctr Adv Imaging Res, Dept Bioengn, Salt Lake City, UT 84108 USA
[5] Univ Utah, Utah Ctr Adv Imaging Res, Dept Elect & Comp Engn, Salt Lake City, UT 84108 USA
[6] Univ Utah, Utah Ctr Adv Imaging Res, Dept Mech Engn, Salt Lake City, UT 84108 USA
[7] Univ Utah, Utah Ctr Adv Imaging Res, Dept Bioengn, Salt Lake City, UT 84108 USA
基金
美国国家科学基金会; 美国国家卫生研究院;
关键词
Control; focused ultrasound; MRI; prediction; simulations; thermal therapy; TEMPERATURE CONTROL; THERMAL DOSIMETRY; BREAST-CANCER; TISSUE-DAMAGE; IN-VIVO; SURGERY; HYPERTHERMIA; FEASIBILITY; ABLATION; TUMORS;
D O I
10.3109/02656736.2014.968223
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Purpose: Minimising treatment time and protecting healthy tissues are conflicting goals that play major roles in making magnetic resonance image-guided focused ultrasound (MRgFUS) therapies clinically practical. We have developed and tested in vivo an adaptive model-predictive controller (AMPC) that reduces treatment time, ensures safety and efficacy, and provides flexibility in treatment set-up. Materials and methods: The controller realises time savings by modelling the heated treatment cell's future temperatures and thermal dose accumulation in order to anticipate the optimal time to switch to the next cell. Selected tissues are safeguarded by a configurable temperature constraint. Simulations quantified the time savings realised by each controller feature as well as the trade-offs between competing safety and treatment time parameters. In vivo experiments in rabbit thighs established the controller's effectiveness and reliability. Results: In all in vivo experiments the target thermal dose of at least 240 CEM43 was delivered everywhere in the treatment volume. The controller's temperature safety limit reliably activated and constrained all protected tissues to <9 CEM43. Simulations demonstrated the path independence of the controller, and that a path which successively proceeds to the hottest untreated neighbouring cell leads to significant time savings, e.g. when compared to a concentric spiral path. Use of the AMPC produced a compounding time-saving effect; reducing the treatment cells' heating times concurrently reduced heating of normal tissues, which eliminated cooling periods. Conclusions: Adaptive model-predictive control can automatically deliver safe, effective MRgFUS treatments while significantly reducing treatment times.
引用
收藏
页码:456 / 470
页数:15
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