title: Adaptive model-predictive controller for magnetic resonance guided focused ultrasound therapy.
abstract: OBJECTIVE
  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.
  
  
  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.
authors.affiliation: School of Computing .
authors.forename: Joshua
authors.initials: J
authors.lastname: de Bever
authors.forename: Nick
authors.initials: N
authors.lastname: Todd
authors.forename: Allison
authors.initials: A
authors.lastname: Payne
authors.forename: Douglas A
authors.initials: DA
authors.lastname: Christensen
authors.forename: Robert B
authors.initials: RB
authors.lastname: Roemer
mesh_terms: D008279:Magnetic Resonance Imaging / Q000379:methods*; D008962:Models, Theoretical; D014465:Ultrasonics / Q000379:methods*
keywords: Control; MRI; focused ultrasound; prediction; simulations; thermal therapy