Sim4Life & Functionalized Anatomical ModelsSim4Life & Functionalized Anatomical Models: MRI Safety,...
Transcript of Sim4Life & Functionalized Anatomical ModelsSim4Life & Functionalized Anatomical Models: MRI Safety,...
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Sim4Life & Functionalized Anatomical Models:MRI Safety, Thermal Therapies, and Neurostimulation
IT’IS Computational Life Sciences Group
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Introduction
• advances in imaging and simulation technology permit the generation of functionalized (personalized) patient models
• this opens novel and powerful possibilities in:- device & therapy innovation- personalized medicine & treatment
planning- in silico clinical trials
(safety & effectivity assessment)- …
• Sim4Life is a computational life sciences platform optimized for the modeling physical and physiological/biological process in and around the human body
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Solvers
physics
• electro-magnetics
• thermodynamics
• acoustics
• fluid dynamics
• CRD
• (mechanics
tissue models
• neuronal dynamics
• perfusion models
• tissue damage / growth models
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High Performance Computing
• (multi-)GPU HW
acceleration
• MPI/OMP parallelization
(clusters, supercomp.…)
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FUNCTIONALIZED ANATOMICAL MODELS
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Medical Image Data (MRI)
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Virtual Population
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Parameterization for Comprehensive Coverage
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Morphing for Personalization
Thelonious TheloniousObese ChildObese Child
• surface-based (ICP) / image-based (registration) / physics-based (biomechanical)
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Images Provide more than Anatomy: MHD
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Images Provide more than Anatomy: MHD
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High Resolution MIDA Head Model (0.5mm, 160 struct.)
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Images Provide more than Anatomy : TACS
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Images Provide more than Anatomy : TACS
Multiscale: Top-Down
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Neuronal Excitability: Anysotropy, Timing, Location
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Multiscale Modeling
Single-Cell In-Situ
Monophasic
Biphasic
10 Hz
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Neuronal Excitability: Anysotropy, Timing, Location
Complete Tr<0,75 0,75<Tr<1,25 Tr>1,25
Complete Tr<0,75 0,75<Tr<1,25 Tr>1,25
Biphasic
Monophasic
Cathodic
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Stimulation Localization & Timing
Monophasic Biphasic
1,8
[ms]
0,5
100
[ms]
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tabi
lity
0,5 [ms]
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Field / Stimulation: Correlation
Ba
ll a
nd
Sti
ck
CA
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R2=0,9998
R2=0,9997
R2=0,6859
R2=0,7478
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Image-Based Functionalization: Neurons with DTI
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MRI Gradient Coil Safety
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EM Induced Neuron Stimulation – Results
SENN22 SENN37 & SENN(T)
end-node center-type
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EM Induced Neuron Stimulation – Results • calculated peak gradient coil E-field (in fat & overall), dB/dt comparable to
previously reported values [Turk2012, So2004];slightly higher as expected due to increased resolution & detail [So2004]
• onset of stimulation slightly above realistically occurring switching rates
• end- and center-type stimulation occur at similar thresholds
‣ E-field not sole criterium
• potential distribution along nerve has influence on stimulation threshold
• local foci occur and matter
• detailed motor neuron model has in some cases lower threshold than SENN
• temperature strongly affects dynamics, but only minimally threshold (<20% except for very short pulses)
• neuron trajectory should be smoothed to avoid falsely lowering predicted stimulation onset, but
• field smoothing should be avoided
• dielectric contrast at tissue interfaces related issues are naturally handled (sampling by nodes)
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PERSONALIZED MEDICINE: THERMAL THERAPIES
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Thermal Therapies
• hyperthermic oncology (aims at >42C, benefits shown at 40-42C)
• ablation (55 - >100C)
Erasmus MC, Rotterdam
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Personalized Treatment Planning
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Novel Applicator, Design&QA&TP by Modeling
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Superparamagnetic Nano-Particle HT
Multiscale:
Bottom-Up
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Thermal Modeling: From Physics to Physiology
• based on widely employed Pennes Bioheat Equation
• extensions:- coupling to 1D vessel networks to account for directivity & discreteness of
blood flow (increased accuracy & x100 acceleration)- local thermoregulation (vasodilation & vascular shut-down)- coupling to whole body thermoregulation model- accounting for body core temperature increase- supporting MR perfusion maps & MR flow field
maps (personalization)
• for high T (ablation): evaporation, rehydration, coagulation
Multiscale:
Hybrid/Parallel
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Treatment Effect on Tumor Evolution
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IN SILICO CLINICAL TRIALS:MRI IMPLANTATE SICHERHEIT
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The Problem: MRI Implant Safety
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AIMD Expositionssicherheitsabklärung
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in vivo RF Feldverteilung: Populationsabdeckung
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Trajektorienabdeckung
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Kombination
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Kombination
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Statistische Auswertung
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Auszug aus der Unsicherheitsanalyse
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Auszug aus der Unsicherheitsanalyse
Neufeld, et al., Phys. Med. Biol. 54 (2009) 4151–4169
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VERIFICATION AND VALIDATION
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Verification & Validation
Method of Manufactured Solutions, benchmarks, published data, measurements
- sharp contrasts
- anisotropic tensorial conductivity
- conductivity inhomogeneity
- source term inhomogeneity
- pulse shape
- stimulation thresholds(center-type and end-node stimulation)
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Patch Clamp Measurements
ax
on
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Neuroprosthetics: Selective Muscle Activation
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Verification & Quality Assurance• documented solver&algorithm verification (available for regulatory purposes)
- following standards where available (e.g., IEC/IEEE 62704-1 for EM FDTD)
• automated test suit running nightly on large number of systems, unit tests
• quality assurance measures:- e.g., cross-checking & external expert review for ViP models, - automated checks (e.g., change of tissue property values, organ weight)- requirements & checklists & guidance documents
• bug & feature tracking system, version control
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Torso Phantom and Model
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Generic (FDA) Implant
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In Vivo Heating
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Validation: Gamma Method & GUM
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CONCLUSIONS
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Conclusions• advances in imaging, HPC, and computational life sciences permit
computable, functionalized anatomical phantoms
• these have been successfully applied for:- device & therapy innovation- personalized medicine & treatment planning- in silico clinical trials
(safety & effectivity assessment)
• requires:
- image-based generation of personalized / population-covering models
- (image-based) functionalization (properties, BC, dynamics)
- simulating physical interactions with living tissue within complex, inhomogeneous anatomy
- modeling induced physiological/biological impact
- identification of optimal therapy, worst-case configuration
- quantification of confidence interval & V&V