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© 2011 ANSYS, Inc. March 4, 2014 1
Computational Modeling for the Health Care
Industry
Marc Horner, Ph.D.
ANSYS, Inc.
Evanston, IL
© 2011 ANSYS, Inc. March 4, 2014 2
• ANSYS overview
• Computational modeling in the health care industry
• Regulatory support for computational modeling
• Application areas
- Stent deployment to AAAs
- Blood pump biocompatibility testing
- Ocular drug delivery
Agenda
© 2011 ANSYS, Inc. March 4, 2014 3
Fluid Dynamics Structural Mechanics
ANSYS Simplorer
ANSYS Engineering Knowledge Manager
ANSYS HPC ANSYS Workbench
Electromagnetics
ANSYS DesignXplorer
Systems and Multiphysics
ANSYS FLUENT
ANSYS CFX
ANSYS POLYFLOW
ANSYS Icepak
ANSYS HFSS
ANSYS Maxwell
ANSYS Q3D
ANSYS Designer
ANSYS Mechanical
ANSYS AUTODYN
ANSYS LS-DYNA
ANSYS nCode
ANSYS Acoustics
Products Overview Leaders in the Field
© 2011 ANSYS, Inc. March 4, 2014 4
Our Vision: Simulation Driven Product Development
Concept Physical
Prototype
Production
Simulation-Driven Device Development
Detailed
Design
© 2011 ANSYS, Inc. March 4, 2014 5
Focused This is all we do. Leading product technologies in all physics areas Largest development team focused on simulation
Capable 2,000 employees - 60 locations, 40 countries
Trusted 96 of top 100 FORTUNE 500 industrials ISO 9001 and NQA-1 certified 60 quarters of double digit growth Up to 20% investment annually in R&D
Proven Recognized as one of the world’s most innovative and fastest-growing companies* Largest simulation company in the world
Independent Long-term financial stability CAD agnostic
*BusinessWeek , FORTUNE
Our Focus
© 2011 ANSYS, Inc. March 4, 2014 6
Computational Modeling - Inputs
r = 1.05 g/cm3
= 0.035 g/cm-s
Geometry Material
Properties
Boundary Conditions
(Loads)
Fluids
Mechanical
© 2011 ANSYS, Inc. March 4, 2014 7
Computational Modeling - Outputs
r = 1.05 g/cm3
= 0.035 g/cm-s
Geometry Material
Properties
Boundary Conditions
(Loads)
speed
wall shear pressure
Outputs
Fluids
Mechanical
© 2011 ANSYS, Inc. March 4, 2014 8
Computational Modeling - Outputs
r = 1.05 g/cm3
= 0.035 g/cm-s
Geometry Material
Properties
Boundary Conditions
(Loads)
speed
wall shear pressure
Outputs
Fluids
Mechanical
© 2011 ANSYS, Inc. March 4, 2014 10
Top Healthcare Companies Rely on ANSYS Simulation
pump section
oxygenation section inlet
blood inlet
blood outlet
* Fill et al., ASAIO Journal (2008)
Drug eluting stent, species distribution in the artery w all
* Horner et al., CVET (2010)
Arterial/Plaque Stresses for Calcif ied (top) and Cellular (low er) Plaque
© 2011 ANSYS, Inc. March 4, 2014 11
Top Healthcare Companies Rely on ANSYS Simulation
Maxillofacial surgery modeling by TIMC-IMAG
(courtesy of TIMC-IMAG Laboratory, CNRS/UJF)
Femur mesh Interpolated Ym Parametric model – 2 rotation parameters of the prosthesis
Sliding distance Von Mises stress in the prosthesis
Trabecular tensile strain
© 2011 ANSYS, Inc. March 4, 2014 12
Top Healthcare Companies Rely on ANSYS Simulation
tumor
Hyperthermia modeling
RF field in an MRI coil
Patient with pacemaker
© 2011 ANSYS, Inc. March 4, 2014 14
Top Healthcare Companies Rely on ANSYS Simulation
Turbulence dissipation rate in a mixing tank
small Dp
Spray drying: particles paths for two droplet diameters (Dp)
large Dp
Drug capsule
Classifier chambers Air inlets
TWINCER Dry Powder Inhaler
Flow past drug capsule
Entrained air
© 2011 ANSYS, Inc. March 4, 2014 16
FDA Analysis of Product Recalls from FDA Report “Understanding Barriers to Medical Device Quality”
“failures in product design and manufacturing
process control caused more than half of all product recalls”
ANSYS tools could have helped with 1/3rd of these recalls before they happened
© 2011 ANSYS, Inc. March 4, 2014 19
Regulatory Update
Animal Bench
Computational Human
Safety/Efficacy
© 2011 ANSYS, Inc. March 4, 2014 21
FDA Recommends Simulation
© 2011 ANSYS, Inc. March 4, 2014 22
In the classic paradigm, there are three “legs” of the stool for establishing device safety:
• Bench testing
• Animal studies
• Clinical (human) trials
Simulation is now perceived as a fourth leg that can lower the cost of bringing a new device to market:
• Expands our understanding of device performance
• Cost of simulation is typically less than the other three legs
Simulation Lowers the Cost of Bringing New Devices to Market
safety
$
safety
$
© 2011 ANSYS, Inc. March 4, 2014 23
OSEL Regulatory Support
The FDA Speaks Our Language
© 2011 ANSYS, Inc. March 4, 2014 24
Advancing Innovation
published October 2011
© 2011 ANSYS, Inc. March 4, 2014 25
Strategy 4.3. Strengthen Regulatory Science
CDRH will work collaboratively with our federal government partners and external constituencies to advance medical device regulatory science.
Goal 4.3.1. By December 31, 2012, CDRH will have in place mechanisms to enable collaborative work between FDA, our federal government partners and external constituencies to advance medical device regulatory science.
Goal 4.3.2. By September 30, 2012, CDRH will expand computer modeling and simulation efforts to support regulatory science.
CDRH 2012 Strategic Priorities
document issued January 2012
© 2011 ANSYS, Inc. March 4, 2014 26
The FDA Virtual Physiologic Patient
© 2011 ANSYS, Inc. March 4, 2014 27
Will provide reporting best practices for computational modeling studies
Recent publication in J. Biomech. may provide early insight
Sections:
Guidance on Reporting Methods for M&S*
2.4 Verification
2.5 Validation
2.6 Availability
* draft released January 2014
2.1 Model Identification
2.2 Model structure
2.3 Simulation structure
© 2011 ANSYS, Inc. March 4, 2014 28
ASME V&V40 Standard on Computational Modeling of Medical Devices
The required level of validation is determined by the influence of the model on the decision being made and the consequences of being wrong.
© 2011 ANSYS, Inc. March 4, 2014 30
Publicly Available FDA Presentations Highlighting Computational Modeling
© 2011 ANSYS, Inc. March 4, 2014 53
Introduction
Ension, Inc. is a medical device R&D firm located
near Pittsburgh, PA.
Ension is developing a pediatric cardiopulmonary
assist system (pCAS) under contract from the
National Institutes of Health to address short-
comings associated with current implementations
of extracorporeal membrane oxygenation
(ECMO).
© 2011 ANSYS, Inc. March 4, 2014 56
Ension Cardiopulmonary Assist System (pCAS)
Simplify and miniaturize
• Integrate pumping and mass exchange
• Locate pump-oxygenator close to patient allowing parent to hold child
The Ension pCAS will minimize priming volumes, decrease
the need for system anticoagulation, and provide improved
ergonomics allowing improved parent-child bonding
© 2011 ANSYS, Inc. March 4, 2014 59
Prototype fabrication & experimental validation
Pump impeller and housing • Acrylic • 4 axis CNC mill
Oxygenator • Polypropylene HFMs • Acrylic tubing & molded end caps • Modified tubing connectors • Polyurethane potting
In vitro experiments • anti-coagulated bovine blood • temperature 37ºC • hematocrit 36% • 1 hour duration
© 2011 ANSYS, Inc. March 4, 2014 60
Discrete modeling and optimization of pCAS components
• Pump Mesh – hybrid mesh – eight fluid sub-domains – 1.7M cell mesh
• Oxygenator Mesh – three fluid sub-domains – hexahedral bundle,
tetrahedral inlet/outlet – 1.3M cell mesh
© 2011 ANSYS, Inc. March 4, 2014 61
Computational Simulation Details
Working fluid: blood • UDF calculated blood properties as a function of hematocrit, pH and
temperature – Density ~ 1050 kg/m3
– Viscosity ~ 0.0035 Pa·s
For the pump: • Standard κ-ε turbulence model • Impeller rotation modeled using multiple reference frame approach (MRF) • Flow rate applied at the inlet • No-slip at all solid-fluid interfaces
For the oxygenator: • Porous media model used in the fiber zone • Flow rate applied at the inlet • No-slip at all solid-fluid interfaces
© 2011 ANSYS, Inc. March 4, 2014 64
Hemolysis prediction
Hemolysis is a function of shear stress (t) and exposure time (t).
The hemolysis index (HI) is the percentage of hemoglobin released into the plasma phase. Experimental research1,2 has yielded the following relation for HI:
1 Goubergrits et al., Art. Organs, 28 2004
2 Giersiepen, Doctoral Thesis, 1988
The HI relation is implemented as a post- processing step applied to a converged flow solution. Steps to calculating HI are: 1. A particle injection is defined at the pump inlet. 2. A subroutine calculates HI along particle
trajectories. 3. Accumulated HI is reported for tracked particles
which reach the pump outlet.
© 2011 ANSYS, Inc. March 4, 2014 71
Acknowledgments
• Ension, Inc. – Mark Gartner, Brian Fill, Dr. Greg Johnson, Jason Miller, Jeff Speakman, Sarah Wright
This work was supported by Pediatric Circulatory Support Contract No. HHSN268200449189C
© 2011 ANSYS, Inc. March 4, 2014 73
Validated Animal Models
rab
bit
h
um
an
* Whitcomb et al. ARVO 2012
Validated animal models can: - reduce animal testing requirements - help us to understand what will happen in humans
© 2011 ANSYS, Inc. March 4, 2014 76
The ANSYS Human Eye
sclera
choroid
retina vitreous humor
cornea
iris
aq. humor
lens
trabecular meshwork
ciliary muscle
ciliary body
© 2011 ANSYS, Inc. March 4, 2014 78
Model Overview
Assumptions:
- Axisymmetric geometry
- Constant thickness for tissues, e.g. retina
- Homogeneous material properties for each tissue
- Scalar (drug) transport equation is sequentially coupled to the flow field
Physics Modeled:
1. Aqueous humour flow:
- Navier-Stokes + porous media equations
2. Buoyancy:
- Energy equation
3. Drug delivery
- Scalar transport equations, incl. partitioning
- Weibull model for drug dissolution/release time
mas
s fl
ux
© 2011 ANSYS, Inc. March 4, 2014 79
Modeling in Workbench
Aqueous Humour and Thermal
Modeling Drug Delivery Modeling
Base Geometry (could be
parameterized) Create Mesh
© 2011 ANSYS, Inc. March 4, 2014 80
Velocity Vectors in the Human Eye - Effect of Buoyancy
Without buoyancy With buoyancy
© 2011 ANSYS, Inc. March 4, 2014 81
Velocity Vectors in the Human Eye - Effect of Buoyancy
Without buoyancy With buoyancy
© 2011 ANSYS, Inc. March 4, 2014 83
Particle Tracks for the Human Eye - Effect of Buoyancy
without buoyancy with buoyancy
© 2011 ANSYS, Inc. March 4, 2014 85
Velocity Vectors on the Symmetry Plane - with Buoyancy
Human eye Rabbit eye
© 2011 ANSYS, Inc. March 4, 2014 87
Pressure Contours on the Symmetry Plane - with Buoyancy
Human eye Rabbit eye
IOP “tuned” via trabecular meshwork resistance
© 2011 ANSYS, Inc. March 4, 2014 88
Drug Delivery from a Bolus - Human Eye
4 weeks 8 weeks
12 weeks 16 weeks