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Finite Element Simulation of Shear Wave Propagation Induced by a VCTE Probe Induced by a VCTE Probe S. Audière 1,2 , E. Angelini 1 , M. Charbit 1 , V. Miette 2 , J. Oudry 2 and L. Sandrin 2 1 Institut Telecom, Telecom ParisTech, CNRS LTCI, Paris, France 2 Echosens, Research Department, Paris, France Presented at the COMSOL Conference 2010 Paris

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Page 1: Finite Element Simulation of Shear Wave Propagation Induced by … · 2011-03-08 · Microsoft PowerPoint - Audiere_V1_com Author: COMSOL Created Date: 20101123144843Z

Finite Element Simulation of

Shear Wave Propagation Induced by a VCTE ProbeInduced by a VCTE Probe

S. Audière1,2, E. Angelini1, M. Charbit1, V. Miette2, J. Oudry2 and L. Sandrin2

1Institut Telecom, Telecom ParisTech, CNRS LTCI, Paris, France2Echosens, Research Department, Paris, France

Presented at the COMSOL Conference 2010 Paris

Page 2: Finite Element Simulation of Shear Wave Propagation Induced by … · 2011-03-08 · Microsoft PowerPoint - Audiere_V1_com Author: COMSOL Created Date: 20101123144843Z

Vibration-ControlledTransient Elastography

Page 3: Finite Element Simulation of Shear Wave Propagation Induced by … · 2011-03-08 · Microsoft PowerPoint - Audiere_V1_com Author: COMSOL Created Date: 20101123144843Z

Transient elastography

US depth

Time

20 80 mm

Skin

0

20 mm

80 mm

80 msPRF = 6kHz

%0

5

Strain image or « Elastogram »

20

25

30

35

40

45

50

55

60

65

70

dz

dt

De

pth

(m

m)

Liver stiffness measurement using VCTE

© Echosens 2010

All rights reserved. Any reproduction in whole or in part on any medium or use of the information contained herein is prohibited without the prior written consent of Echosens 3

1. 50Hz mechanical vibration

2. 3.5 MHz ultrasound acquisition (PRF=6kHz)

Time2 m

m

20 ms 80 ms

-5 0 10 20 30 40 50 60 70 80

70

75

80

dt

Time (ms)

=

=

23

S

s

VE

dt

dzV

ρ

1. L. Sandrin, et al., Transient elastography: a new noninvasive method for assessment of hepaticfibrosis, Ultrasound in Medicine & Biology, 29, pp. 1705-1713, (2003).

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Transient elastography

� Based on VCTE (1)

� Used to assess liver stiffness

� >300 independent peer-reviewed medical publications

� Dedicated electronicsGeneration of a mechanical vibrationUltra-fast ultrasonic RF signal acquisition

� Integrated computer

Fibroscan

900 devices used worldwide

© Echosens 2010

All rights reserved. Any reproduction in whole or in part on any medium or use of the information contained herein is prohibited without the prior written consent of Echosens 4

� Integrated computerRF processingTissue stiffness measurement

� Fibroscan probeTrigger button

Vibrator (50 Hz)

US Transducer (3,5 MHz)

1Sandrin UMB 2003

Page 5: Finite Element Simulation of Shear Wave Propagation Induced by … · 2011-03-08 · Microsoft PowerPoint - Audiere_V1_com Author: COMSOL Created Date: 20101123144843Z

Transient elastography

0 10 20 30 40 50 60 70 80

20

25

30

35

40

45

50

55

60

65

70

75

80

Time (ms)

De

pth

(m

m)

0 10 20 30 40 50 60 70 80

20

25

30

35

40

45

50

55

60

65

70

75

80

Time (ms)

De

pth

(m

m)

0 10 20 30 40 50 60 70 80

20

25

30

35

40

45

50

55

60

65

70

75

80

Time (ms)

De

pth

(m

m)

E ~ 3 kPa E ~ 9 kPa E ~ 40 kPa

Healthy Moderate Fibrosis Cirrhosis

Hepatic fibrosis stage evaluation

© Echosens 2010

All rights reserved. Any reproduction in whole or in part on any medium or use of the information contained herein is prohibited without the prior written consent of Echosens 5

E ~ 3 kPa E ~ 9 kPa E ~ 40 kPa

F0 F2 F4F1 F3

Significant CirrhosisExtensive

Metavir score (biopsy)

Few

10mm

No fibrosis

Page 6: Finite Element Simulation of Shear Wave Propagation Induced by … · 2011-03-08 · Microsoft PowerPoint - Audiere_V1_com Author: COMSOL Created Date: 20101123144843Z

Motivation for simulation studies

Page 7: Finite Element Simulation of Shear Wave Propagation Induced by … · 2011-03-08 · Microsoft PowerPoint - Audiere_V1_com Author: COMSOL Created Date: 20101123144843Z

Why Simulation Motivations for simulation studies

� Non-exploitable elastograms:

� Possible origins of artefacts:� Ribs vibration?

� Thick subcutaneaous fat layer?

� Others?

� Experiments:

� In vivo database with ground truth cannot be

© Echosens 2010

All rights reserved. Any reproduction in whole or in part on any medium or use of the information contained herein is prohibited without the prior written consent of Echosens 7

� In vivo database with ground truth cannot beacquired.

� Phantoms are complex to build and calibrate.

� Create a virtual experiment

� With a finite element modeling software

Page 8: Finite Element Simulation of Shear Wave Propagation Induced by … · 2011-03-08 · Microsoft PowerPoint - Audiere_V1_com Author: COMSOL Created Date: 20101123144843Z

FEM Simulation of a VCTE experiment

Page 9: Finite Element Simulation of Shear Wave Propagation Induced by … · 2011-03-08 · Microsoft PowerPoint - Audiere_V1_com Author: COMSOL Created Date: 20101123144843Z

Simulation MethodFEM Simulation

FEM

Geometry

Dynamic load

�Contact Pair ? Y/N

Material properties

Purely elastic

50Hz

© Echosens 2010

All rights reserved. Any reproduction in whole or in part on any medium or use of the information contained herein is prohibited without the prior written consent of Echosens 9

Y/N

Mesh� Elements per Wave

length ?

Solver�2D :UMFPACK

�3D :GMRES (GM)

Fixed boundary

Page 10: Finite Element Simulation of Shear Wave Propagation Induced by … · 2011-03-08 · Microsoft PowerPoint - Audiere_V1_com Author: COMSOL Created Date: 20101123144843Z

� Evaluation of the simulation accuracy:

Simulation MethodFEM Simulation

Goodness of Fit

Analytical Experiment

© Echosens 2010

All rights reserved. Any reproduction in whole or in part on any medium or use of the information contained herein is prohibited without the prior written consent of Echosens 10

(1) L. Sandrin, et al., The role of the coupling term in transient elastography, J. Acoust. Soc. Am. 115, 73 (2004)

Analytical

model (1)

Experiment

on Phantom

� Green’s functions

� Numerical precision is satisfactory

under the physical conditions of the

experiment

� Our goal is to dispose of a virtual

experimental environment.

� To highlight sources of measurement

uncertainties from the Fibroscan

Page 11: Finite Element Simulation of Shear Wave Propagation Induced by … · 2011-03-08 · Microsoft PowerPoint - Audiere_V1_com Author: COMSOL Created Date: 20101123144843Z

Phantoms

Green’s Functions

PistonImpulse

EComparison of

measures:• E

Simulation FrameworkFEM Simulation

© Echosens 2010

All rights reserved. Any reproduction in whole or in part on any medium or use of the information contained herein is prohibited without the prior written consent of Echosens 11

Functions (1)

FEM

• E

• Shear wave amplitude

• Shear wave frequency

(1) L. Sandrin, et al., The role of the coupling term in transient elastography, J. Acoust. Soc. Am. 115, 73 (2004)

Page 12: Finite Element Simulation of Shear Wave Propagation Induced by … · 2011-03-08 · Microsoft PowerPoint - Audiere_V1_com Author: COMSOL Created Date: 20101123144843Z

Axis of symmetry

Piston(US transducer)

VibratorPiston

m

FEM simulation with Comsol™FEM Simulation

Z Displ (µm)

Contact

© Echosens 2010

All rights reserved. Any reproduction in whole or in part on any medium or use of the information contained herein is prohibited without the prior written consent of Echosens 12

PhantomPhantom

m

� 2D axisymmetry

Page 13: Finite Element Simulation of Shear Wave Propagation Induced by … · 2011-03-08 · Microsoft PowerPoint - Audiere_V1_com Author: COMSOL Created Date: 20101123144843Z

� E = 6 KPa, σ = 0.4999

� sizeelement < 2 mm (1/20 λshear

)

� 18 000 elements, 36000 dof

� Solver: UMFPACK

� Tstep : 1/10000 sec

� Computation error:

| ε | ≤ max(ε |Displ| , ε )

Impulse

FEM simulation with Comsol™FEM Simulation

Time (ms)

Am

plit

ude

(m

m)

Z

© Echosens 2010

All rights reserved. Any reproduction in whole or in part on any medium or use of the information contained herein is prohibited without the prior written consent of Echosens

� | ε | ≤ max(εr x |Displ| , εa )� Relative error: εr = 0.1 %

� Absolute error: εa = 10 nm (displacement min ≈ 1µm)

� Computational time for 55 ms propagation: On Intel Core2Quad Q6700 @ 2.67 GHz and 16Go of RAM

� Piston adhering with phantom surface � 10 min

� Piston not adhering with phantom surface � 80 min

13

Page 14: Finite Element Simulation of Shear Wave Propagation Induced by … · 2011-03-08 · Microsoft PowerPoint - Audiere_V1_com Author: COMSOL Created Date: 20101123144843Z

Results

Page 15: Finite Element Simulation of Shear Wave Propagation Induced by … · 2011-03-08 · Microsoft PowerPoint - Audiere_V1_com Author: COMSOL Created Date: 20101123144843Z

FEM Simulation Simulation Method

� Influence of mesh density

© Echosens 2010

All rights reserved. Any reproduction in whole or in part on any medium or use of the information contained herein is prohibited without the prior written consent of Echosens 15

(1) S. Roth et al., Influence of mesh density on a finite element model’s response under dynamic loading, J. Biol Phys Chem . 9, 210-219 (2009)

� Corresponding to the results found in literature (1)

Page 16: Finite Element Simulation of Shear Wave Propagation Induced by … · 2011-03-08 · Microsoft PowerPoint - Audiere_V1_com Author: COMSOL Created Date: 20101123144843Z

FEM Simulation Simulation Method

� Influence of Atol

© Echosens 2010

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� Atol = 10-8

Page 17: Finite Element Simulation of Shear Wave Propagation Induced by … · 2011-03-08 · Microsoft PowerPoint - Audiere_V1_com Author: COMSOL Created Date: 20101123144843Z

Green’s Functions

FEM simulation results : ElastogramResults

FEM

© Echosens 2010

All rights reserved. Any reproduction in whole or in part on any medium or use of the information contained herein is prohibited without the prior written consent of Echosens 17

Green’s Functions

Phantom

FEM

Page 18: Finite Element Simulation of Shear Wave Propagation Induced by … · 2011-03-08 · Microsoft PowerPoint - Audiere_V1_com Author: COMSOL Created Date: 20101123144843Z

15 mm

FEM vs GREEN’s Functions FEM vs Phantom

Results : amplitude & frequencyFEM Simulation

Str

ain

Str

ain

© Echosens 2010

All rights reserved. Any reproduction in whole or in part on any medium or use of the information contained herein is prohibited without the prior written consent of Echosens 18

20 mm

Str

ain

Str

ain

Page 19: Finite Element Simulation of Shear Wave Propagation Induced by … · 2011-03-08 · Microsoft PowerPoint - Audiere_V1_com Author: COMSOL Created Date: 20101123144843Z

� High fidelity of simulation:

� Generating the shear wave and the propagation induced by apiston hitting a 3D liver model

� A liver 3D mesh was created from the surface mesh distributed by the IRCAD (Strasbourg, France)

Results 3D simulation: Anatomical model

© Echosens 2010

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Page 20: Finite Element Simulation of Shear Wave Propagation Induced by … · 2011-03-08 · Microsoft PowerPoint - Audiere_V1_com Author: COMSOL Created Date: 20101123144843Z

• Computational time:� ε

a = 10 µm � ≈ 12 hours

� εa = 1 µm � ≈ 15 days

� εa = 100 nm � > 1 month ?

� εa = 10 nm � ∞

3D simulation: preliminary resultsResults

• Piston cannot adhere to the liver’s surface

• E = 20 KPa, σ = 0.4999

• sizeelement < 5 mm (1/10 λshear

)

• >400 000 elements, 1.7 M dof

• Solver: GMRES, Geometric Multigrid

© Echosens 2010

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Piston

Page 21: Finite Element Simulation of Shear Wave Propagation Induced by … · 2011-03-08 · Microsoft PowerPoint - Audiere_V1_com Author: COMSOL Created Date: 20101123144843Z

� Promising FEM simulation results

� To understand the behavior of different tissue types forFibroscan scanning

� Capabilities to accurately simulate a shear wave propagation intransient elastography on 2D geometries with liver tissue

Conclusion

© Echosens 2010

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transient elastography on 2D geometries with liver tissueproperties

� High agreement of displacement measures comparing withanalytical solutions and experimental data

� By including the measurement uncertainties, the shear wavearrival time and frequency content are agreed with experimentaldata.

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Page 22: Finite Element Simulation of Shear Wave Propagation Induced by … · 2011-03-08 · Microsoft PowerPoint - Audiere_V1_com Author: COMSOL Created Date: 20101123144843Z

� 2D FEM simulations setup

� Models more complex: Viscoelastic, Multi layers, hardinhomogeneity, etc…

� 3D FEM simulations setup

Perspectives

© Echosens 2010

All rights reserved. Any reproduction in whole or in part on any medium or use of the information contained herein is prohibited without the prior written consent of Echosens

� 3D FEM simulations setup

� High fidelity of simulation:� Requires the use of a complete thoracic and abdominal anatomical model

� Experiments in 3D cannot be performed using the 2D setup:� Need to use 3D models with 2D symmetries.

� Need for dedicated high-performance implementation.

22

Page 23: Finite Element Simulation of Shear Wave Propagation Induced by … · 2011-03-08 · Microsoft PowerPoint - Audiere_V1_com Author: COMSOL Created Date: 20101123144843Z

� www.echosens.com

� www.telecom-paristech.fr

Thank you for your attention…

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