towards synthetic 3d dynamic cardiac imaging isabelle e. magnin creatis-lrmn

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Towards synthetic 3D dynamic cardiac Imaging Isabelle E. Magnin CREATIS-LRMN CNRS UMR 5220, Inserm U 630, Université Lyon 1, Insa-Lyon http://creatis.insa-lyon.fr

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Towards synthetic 3D dynamic cardiac Imaging Isabelle E. Magnin CREATIS-LRMN CNRS UMR 5220, Inserm U 630, Université Lyon 1, Insa-Lyon http://creatis.insa-lyon.fr. CREATIS - LRMN Medical Imaging Center – Lyon http://creatis.insa-lyon.fr. LRMN. 180 people (65 Ph D students). - PowerPoint PPT Presentation

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Page 1: Towards synthetic 3D dynamic cardiac Imaging Isabelle E. Magnin CREATIS-LRMN

Towards synthetic 3D dynamic cardiac Imaging

Isabelle E. Magnin

CREATIS-LRMNCNRS UMR 5220, Inserm U 630, Université Lyon 1, Insa-Lyon

http://creatis.insa-lyon.fr

Page 2: Towards synthetic 3D dynamic cardiac Imaging Isabelle E. Magnin CREATIS-LRMN

CREATIS - LRMNCREATIS - LRMNMedical Imaging Center – LyonMedical Imaging Center – Lyon

http://creatis.insa-lyon.fr

180 people (65 Ph D students)180 people (65 Ph D students)

Doua Campus

Est Hospital

ESRF, Grenoble

LRMN

Page 3: Towards synthetic 3D dynamic cardiac Imaging Isabelle E. Magnin CREATIS-LRMN

LRMN

Page 4: Towards synthetic 3D dynamic cardiac Imaging Isabelle E. Magnin CREATIS-LRMN

Complex Anatomy

short axisLong-axis

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Page 5: Towards synthetic 3D dynamic cardiac Imaging Isabelle E. Magnin CREATIS-LRMN

- -

Magnetic Resonance Imaging

(MRI)

1,5 T Siemens Vision

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Page 6: Towards synthetic 3D dynamic cardiac Imaging Isabelle E. Magnin CREATIS-LRMN

Multimodal cardiac imaging MRI

Anatomie

Siemens, Sonata

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Page 7: Towards synthetic 3D dynamic cardiac Imaging Isabelle E. Magnin CREATIS-LRMN

Heart anatomical surfaces and volumes

3D SPECT, XRaysor MRI

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Page 8: Towards synthetic 3D dynamic cardiac Imaging Isabelle E. Magnin CREATIS-LRMN

3D multimodal cardiac images

Creatis & INRIA

3D deformable finite elements

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Page 9: Towards synthetic 3D dynamic cardiac Imaging Isabelle E. Magnin CREATIS-LRMN

Deformable elastic template for 3D segmentation (Quoc Cuong Pham, PhD thesis Creatis, INPG, 2002)

Initial templateNodes : 5197, Elements : 22368

9LRMN

Page 10: Towards synthetic 3D dynamic cardiac Imaging Isabelle E. Magnin CREATIS-LRMN

LV+RV

Mapping functional data onto a surfacic model

Medial surface computation

LV Medial surface

10

Medial surface

Endocardial surface

Epicardial surface

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Page 11: Towards synthetic 3D dynamic cardiac Imaging Isabelle E. Magnin CREATIS-LRMN

PET imaging Siemens ECAT 931

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Page 12: Towards synthetic 3D dynamic cardiac Imaging Isabelle E. Magnin CREATIS-LRMN

Multimodal cardiac imaging

Metabolism

FDG PET emission-image

PET transmissionimage

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Page 13: Towards synthetic 3D dynamic cardiac Imaging Isabelle E. Magnin CREATIS-LRMN

Surface-based registration of thorax structures

deformable pyramid approach [Lötjönen et al.,1999]

Rigid PET-MR image registration method

MRI transaxial

13

PET transmission

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Page 14: Towards synthetic 3D dynamic cardiac Imaging Isabelle E. Magnin CREATIS-LRMN

3D functional cartographies PET (Glucosis uptake)

Patient 1

Patient 2

max 0 max0

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Page 15: Towards synthetic 3D dynamic cardiac Imaging Isabelle E. Magnin CREATIS-LRMN

Recording Electro-magnetic activity Magneto-cardiography

MCG data (10 patients)

-BioMag laboratory (Helsinki University Central Hospital, HUCH) - 99-channel MCG device (Neuromag, Helsinki, Finland)

15

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Page 16: Towards synthetic 3D dynamic cardiac Imaging Isabelle E. Magnin CREATIS-LRMN

Cartography of the electromagnetic activity (MCG)

2D conventional

New 3D Model

[Mäkela et al. 2003]LRMN

Page 17: Towards synthetic 3D dynamic cardiac Imaging Isabelle E. Magnin CREATIS-LRMN

3-D Functional cardiac maps

Quantitative perfusion computed from 3-D FDG Positron Emission Tomography (PET)

(coll. Cermep, Lyon) 17

L VElectromagnetic field

computed from Magnetocardiography

(coll. Helsinki LBME)

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Page 18: Towards synthetic 3D dynamic cardiac Imaging Isabelle E. Magnin CREATIS-LRMN

Physiology modelingPhysiology modeling

• modeling organs anatomy, dynamics and modeling organs anatomy, dynamics and physiology physiology

• complex elastic and moving structurescomplex elastic and moving structures• electrophysiological modelselectrophysiological models• bio-mechanical model (FEM)bio-mechanical model (FEM)• Biological, cellular modelsBiological, cellular models

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Page 19: Towards synthetic 3D dynamic cardiac Imaging Isabelle E. Magnin CREATIS-LRMN

A new fully-digital anthropomorphic and A new fully-digital anthropomorphic and dynamic thorax/heart modeldynamic thorax/heart model

R. Haddad, I.E. Magnin, and P. ClarysseR. Haddad, I.E. Magnin, and P. ClarysseAugust 2007August 2007

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Page 20: Towards synthetic 3D dynamic cardiac Imaging Isabelle E. Magnin CREATIS-LRMN

Outline

Motivations and objectivesMotivations and objectives Difficulties Difficulties Thorax/ Heart model construction Thorax/ Heart model construction Multimodality virtual imaging of the heart Multimodality virtual imaging of the heart Conclusions and Perspectives Conclusions and Perspectives

LRMN

Page 21: Towards synthetic 3D dynamic cardiac Imaging Isabelle E. Magnin CREATIS-LRMN

Evaluation of cardiac/thoracic image analysis algorithms• Segmentation and motion tracking of cardiac/thoracic structures

• Multimodal Image Registration

• Thorax and heart image reconstruction in dynamic tomography

Motivations Motivations

See:

Schaerer et al., Automatic segmentation in MRI sequences,

EMBC 2007, SaP1B4.5

Need for a reference

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Page 22: Towards synthetic 3D dynamic cardiac Imaging Isabelle E. Magnin CREATIS-LRMN

:

Synthetic Imaging Synthetic Imaging

Simulated realistic sequencesMRI, TEP, CT, US..

In vivo imaging acquisitions

A Virtual reference breathing thorax - beating heart model

LRMN

Page 23: Towards synthetic 3D dynamic cardiac Imaging Isabelle E. Magnin CREATIS-LRMN

Building the breathing thorax / Beating heart model:

1. MRI Reference image data acquisitions

2. Anatomic 3D static models (thorax & heart)

3. Models animation

Breathing thorax/ Beating heart model

4. Models synchronization

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Page 24: Towards synthetic 3D dynamic cardiac Imaging Isabelle E. Magnin CREATIS-LRMN

3. Models animation Displacement fields fitting :

Successive multi-levels non rigid FFD registrations

Deformation of the 3D model

Delhay, PhD thesis 2006

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Page 25: Towards synthetic 3D dynamic cardiac Imaging Isabelle E. Magnin CREATIS-LRMN

2D displays of 3D estimated displacement fields (slice at medium level)2D displays of 3D estimated displacement fields (slice at medium level)

mid-systole end-diastole early-diastole

Magnitude mm

0,00

6,00

1,50

3,00

4,50

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Page 26: Towards synthetic 3D dynamic cardiac Imaging Isabelle E. Magnin CREATIS-LRMN

Evolution of the LV and LA volumes during the CCEvolution of the LV and LA volumes during the CC

22204 14126 1082 2816 18 2624

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Page 27: Towards synthetic 3D dynamic cardiac Imaging Isabelle E. Magnin CREATIS-LRMN

Dynamic combined Thorax/Heart model

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