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Sim Sim - - e e - - Child Child 1 Michael Sühling, Siemens AG EU-US eHealth Cooperation Grid-Enabled Platform for Simulations in Paediatric Cardiology Toward the Personalized Virtual Child Heart – EU-US eHealth Cooperation Workshop – Michael Sühling, Siemens AG
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Grid-Enabled Platform for Simulations in Paediatric ... · 2 Michael Sühling, Siemens AG EU-US eHealth Cooperation Sim-e-Child • FP7 STREP (Follow-up of FP6 Health-e-Child project)

Sep 26, 2020

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Page 1: Grid-Enabled Platform for Simulations in Paediatric ... · 2 Michael Sühling, Siemens AG EU-US eHealth Cooperation Sim-e-Child • FP7 STREP (Follow-up of FP6 Health-e-Child project)

SimSim--ee--ChildChild

1 Michael Sühling, Siemens AG EU-US eHealth Cooperation

Grid-Enabled Platform for Simulations in Paediatric Cardiology Toward the Personalized Virtual Child Heart– EU-US eHealth Cooperation Workshop –

Michael Sühling, Siemens AG

Page 2: Grid-Enabled Platform for Simulations in Paediatric ... · 2 Michael Sühling, Siemens AG EU-US eHealth Cooperation Sim-e-Child • FP7 STREP (Follow-up of FP6 Health-e-Child project)

SimSim--ee--ChildChild

2 Michael Sühling, Siemens AG EU-US eHealth Cooperation

Sim-e-Child

• FP7 STREP (Follow-up of FP6 Health-e-Child project)– Funding: 1 Mio EUR

– January 2010 to June 2012

• International cooperation between EU partners and leading US sites

Health-e-Child

Sim-e-Child

SCR

JHU

ACC

Siemens

MAAT

TUM

OPBGLynkeus

Siemens Corporate Research

First Trans-Atlantic platform towards personalized & predictive modeling of congenital heart disease

Page 3: Grid-Enabled Platform for Simulations in Paediatric ... · 2 Michael Sühling, Siemens AG EU-US eHealth Cooperation Sim-e-Child • FP7 STREP (Follow-up of FP6 Health-e-Child project)

SimSim--ee--ChildChild

3 Michael Sühling, Siemens AG EU-US eHealth Cooperation

Sim-e-Child: Technical Focus

• Grid/cloud-enabled infrastructure for– Aligned clinical databases– High-performance computing– Information & knowledge exchange

• Computational modeling & simulation of – Cardio-vascular anatomy – Function – Haemodynamics

Enable international, trans-Atlantic cooperation

Incorporate heterogeneous data from EU (OPBG) and US (COAST)

Page 4: Grid-Enabled Platform for Simulations in Paediatric ... · 2 Michael Sühling, Siemens AG EU-US eHealth Cooperation Sim-e-Child • FP7 STREP (Follow-up of FP6 Health-e-Child project)

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4 Michael Sühling, Siemens AG EU-US eHealth Cooperation

Infrastructure Overview

Grid-Enabled, Distributed Data Management &

High-Performance Computing

Local SimSys Application in HospitalWeb-Portal

http://sec-portal.maatg.fr

CLOUDScalable & elastic

infrastructure thanks to the

Cloud

Page 5: Grid-Enabled Platform for Simulations in Paediatric ... · 2 Michael Sühling, Siemens AG EU-US eHealth Cooperation Sim-e-Child • FP7 STREP (Follow-up of FP6 Health-e-Child project)

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5 Michael Sühling, Siemens AG EU-US eHealth Cooperation

Grid Coordination Grid Coordination CenterCenter

CASService

CASCASServiceService

MyProxyServiceMyProxyMyProxyServiceService

PHPPHPPHP

JSONJSONJSON1. Create and export proxy to MyProxy (done only once)

2. Standard CASAuthenticationthrough Webportal 3. Access all facilities

connected to the SSO

GSIGSIGSIGW AuthService

GW AuthGW AuthServiceService

Infrastructure: Web-Portal

Page 6: Grid-Enabled Platform for Simulations in Paediatric ... · 2 Michael Sühling, Siemens AG EU-US eHealth Cooperation Sim-e-Child • FP7 STREP (Follow-up of FP6 Health-e-Child project)

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6 Michael Sühling, Siemens AG EU-US eHealth Cooperation

General Modeling Approach

Image Data (MRI) Anatomical Model Fitting Haemodynamics Simulation

Page 7: Grid-Enabled Platform for Simulations in Paediatric ... · 2 Michael Sühling, Siemens AG EU-US eHealth Cooperation Sim-e-Child • FP7 STREP (Follow-up of FP6 Health-e-Child project)

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7 Michael Sühling, Siemens AG EU-US eHealth Cooperation

Anatomical and Dynamical Model of the Complete Heart

Tricuspid Valve Pulmonary Valve

Aortic Valve Mitral Valve

Page 8: Grid-Enabled Platform for Simulations in Paediatric ... · 2 Michael Sühling, Siemens AG EU-US eHealth Cooperation Sim-e-Child • FP7 STREP (Follow-up of FP6 Health-e-Child project)

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8 Michael Sühling, Siemens AG EU-US eHealth Cooperation

Patient-Specific Haemodynamics in Normal Left Heart

Velocity vectors Vorticity magnitude

Page 9: Grid-Enabled Platform for Simulations in Paediatric ... · 2 Michael Sühling, Siemens AG EU-US eHealth Cooperation Sim-e-Child • FP7 STREP (Follow-up of FP6 Health-e-Child project)

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9 Michael Sühling, Siemens AG EU-US eHealth Cooperation

Sim-e-Child: Clinical Focus

• Model validation: Comparison of models with “ground truth” data– Ensure model robustness and reproducibility on

heterogeneous EU/US data• Assessment of clinical impact and benefit

– Investigate novel approaches for planning & simulation of therapies to increase their efficacy and safety

1) Aortic Aneurysm

Assess risk of ascending aortic dilation

Predict stenting outcome (e.g. pressure gradient changes)

2) Aortic Coarctation

Page 10: Grid-Enabled Platform for Simulations in Paediatric ... · 2 Michael Sühling, Siemens AG EU-US eHealth Cooperation Sim-e-Child • FP7 STREP (Follow-up of FP6 Health-e-Child project)

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10 Michael Sühling, Siemens AG EU-US eHealth Cooperation

Coarctation (pre-op)

Stented(post-op)

Exemplary Results

• Pre- and post-operative flow streamlines– Pre-op: Complex flow patterns typically associated with

stenosis– Post-op: After stent implantation, flow is improved,

characterized by lack of recirculation

Page 11: Grid-Enabled Platform for Simulations in Paediatric ... · 2 Michael Sühling, Siemens AG EU-US eHealth Cooperation Sim-e-Child • FP7 STREP (Follow-up of FP6 Health-e-Child project)

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11 Michael Sühling, Siemens AG EU-US eHealth Cooperation

Example of Current Clinical Validation

• Comparison of simulated pressure values with cardiac catheterization pressure measurements in pre- and post stenting cases

• Next step: Simulate stenting outcome (e.g. changes in pressure gradient) by “inserting a virtual stent” in pre-operative image data

Pre-stenting pressure Pre-stenting velocity

Page 12: Grid-Enabled Platform for Simulations in Paediatric ... · 2 Michael Sühling, Siemens AG EU-US eHealth Cooperation Sim-e-Child • FP7 STREP (Follow-up of FP6 Health-e-Child project)

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12 Michael Sühling, Siemens AG EU-US eHealth Cooperation

Model-Driven Decision Support

Input Data Robust Estimation of Personalized Physiological Cardiac Models

Fast & Reproducible Model-based Quantification

Source: ACC/AHA Guidelines for VHD management

*

*

Intervention recommended

Intervention discouraged

CaseReasoner: Generic and Flexible Learning-Based Distance Function

Page 13: Grid-Enabled Platform for Simulations in Paediatric ... · 2 Michael Sühling, Siemens AG EU-US eHealth Cooperation Sim-e-Child • FP7 STREP (Follow-up of FP6 Health-e-Child project)

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13 Michael Sühling, Siemens AG EU-US eHealth Cooperation

Dissemination & Networking through ACC’s Global Network

5,000 members in more than 125 countries with

~1000100010001000 members in EuropeEuropeEuropeEurope

Page 14: Grid-Enabled Platform for Simulations in Paediatric ... · 2 Michael Sühling, Siemens AG EU-US eHealth Cooperation Sim-e-Child • FP7 STREP (Follow-up of FP6 Health-e-Child project)

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14 Michael Sühling, Siemens AG EU-US eHealth Cooperation

Dissemination Events Enabled by ACC

• Article in Cardiology Magazine – sent to over 40,000 ACC members• Link to project on ACC’s website• Sim-e-Child booth at ACC.12 (20,000 attendees)• ACC Heart House Conference planned for June 2012

Page 15: Grid-Enabled Platform for Simulations in Paediatric ... · 2 Michael Sühling, Siemens AG EU-US eHealth Cooperation Sim-e-Child • FP7 STREP (Follow-up of FP6 Health-e-Child project)

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Benefits of EU/US Sim-e-ChildCooperation

• Base modeling on broad range of data (challenge for rare diseases)– Ensures more robust and reproducible models

• Handle heterogeneous protocols and clinical workflows– Increases mutual interoperability and integrability

• Increased potential for dissemination and networking– Social networking & community building is key

• Exchange of workforces (e.g. PhD student, TUM � SCR, JHU)• Increased awareness of different regulatory processes• Leverage technological & financial synergies

– Avoid disparate, redundant work in EU and US

• Reflects needs of globally-acting healthcare industry– Penetrate global markets

Page 16: Grid-Enabled Platform for Simulations in Paediatric ... · 2 Michael Sühling, Siemens AG EU-US eHealth Cooperation Sim-e-Child • FP7 STREP (Follow-up of FP6 Health-e-Child project)

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16 Michael Sühling, Siemens AG EU-US eHealth Cooperation

Future Directions & Needs

• Enhance infrastructure further to render EU/US international collaboration even more efficient and effective– Improve ease-of-use and accessibility– Semantically integrate heterogeneous data– Establish minimal standards for data and model interoperability

• Larger data repositories as basis for modelling• Extend and re-use of models across different diseases areas

MD-PaedigreeLarge-scale, data-driven

models and infostructurefor more

effective & efficient healthcare

FP6 FP7 FP7 ICT Call 9Proposal

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17 Michael Sühling, Siemens AG EU-US eHealth Cooperation

More Information…

www.sim-e-child.org