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VPH in future healthcare
      where will we be in 10 years from now?

                                World of Health IT
                       Barcelona, March 15-18th 2010
www.vph-noe.eu


www.aneurist.org



                                             Alejandro F. Frangi, PhD
                               Center for Computational Imaging & Simulation Technologies in Biomedicine
                                               Universitat Pompeu Fabra, Barcelona, Spain
                       Networking Center on Biomedical Research – Bioengineering, Biomaterials and Nanomedicine
                                            Institució Catalana de Recerca i Estudis Avançats
                                                        alejandro.frangi@upf.edu
                                                            www.cilab.upf.edu
Outline
 Context & Current Trends
 Glimpses at a Plausible Routine Future
 Discussion & Conclusions




                                           2
CONTEXT &
CURRENT TRENDS

                 3
Current healthcare: Why a change?

                     The need for change defies
                     simple solutions, as illustrated by
                     citizens’ dissatisfaction levels!

                     • Invest more money?
                     • Public vs. private systems?

                     Redefining value – From “sick
                     care” to healthcare
                     • from reactive to proactive
                     • patient as an object or an actor?




                                                           4
Medical Product Development: why a change?

                  R&D expenditure by pharmaceutical industries
                   has dramatically increased
                  The number of successful drugs reaching the
                   commercialization phase has however stagnated
                  Critical Path is mostly focused in the clinical
                   phases increasingly involving expensive large-scale
                   multi-centric studies




                     http://www.fda.gov/oc/initiatives/criticalpath/whitepaper.html   5
Healthcare trends for the future?
  > A patient-centric and care-cycle perspective
 The hospital/healthcare of tomorrow will have as key
   characteristics
       Patient-centric design: for personalized services and
        ambient experience
       Individualized risk assessment: based on all relevant
        information (incl. demographic, genotype, phenotype,
        lifestyle)
       Clinical work-flows: focused on Care Cycles (and care
        pathways), not on organizational Departments
       Treatment strategies: minimally invasive and image-guided
        procedures
       Converging medical technologies: impacting prevention,
        diagnosis & treatment
       Federation of information systems: fully digital and
        connected to the clinician, the hospital, the health insurers,
        the government and the home

                                                                         6
The patient’s journey through a disease
> care cycles




Verbeek XAAM and Lord WP (2007), The care cycle: an overview, Medica Mundi, 2007;51(2):40-47.
                                                                                                7
Converging medical technologies
> are transforming healthcare




                                  8
Information & communication systems
  > Patient-centric ICT
   Convergence of sensors, digital communications and interfaces




HeartCycle Concept descriptions and Overview on technical specifications and used technologies, Deliverable 4B. www.heartcycle.eu   9
Connecting for Health: regional data integration
 Digital archiving and connectivity, and seamless access to population data
     derived from regional clinical records




http://www.connectingforhealth.nhs.uk
                                                                               10
Secondary use of EHRs or digital graves?
 From information acquisition & structuring to Information access and enrichment
 Substantial ethical and privacy issues involved on this model of data use!




                        Normalisation                                Knowledge
                       De-identification                             Discovery



                                                                                     Application Suites:
     Patient Record     Information
                                                                Information access      @neuLink
     - Genetic Data                              Clinical
                         acquisition                                                    @neuFuse
     - Imaging Data
                                              Information         and enrichment        @neuRisk
     - Clinical Data    & structuring
                                                 System                                 @neuEndo


                                                                      Query
                                           Clinical Reference         Patient
                       Denormalisation                                Record
                       Re-identification   Information Model
                                                (CRIM)
                                                                                                           11
Virtual Physiological Human (VPH)
 or the Digital Me
 A European Network of Excellence operated by 12 core EU institutions

“help support and progress
                                                                       13 Core Partners
European research in
                                                            4 UK (UCL, UOXF, UNOTT, USFD)
biomedical modeling and                                        3 France (CNRS, INRIA, ERCIM)
simulation of the human                                                    2 Spain (UPF, IMIM)
body.This will improve our                                            1 Germany (EMBL [EBI])
                                                                                1 Sweden (KI)
ability to predict,                                                           1 Belgium (ULB)
diagnose and treat                                                      1 New Zealand (UOA)
disease, and have a
dramatic impact on the
future of healthcare, the
pharmaceutical and
medical device                                         Associate / General Members
industries.”                                                   19 Candidate General Members
                                                              3 Candidate Associate Members
                                                                                (organisations)
                                                     5 Candidate Associate Members (industry)
                                                                           9 Associate Projects
   www.vph-noe.eu                                                               … and growing
                                                                                              12
VPH- I FP7 projects
Industry                                                 Parallel VPH projects
                                     Grid access CA



              CV/ Atheroschlerosis                                    Liver surgery
              IP                                                      STREP

                                                                         Breast cancer/
    Heart/ LVD surgery                                                   diagnosis STREP
    STREP


                                                                             Osteoporosis
     Oral cancer/ BM                                                         IP
     D&T STREP


                                                                                      Cancer
                                       Networking                                     STREP
           Heart /CV                   NoE
           disease STREP

    Vascular/ AVF &                                                      Liver cancer/RFA
    haemodialysis STREP                                                  therapy STREP

                     Heart /CV
                     disease STREP
                                                         Alzheimer's/ BM &
                                                         diagnosis STREP
Other                                Security and
                                     Privacy in VPH CA                            Clinics
GLIMPSES AT A PLAUSIBLE ROUTINE FUTURE



                                         14
Looking ahead 10 years from now?
> Glimpses of a plausible routine future?
 We are seeing already
  the future in some of
  the current R&D
  projects
 Still substantial
  acceptance, penetration,
  consolidation to be
  achieved
 The challenge:
  demonstrating the
  anticipated clinical value

 Some glimpses follow
   based on @neurIST…
   www.aneurist.org                         15
Cerebral aneurysm management
> The @neurIST “template project”
   Unruptured intracranial aneurysms are increasingly diagnosed due to modern
    imaging techniques
          It is more and more important to develop holistic and sound approaches to patient
           management.

     Two clinical questions
    Management of unruptured aneurysms is controversial
          decision making is currently based mainly on aneurysm size and location mainly
               At-risk individuals/patient selection?
           (ISUIA).

             D.O.   Optimal treatment planning?
     Wiebers Unruptured intracranial aneurysms: natural history and clinical management. Update on the
         international study of unruptured intracranial aneurysms. Neuroimaging Clin N Am. 2006
         Aug;16(3):383-90

   There is evidence that genetic predisposition may be involved in the natural
      VPH as a new perspective for
    history of aneurysms.
               More principled disease understanding and phenotyping,
     Krischek Inoue I. The genetics of intracranial aneurysms. J Hum Genet. 2006;51(7):587-94.
              B,

            Development of novel diagnostic and prognostic
   Currently endovascular treatment is favored over surgical treatment for many
               biomarkers, and
    aneurysms (ISAT)
      both treatments are risky, costly and dotreatment planning and guidance
            Computational tools for not always prevent recurrence.
     van Rooij WJ, Sluzewski M. Procedural morbidity and mortality of elective coil treatment of unruptured intracranial
          aneurysms. AJNR Am J Neuroradiol. 2006 Sep;27(8):1678-80
     Molyneux A. Ruptured intracranial aneurysms - clinical aspects of subarachnoid hemorrhage management and the
          International Subarachnoid Aneurysm Trial. Neuroimaging Clin N Am. 2006 Aug;16(3):391-6


   There is a need to support a new generation of endovascular devices treating
    the cause rather than symptoms of the disease                                                                          16
Cerebral aneurysm management
> Natural history of complex diseases

                                                                     Ruptured
Prevalence                                          0.2-1.0%/yr
                        Initiation
   1-5%
   F>M                                                                                    Mortality 

                              Growth                                                                 33%

                                                                                       vasospasm clotting
                                                                       ISAT (Oxford)
             Etiology                                       Treat!                              Prevention,
                                         Diagnosis                     Coil vs clip
                                                                                                 follow-up
                                                      Treat?
   ?                                                                                     Morbidity 
                                     Unruptured
                                     [99% silent]                                                    33%
               Degenerative
                                           ISUIA (Mayo)                                    Normal
                                            size/location
              Prevention                                              Treatment
                                                                                                     33%    17
Cerebral aneurysm management
> Gathering evidence across Europe
                                                                           PACS

Descriptive Data
                                                                                                     PACS
            @neuQuest                                                                                                                     ERGO
                                                                                                                                          IPCI
Representative Data
                                                              PACS
                                                                                                              Bonn                        NHR
                                                              ISAT
PACS     eRadiology Archives

Conservation of samples
                                                                                                                 PACS                       PACS
            Bio Bank



                                                                                                                             PACS
           @neurIST BioIS

                                                                                                                                             PACS
  I.H. Rajasekaran, L. Iacono, P. Summers, S. Benkner, G. Engelbrecht, T. Arbona, A. Chiarini, C.M. Friedrich, B. Moore, P Bijlenga, J.
  Iavindrasana, R.D. Hose, A.F. Frangi (2008), @neurIST: Towards a System Architecture for Advanced Disease Management
  through Integration of Heterogeneous Data, Computing, and Complex Processing Services, IEEE International Symposium on
  Computer-Based Medical Systems, Finland, pp. 361-66.
Cerebral aneurysm management
   > integrative applications suites & platforms
                                      Improve decision making processes in
                                      the management of unruptured
                                      aneurysms by providing a score that
                      @neuRisk        integrates all the available information




                                                                                                                                            IT Support Suites
                                      for identifying at-risk patients and
                                      reducing current over treatment
                                      Support computational design
                                      processes towards a next generation
                      @neuEndo        of smart flow-correcting implants to
                                      treat ruptured aneurysms and reduce
                                      current treatment costs, side effects
                                      and recurrence.

@neurIST              @neuLink        Support the knowledge discovery for
 Systems                              linking genetics to disease, vasospasm
                                      and blood clotting after cerebral
                                      hemorrhage
                                                                                                                WSS
                                                                                                                        Model
                                                                                                                        & WSS




                                      Support the integration of modeling,
                      @neuFuse




                                                                                                                                            Enabling IT
                                                                                                                             CFD vs US



                                      simulation and visualization of
                                                                                                         3DRA
                                                                                                                            Peak velocity

                                                                                 PC-MR vs US
                                                                                  Flow rates




                                      multimodal data
                                                                                     magnitude   phase




                                                                                                                      CFD




                                      Support integration of data and
                   @neuCompute/Info
                                      computing resources.
www.aneurist.org                                                                                                                                                19
Cerebral aneurysm management
> “Virtual imaging” through simulations
                                CFD Simulation:
                                • ICA Terminal aneurysm
                                • Inflow 230ml/min (yellow)
                                • 3 Outflows:
                                        •2 Pressure
                                        •1 Flow of 10ml/min
                                • High wss at neck
                                • Inflow jet has no clear impaction zone.
                                • Vortex in aneurysm (with main axis along
                                feeding vessel) and in bleb.


                                Courtesy: Philips Healthcare




                                                                             20
Cerebral aneurysm management
        > Building disease knowledge in silico
   Radiological
       Imaging

Vascular Model



   Morphology



    Streamlines

           WSS



            OSI



         Blood



      Genetics



Clinical History                 Cebral JR, Castro MA, Appanaboyina S, Putman CM, Millan D, Frangi AF.
                                 Efficient pipeline for image-based patient-specific analysis of cerebral
                                 aneurysm hemodynamics: technique and sensitivity. IEEE Trans Med
                                 Imaging. 2005 Apr;24(4):457-67.                                          21
Cerebral aneurysm management
> Treatment planning: virtual stenting




   Larrabide I, Radaelli AG, Frangi AF. Fast virtual stenting with deformable meshes: application to inrtracranial aneurysm. Int Conf Med
                                                                              Image Comput Assist Interv, 5242 (MICCAI’08), 790-7, 2008
  Cebral JR, Lohner R. Efficient simulation of blood flow past complex endovascular devices using an adaptive embedding technique. IEEE
                                                                                               Trans Med Imaging. 2005 Apr;24(4):468-76.    22
Clot formation: A subtle interplay of genetics,
haemodynamics and arterial wall mechanics
 Coil-induced clot formation is the basis of endovascular treatment for cerebral
  aneurysms; on the other hand spontaneous formation in untreated aneurysms is
  potentially loose and embolic.
 Computational modelling allows for the evaluation of haemodynamic, rheological
  and genetic factors in thrombus formation. Models accounting for activation,
  biochemistry and thrombus-blood coupling will help us track the various stages of
  the thrombogenic process, and evaluate their significance in disease and treatment.


                                                    Evolution of the distribution of thrombin
                                                    concentration



                                                    A. S. Bedekar, K. Pant, Y. Ventikos, S. Sundaram, A
                                                    computational model combining vascular biology
                                                    and haemodynamics for thrombosis prediction in
                                                    anatomically accurate cerebral aneurysms, Food
                                                    Bioprod Proc 83 (C2), 118-126, 2005



                                                                                                          23
Cerebral aneurysm management
   > Individualized risk management




Courtesy InferMed & COSSAC University of Oxford (Prof. J Fox, Y. Chronakis)   24
DISCUSSION & CONCLUSIONS


                           25
EHRs, VPH and the Virtual Patient Metaphor
 In practice is very unlikely to have all needed measurements before simulations can take
  place
 VPM: A virtual patient is a logical entity that can be queried for any and all
  information about a human being
 E.g. on-the-fly access to population average parameters where personalized data is not
  available

                                                              Input requirements
            E       Y       Z                                       +
                                                             Age, sex, clinical
                                                                 history,
        A       B       C       D                            genotype, etc…

                                                                                      X
      @neurIST Database                                      Average & deviations
                                                               input conditions
                                                            (Flow waveforms,
                                                                pressure,
                                         Virtual Patient                            Mr Jones
                                                           haematocrit, etc… )
                                                                                               26
 Derived data               Literature
VPH applications & ubiquitous sensing
 Personalization needs to consider in which homeostatic conditions the
   individuals is while being sensed
       Consider environment and allostasis
 “Is this patient at risk of IA rupture?” considering his/her
    Exercise-rest conditions,
    Stress levels,
    Daily biorhythms,
    Seasonal changes, etc.
 Even more: “which will be his/her typical conditions under which this
  patient will be at risk”
 Ubiquitous physiological monitoring technologies will ultimate have to
  connect to VPH technologies for true personalization and be integrated therein




                                                                                   27
Conclusions
   EHR, PHS, VPH: tackle complementary issues to realize patient-centric/personalized care cycles
   VPH will stimulate further developments of EHR and PHS and provided added value services for
    healthcare and medical product development
   Low-hanging fruits of VPH-PHS-EHR are available which act as levers for most sophisticated
    adoption




                                                                                                 28
Thanks for your attention

Announcement
                                  @neurIST Open Session
                                         Level 1, Room 114
    www.aneurist.org
                                     Thursday 18/3, 14-16hs




           Futher contact: alejandro.frangi@upf.edu
Final reflection

Validation is key for VPH
technology but still…

Will we/clinicians ever trust
computational models and VPH
technology?




                                30

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VPH in Future Healthcare. Where Will We Be in 10 Years from Now?

  • 1. VPH in future healthcare where will we be in 10 years from now? World of Health IT Barcelona, March 15-18th 2010 www.vph-noe.eu www.aneurist.org Alejandro F. Frangi, PhD Center for Computational Imaging & Simulation Technologies in Biomedicine Universitat Pompeu Fabra, Barcelona, Spain Networking Center on Biomedical Research – Bioengineering, Biomaterials and Nanomedicine Institució Catalana de Recerca i Estudis Avançats alejandro.frangi@upf.edu www.cilab.upf.edu
  • 2. Outline  Context & Current Trends  Glimpses at a Plausible Routine Future  Discussion & Conclusions 2
  • 4. Current healthcare: Why a change? The need for change defies simple solutions, as illustrated by citizens’ dissatisfaction levels! • Invest more money? • Public vs. private systems? Redefining value – From “sick care” to healthcare • from reactive to proactive • patient as an object or an actor? 4
  • 5. Medical Product Development: why a change?  R&D expenditure by pharmaceutical industries has dramatically increased  The number of successful drugs reaching the commercialization phase has however stagnated  Critical Path is mostly focused in the clinical phases increasingly involving expensive large-scale multi-centric studies http://www.fda.gov/oc/initiatives/criticalpath/whitepaper.html 5
  • 6. Healthcare trends for the future? > A patient-centric and care-cycle perspective  The hospital/healthcare of tomorrow will have as key characteristics  Patient-centric design: for personalized services and ambient experience  Individualized risk assessment: based on all relevant information (incl. demographic, genotype, phenotype, lifestyle)  Clinical work-flows: focused on Care Cycles (and care pathways), not on organizational Departments  Treatment strategies: minimally invasive and image-guided procedures  Converging medical technologies: impacting prevention, diagnosis & treatment  Federation of information systems: fully digital and connected to the clinician, the hospital, the health insurers, the government and the home 6
  • 7. The patient’s journey through a disease > care cycles Verbeek XAAM and Lord WP (2007), The care cycle: an overview, Medica Mundi, 2007;51(2):40-47. 7
  • 8. Converging medical technologies > are transforming healthcare 8
  • 9. Information & communication systems > Patient-centric ICT  Convergence of sensors, digital communications and interfaces HeartCycle Concept descriptions and Overview on technical specifications and used technologies, Deliverable 4B. www.heartcycle.eu 9
  • 10. Connecting for Health: regional data integration  Digital archiving and connectivity, and seamless access to population data derived from regional clinical records http://www.connectingforhealth.nhs.uk 10
  • 11. Secondary use of EHRs or digital graves?  From information acquisition & structuring to Information access and enrichment  Substantial ethical and privacy issues involved on this model of data use! Normalisation Knowledge De-identification Discovery Application Suites: Patient Record Information Information access @neuLink - Genetic Data Clinical acquisition @neuFuse - Imaging Data Information and enrichment @neuRisk - Clinical Data & structuring System @neuEndo Query Clinical Reference Patient Denormalisation Record Re-identification Information Model (CRIM) 11
  • 12. Virtual Physiological Human (VPH) or the Digital Me  A European Network of Excellence operated by 12 core EU institutions “help support and progress 13 Core Partners European research in 4 UK (UCL, UOXF, UNOTT, USFD) biomedical modeling and 3 France (CNRS, INRIA, ERCIM) simulation of the human 2 Spain (UPF, IMIM) body.This will improve our 1 Germany (EMBL [EBI]) 1 Sweden (KI) ability to predict, 1 Belgium (ULB) diagnose and treat 1 New Zealand (UOA) disease, and have a dramatic impact on the future of healthcare, the pharmaceutical and medical device Associate / General Members industries.” 19 Candidate General Members 3 Candidate Associate Members (organisations) 5 Candidate Associate Members (industry) 9 Associate Projects www.vph-noe.eu … and growing 12
  • 13. VPH- I FP7 projects Industry Parallel VPH projects Grid access CA CV/ Atheroschlerosis Liver surgery IP STREP Breast cancer/ Heart/ LVD surgery diagnosis STREP STREP Osteoporosis Oral cancer/ BM IP D&T STREP Cancer Networking STREP Heart /CV NoE disease STREP Vascular/ AVF & Liver cancer/RFA haemodialysis STREP therapy STREP Heart /CV disease STREP Alzheimer's/ BM & diagnosis STREP Other Security and Privacy in VPH CA Clinics
  • 14. GLIMPSES AT A PLAUSIBLE ROUTINE FUTURE 14
  • 15. Looking ahead 10 years from now? > Glimpses of a plausible routine future?  We are seeing already the future in some of the current R&D projects  Still substantial acceptance, penetration, consolidation to be achieved  The challenge: demonstrating the anticipated clinical value  Some glimpses follow based on @neurIST… www.aneurist.org 15
  • 16. Cerebral aneurysm management > The @neurIST “template project”  Unruptured intracranial aneurysms are increasingly diagnosed due to modern imaging techniques  It is more and more important to develop holistic and sound approaches to patient management.   Two clinical questions Management of unruptured aneurysms is controversial  decision making is currently based mainly on aneurysm size and location mainly  At-risk individuals/patient selection? (ISUIA). D.O. Optimal treatment planning? Wiebers Unruptured intracranial aneurysms: natural history and clinical management. Update on the international study of unruptured intracranial aneurysms. Neuroimaging Clin N Am. 2006 Aug;16(3):383-90  There is evidence that genetic predisposition may be involved in the natural  VPH as a new perspective for history of aneurysms. More principled disease understanding and phenotyping, Krischek Inoue I. The genetics of intracranial aneurysms. J Hum Genet. 2006;51(7):587-94. B,  Development of novel diagnostic and prognostic  Currently endovascular treatment is favored over surgical treatment for many biomarkers, and aneurysms (ISAT)  both treatments are risky, costly and dotreatment planning and guidance  Computational tools for not always prevent recurrence. van Rooij WJ, Sluzewski M. Procedural morbidity and mortality of elective coil treatment of unruptured intracranial aneurysms. AJNR Am J Neuroradiol. 2006 Sep;27(8):1678-80 Molyneux A. Ruptured intracranial aneurysms - clinical aspects of subarachnoid hemorrhage management and the International Subarachnoid Aneurysm Trial. Neuroimaging Clin N Am. 2006 Aug;16(3):391-6  There is a need to support a new generation of endovascular devices treating the cause rather than symptoms of the disease 16
  • 17. Cerebral aneurysm management > Natural history of complex diseases Ruptured Prevalence 0.2-1.0%/yr Initiation 1-5% F>M Mortality  Growth 33% vasospasm clotting ISAT (Oxford) Etiology Treat! Prevention, Diagnosis Coil vs clip follow-up Treat? ? Morbidity  Unruptured [99% silent] 33% Degenerative ISUIA (Mayo) Normal size/location Prevention Treatment 33% 17
  • 18. Cerebral aneurysm management > Gathering evidence across Europe PACS Descriptive Data PACS @neuQuest ERGO IPCI Representative Data PACS Bonn NHR ISAT PACS eRadiology Archives Conservation of samples PACS PACS Bio Bank PACS @neurIST BioIS PACS I.H. Rajasekaran, L. Iacono, P. Summers, S. Benkner, G. Engelbrecht, T. Arbona, A. Chiarini, C.M. Friedrich, B. Moore, P Bijlenga, J. Iavindrasana, R.D. Hose, A.F. Frangi (2008), @neurIST: Towards a System Architecture for Advanced Disease Management through Integration of Heterogeneous Data, Computing, and Complex Processing Services, IEEE International Symposium on Computer-Based Medical Systems, Finland, pp. 361-66.
  • 19. Cerebral aneurysm management > integrative applications suites & platforms Improve decision making processes in the management of unruptured aneurysms by providing a score that @neuRisk integrates all the available information IT Support Suites for identifying at-risk patients and reducing current over treatment Support computational design processes towards a next generation @neuEndo of smart flow-correcting implants to treat ruptured aneurysms and reduce current treatment costs, side effects and recurrence. @neurIST @neuLink Support the knowledge discovery for Systems linking genetics to disease, vasospasm and blood clotting after cerebral hemorrhage WSS Model & WSS Support the integration of modeling, @neuFuse Enabling IT CFD vs US simulation and visualization of 3DRA Peak velocity PC-MR vs US Flow rates multimodal data magnitude phase CFD Support integration of data and @neuCompute/Info computing resources. www.aneurist.org 19
  • 20. Cerebral aneurysm management > “Virtual imaging” through simulations CFD Simulation: • ICA Terminal aneurysm • Inflow 230ml/min (yellow) • 3 Outflows: •2 Pressure •1 Flow of 10ml/min • High wss at neck • Inflow jet has no clear impaction zone. • Vortex in aneurysm (with main axis along feeding vessel) and in bleb. Courtesy: Philips Healthcare 20
  • 21. Cerebral aneurysm management > Building disease knowledge in silico Radiological Imaging Vascular Model Morphology Streamlines WSS OSI Blood Genetics Clinical History Cebral JR, Castro MA, Appanaboyina S, Putman CM, Millan D, Frangi AF. Efficient pipeline for image-based patient-specific analysis of cerebral aneurysm hemodynamics: technique and sensitivity. IEEE Trans Med Imaging. 2005 Apr;24(4):457-67. 21
  • 22. Cerebral aneurysm management > Treatment planning: virtual stenting Larrabide I, Radaelli AG, Frangi AF. Fast virtual stenting with deformable meshes: application to inrtracranial aneurysm. Int Conf Med Image Comput Assist Interv, 5242 (MICCAI’08), 790-7, 2008 Cebral JR, Lohner R. Efficient simulation of blood flow past complex endovascular devices using an adaptive embedding technique. IEEE Trans Med Imaging. 2005 Apr;24(4):468-76. 22
  • 23. Clot formation: A subtle interplay of genetics, haemodynamics and arterial wall mechanics  Coil-induced clot formation is the basis of endovascular treatment for cerebral aneurysms; on the other hand spontaneous formation in untreated aneurysms is potentially loose and embolic.  Computational modelling allows for the evaluation of haemodynamic, rheological and genetic factors in thrombus formation. Models accounting for activation, biochemistry and thrombus-blood coupling will help us track the various stages of the thrombogenic process, and evaluate their significance in disease and treatment. Evolution of the distribution of thrombin concentration A. S. Bedekar, K. Pant, Y. Ventikos, S. Sundaram, A computational model combining vascular biology and haemodynamics for thrombosis prediction in anatomically accurate cerebral aneurysms, Food Bioprod Proc 83 (C2), 118-126, 2005 23
  • 24. Cerebral aneurysm management > Individualized risk management Courtesy InferMed & COSSAC University of Oxford (Prof. J Fox, Y. Chronakis) 24
  • 26. EHRs, VPH and the Virtual Patient Metaphor  In practice is very unlikely to have all needed measurements before simulations can take place  VPM: A virtual patient is a logical entity that can be queried for any and all information about a human being  E.g. on-the-fly access to population average parameters where personalized data is not available Input requirements E Y Z + Age, sex, clinical history, A B C D genotype, etc… X @neurIST Database Average & deviations input conditions (Flow waveforms, pressure, Virtual Patient Mr Jones haematocrit, etc… ) 26 Derived data Literature
  • 27. VPH applications & ubiquitous sensing  Personalization needs to consider in which homeostatic conditions the individuals is while being sensed  Consider environment and allostasis  “Is this patient at risk of IA rupture?” considering his/her  Exercise-rest conditions,  Stress levels,  Daily biorhythms,  Seasonal changes, etc.  Even more: “which will be his/her typical conditions under which this patient will be at risk”  Ubiquitous physiological monitoring technologies will ultimate have to connect to VPH technologies for true personalization and be integrated therein 27
  • 28. Conclusions  EHR, PHS, VPH: tackle complementary issues to realize patient-centric/personalized care cycles  VPH will stimulate further developments of EHR and PHS and provided added value services for healthcare and medical product development  Low-hanging fruits of VPH-PHS-EHR are available which act as levers for most sophisticated adoption 28
  • 29. Thanks for your attention Announcement @neurIST Open Session Level 1, Room 114 www.aneurist.org Thursday 18/3, 14-16hs Futher contact: alejandro.frangi@upf.edu
  • 30. Final reflection Validation is key for VPH technology but still… Will we/clinicians ever trust computational models and VPH technology? 30