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Interdisciplinarity and complexity as
opportunities for research innovation in
  Health and Biomedical Informatics

   50 years MIM Symposium – 10 June 2011

                   Fernando J. Martin-Sanchez
            Professor and Chair of Health Informatics
                    Melbourne Medical School
        Faculty of Medicine, Dentistry & Health Sciences
                                &
Director, Centre for Health and Biomedical Informatics Research
                             (CeHBIR)
Health & Biomedical Informatics
                                Challenges

•  Medicineincreasingly relies on advances
 in other scientific and technological
 disciplines (Physics, Chemistry, Biology,
 Engineering, Nanotechnology..)
•  Thereare trends in biomedical research
 that pose new challenges in terms of
 information processing
•  Newdata types (extremely complex and
 heterogeneous) are being generated at
 an unprecedented pace
3
New trends in Medicine



•  Genomic (molecular, personalized) medicine
•  Regenerative medicine/tissue engineering seeks to
  develop functional cell, tissue, and organ substitutes to
  repair, replace or enhance biological function that has
  been lost due to congenital abnormalities, injury,
  disease, or aging.
                       NIH Definition, NIBIB, June 2004


•  NanoMedicine – Use of nanoscale tools and
  components for the diagnosis, prevention and
  treatment of diseases and for understanding
  their pathophysiology.
                     European Science Foundation, Nov. 2005
Partnership
•  In this context, highly multidisciplinary and complex, one
 could feel easily overwhelmed or might consider it as an
 opportunity for research innovation in HBI.
Complexity
A Definition of Complexity




“Complexity is that property of a model
 which makes it difficult to formulate its
 overall behaviour in a given language,
 even when there is reasonably
 complete information about its atomic
 components and their inter-relations”.
                              Bruce Edmonds, Univ. of Manchester , 1999
Complexity



•  These factors are having another very important effect,
   consisting of a very sharp increase of complexity:
     –  available knowledge about diseases, diagnostic and
        therapeutic procedures,
     –  the environment in which we work (health care levels,
        jurisdictions, management models),
     –  multiple stressing forces (aging population, increasing
        number of chronic patients, sustainability of the system,
        legal regulation).
•  All these elements are also reflected in the complexity of the
   information space in which we have to carry out our work as
   well as in the systems that we have to design and develop.
Negative aspects
It can be reduced
People get used to complexity – It can work
But complexity is a Science


http://upload.wikimedia.org/wikipedia/en/a/ad/Complexity-map_castellani.jpg
Pathways and regulatory networks in biology
Complex diseases, environmental and genetic
risk factors




                             Ashley et al. The
                             Lancet, Volume
                             375, Issue 9725,
                             Pages 1525 - 1535,
                             1 May 2010
Clinical utility gene cards
From GWAS to EWAS




                      Environment-Wide
                      Association Study
                      on Type 2
                      Diabetes Mellitus

                      266 environmental
                      Factors

                      Future: combined
                      GWAS-EWAS?




                    Patel et al. 2010 PloS One
Our projects




  Information retrieval - DiseaseCard     Knowledge Management 2.0 - BIKMAS




Genetic–CPGs – With UPM - Infogenmed      Education – Genome Game
Interdisciplinarity
Amazing news!!!
Disciplins in Biomedicine



•  It’s not the object of study, but how we look at it.

•  Physics (radiation, ultrasound, materials,
     electrical signals)
•    Chemistry (Molecules)
•    Biology (Genes and proteins)
•    Histology (Images from cells and tissue)
•    Anatomy (organs and the whole body)
•    Clinical Sciences (Symptoms, effect of
     treatments)
•    Psychology (behaviour, cognitive signs)
•    Public Health (aggregated data from populations,
     environmental factors)
“The Nanoscope”




   i.e.:                                                                   i.e.:
   DNA                                                                     Transdermal
   ultrasequencers                                                         glucose level
                                                                           monitoring




                                                                  i.e.:
Martín-Sanchez et al. “A primer in knowledge
management for Nanoinformatics in Medicine”. IOS-                 Nanosensors for
Press Proceedings 12th International Conference on
Knowledge-Based Intelligent Information &                         Radiation, contamination,
Engineering Systems KES2008.
                                                                  Toxicity)
Nanomedicine and regenerative medicine

•  Data on patient (MI)
     –  (in ePHR): Data on loss of function, status of immuno-compatibility, tissue
        characteristics,
     –  Genomic data through next generation sequencing - whole human genome.
     –  How to access the complete genome sequence so that it can be part of the EMR.
     –  Data about the family history of the donor for stem cell therapies

•  Data on biomaterials (NI)
     –  Tissue, material or nano-particle, relevant references about the topic
     –  Chemical information such as molecules, or
     –  Physical information such as electromagnetic waves, optical information, electrical
        signals, acoustic waves, mechanical information (mass, speed, acceleration…).

•  Data on biological processes (BI)
     –  Metabolic pathways, genes, gene expression, protein structure and post-translational
        changes.
     –  Genes, hormone and growth factors involved in disease and in regenerative process.
     –  Optimization of appropriate vectors for specific cell types, including stem and
        progenitor cells and their use in bioengineered scaffolds and implants;
Interdisciplinarity



•  Intradisciplinary analysis involves work within a single
   discipline
•  Crossdisciplinary activity views one discipline from the
   perspective of another
•  Multidisciplinary analysis draws on the knowledge of
   several disciplines, each of which provides a different
   perspective on a problem or issue. Each discipline
   makes a contribution to the overall understanding of
   the issue, but in a primarily additive fashion.
•  Interdisciplinary analysis requires integration of
   knowledge from the disciplines being brought to bear
   on an issue. Disciplinary knowledge, concepts, tools,
   and rules of investigation are combined in such a way
   that the resulting understanding is greater than simply
   the sum of its disciplinary parts.
                                 Interdisciplinarity: An Introduction
                                 Michael Seipel, Ph.D., Truman State University,
                                 Kirksville, Missouri
Measuring interdisciplinarity


•  It can be measured, mapped and compared




•  18 macro-disciplines of Science, from ISI (2007)
Measuring interdisciplinarity


•  It can be measured, mapped and compared




      Rafols, I., Porter, A.L. and Leydesdorff, L. (In press, 2010) Overlay Maps of Science:
      Their Potential Usage in Science Policy and Research Management. Journal of the
      American Society for Information Science and Technology.
The value of interdisciplinarity



•  Probably the major disservice that experts provide in
 confronting the problems of mankind is dividing the
 problem in little pieces and parceling them out to
 specialists. . . .
•  Although it is undeniable that each specialty has much of
 importance to say, it is very doubtful that the sum of all
 these specialized utterances will ever add to a coherent
 solution, because the problems are not independent and
 sequential but highly interrelated and simultaneous.
•  Someone has to look at the whole, even if it means
 foregoing full knowledge of all of the parts.
 Could this be a role for the next generation   Herman Daly, Economist
 of HBI scientists?
Biomedical Informatics: Biomedical Information
                                               processing from particle to population

Multilevel modeling, ontologies, data integration, data
mining, …




    Altman RB, Balling R, Brinkley JF, Coiera E, Consorti F, Dhansay MA, Geissbuhler A, Hersh W, Kwankam SY, Lorenzi NM, Martin-Sanchez F,
    Mihalas GI, Shahar Y, Takabayashi K, Wiederhold G. "Commentaries on Informatics and medicine: from molecules to populations". Methods Inf
    Med. 2008;47(4):296-317. PMID: 18690363
HBI and the Convergence of technologies
HBI and the Convergence of technologies
From reductionism to integrative thinking


                              Molecules
                              Cells            Physiome
                              Tissues          Project
                              Organs
                              Systems


                              Biology
                              Physics          Convergent
             By discipline
                              Engineering
                                               technologies
                              Nano
                              Chemistry

                              Medical
                              Informatics      Biomedical
                                               Informatics
                              Bioinformatics
Reduce complexity                                   Understand systems
by subdividing …              Nanoinformat.         by integrating knowledge
Conclusions



•  One of the main challenges for our discipline in the
  coming years is to facilitate and promote interdisciplinary
  work and convergence, but also at the same time
  reducing complexity.
•  Our discipline is in a privileged position to address these
   challenges from their current central role in the
   processing of information and knowledge management.
•  This perspective can certainly affect the design of
   educational programs, as well as how we define,
   develop, implement and evaluate our projects.
Thank you for your attention!




© Copyright The University of Melbourne 2011

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Interdisciplinarity and complexity as opportunities for research innovation in health and biomedical informatics

  • 1. Interdisciplinarity and complexity as opportunities for research innovation in Health and Biomedical Informatics 50 years MIM Symposium – 10 June 2011 Fernando J. Martin-Sanchez Professor and Chair of Health Informatics Melbourne Medical School Faculty of Medicine, Dentistry & Health Sciences & Director, Centre for Health and Biomedical Informatics Research (CeHBIR)
  • 2. Health & Biomedical Informatics Challenges •  Medicineincreasingly relies on advances in other scientific and technological disciplines (Physics, Chemistry, Biology, Engineering, Nanotechnology..) •  Thereare trends in biomedical research that pose new challenges in terms of information processing •  Newdata types (extremely complex and heterogeneous) are being generated at an unprecedented pace
  • 3. 3
  • 4. New trends in Medicine •  Genomic (molecular, personalized) medicine •  Regenerative medicine/tissue engineering seeks to develop functional cell, tissue, and organ substitutes to repair, replace or enhance biological function that has been lost due to congenital abnormalities, injury, disease, or aging. NIH Definition, NIBIB, June 2004 •  NanoMedicine – Use of nanoscale tools and components for the diagnosis, prevention and treatment of diseases and for understanding their pathophysiology. European Science Foundation, Nov. 2005
  • 6. •  In this context, highly multidisciplinary and complex, one could feel easily overwhelmed or might consider it as an opportunity for research innovation in HBI.
  • 7.
  • 9. A Definition of Complexity “Complexity is that property of a model which makes it difficult to formulate its overall behaviour in a given language, even when there is reasonably complete information about its atomic components and their inter-relations”. Bruce Edmonds, Univ. of Manchester , 1999
  • 10. Complexity •  These factors are having another very important effect, consisting of a very sharp increase of complexity: –  available knowledge about diseases, diagnostic and therapeutic procedures, –  the environment in which we work (health care levels, jurisdictions, management models), –  multiple stressing forces (aging population, increasing number of chronic patients, sustainability of the system, legal regulation). •  All these elements are also reflected in the complexity of the information space in which we have to carry out our work as well as in the systems that we have to design and develop.
  • 12. It can be reduced
  • 13. People get used to complexity – It can work
  • 14. But complexity is a Science http://upload.wikimedia.org/wikipedia/en/a/ad/Complexity-map_castellani.jpg
  • 15. Pathways and regulatory networks in biology
  • 16. Complex diseases, environmental and genetic risk factors Ashley et al. The Lancet, Volume 375, Issue 9725, Pages 1525 - 1535, 1 May 2010
  • 18. From GWAS to EWAS Environment-Wide Association Study on Type 2 Diabetes Mellitus 266 environmental Factors Future: combined GWAS-EWAS? Patel et al. 2010 PloS One
  • 19. Our projects Information retrieval - DiseaseCard Knowledge Management 2.0 - BIKMAS Genetic–CPGs – With UPM - Infogenmed Education – Genome Game
  • 22. Disciplins in Biomedicine •  It’s not the object of study, but how we look at it. •  Physics (radiation, ultrasound, materials, electrical signals) •  Chemistry (Molecules) •  Biology (Genes and proteins) •  Histology (Images from cells and tissue) •  Anatomy (organs and the whole body) •  Clinical Sciences (Symptoms, effect of treatments) •  Psychology (behaviour, cognitive signs) •  Public Health (aggregated data from populations, environmental factors)
  • 23. “The Nanoscope” i.e.: i.e.: DNA Transdermal ultrasequencers glucose level monitoring i.e.: Martín-Sanchez et al. “A primer in knowledge management for Nanoinformatics in Medicine”. IOS- Nanosensors for Press Proceedings 12th International Conference on Knowledge-Based Intelligent Information & Radiation, contamination, Engineering Systems KES2008. Toxicity)
  • 24. Nanomedicine and regenerative medicine •  Data on patient (MI) –  (in ePHR): Data on loss of function, status of immuno-compatibility, tissue characteristics, –  Genomic data through next generation sequencing - whole human genome. –  How to access the complete genome sequence so that it can be part of the EMR. –  Data about the family history of the donor for stem cell therapies •  Data on biomaterials (NI) –  Tissue, material or nano-particle, relevant references about the topic –  Chemical information such as molecules, or –  Physical information such as electromagnetic waves, optical information, electrical signals, acoustic waves, mechanical information (mass, speed, acceleration…). •  Data on biological processes (BI) –  Metabolic pathways, genes, gene expression, protein structure and post-translational changes. –  Genes, hormone and growth factors involved in disease and in regenerative process. –  Optimization of appropriate vectors for specific cell types, including stem and progenitor cells and their use in bioengineered scaffolds and implants;
  • 25. Interdisciplinarity •  Intradisciplinary analysis involves work within a single discipline •  Crossdisciplinary activity views one discipline from the perspective of another •  Multidisciplinary analysis draws on the knowledge of several disciplines, each of which provides a different perspective on a problem or issue. Each discipline makes a contribution to the overall understanding of the issue, but in a primarily additive fashion. •  Interdisciplinary analysis requires integration of knowledge from the disciplines being brought to bear on an issue. Disciplinary knowledge, concepts, tools, and rules of investigation are combined in such a way that the resulting understanding is greater than simply the sum of its disciplinary parts. Interdisciplinarity: An Introduction Michael Seipel, Ph.D., Truman State University, Kirksville, Missouri
  • 26. Measuring interdisciplinarity •  It can be measured, mapped and compared •  18 macro-disciplines of Science, from ISI (2007)
  • 27. Measuring interdisciplinarity •  It can be measured, mapped and compared Rafols, I., Porter, A.L. and Leydesdorff, L. (In press, 2010) Overlay Maps of Science: Their Potential Usage in Science Policy and Research Management. Journal of the American Society for Information Science and Technology.
  • 28. The value of interdisciplinarity •  Probably the major disservice that experts provide in confronting the problems of mankind is dividing the problem in little pieces and parceling them out to specialists. . . . •  Although it is undeniable that each specialty has much of importance to say, it is very doubtful that the sum of all these specialized utterances will ever add to a coherent solution, because the problems are not independent and sequential but highly interrelated and simultaneous. •  Someone has to look at the whole, even if it means foregoing full knowledge of all of the parts. Could this be a role for the next generation Herman Daly, Economist of HBI scientists?
  • 29. Biomedical Informatics: Biomedical Information processing from particle to population Multilevel modeling, ontologies, data integration, data mining, … Altman RB, Balling R, Brinkley JF, Coiera E, Consorti F, Dhansay MA, Geissbuhler A, Hersh W, Kwankam SY, Lorenzi NM, Martin-Sanchez F, Mihalas GI, Shahar Y, Takabayashi K, Wiederhold G. "Commentaries on Informatics and medicine: from molecules to populations". Methods Inf Med. 2008;47(4):296-317. PMID: 18690363
  • 30. HBI and the Convergence of technologies
  • 31. HBI and the Convergence of technologies
  • 32. From reductionism to integrative thinking Molecules Cells Physiome Tissues Project Organs Systems Biology Physics Convergent By discipline Engineering technologies Nano Chemistry Medical Informatics Biomedical Informatics Bioinformatics Reduce complexity Understand systems by subdividing … Nanoinformat. by integrating knowledge
  • 33. Conclusions •  One of the main challenges for our discipline in the coming years is to facilitate and promote interdisciplinary work and convergence, but also at the same time reducing complexity. •  Our discipline is in a privileged position to address these challenges from their current central role in the processing of information and knowledge management. •  This perspective can certainly affect the design of educational programs, as well as how we define, develop, implement and evaluate our projects.
  • 34. Thank you for your attention! © Copyright The University of Melbourne 2011