SlideShare uma empresa Scribd logo
1 de 22
Baixar para ler offline
ICT for a Global
Infrastructure for Health
        Research
       Dr. Fernando Martin-Sanchez
Director, Medical NanoBioInformatics Dept.
       Institute of Health “Carlos III”
                Madrid, Spain
Objectives of the session

• Background
   - Biomedical research is an information intensive activity
   - There exist new avenues in biomedical research
   - New data types (extremely complex and heterogeneous)are being
     generated at an unprecedented pace
• Main issues
   - How can we collect, store, integrate and process this information -
     high throughput - distributed computing?
   - How can we use research data to model and simulate human
     physiology and pathology?
   - How can we promote the use of the EHR for research?
Participants

   Dr. Fernando Martin-Sanchez.
   Instituto de Salud Carlos III.
   Prof. Vicente Hernandez Universitat
   Politécnica de Valencia
   Prof. Alex Frangi, University Pompeu
   Fabra, Barcelona
   Dr. Octavian Purcarea, Chief
   Research and Strategy Officer.
   Microsoft
Background

• New trends in medicine
• Data collection
  - The “Nanoscope”
  - High-throughput sequencing
  - High-throughput phenotyping
• Data integration
• Data analysis and decision support
Genomic medicine
Why personalised medicine?

• To develope individualized
  treatment regimes to avoid failures,
  inefficiency and adverse reactions
  related to drug therapy
• To facilitate early diagnosis and
  advance in risk profiling, disease
  prediction and prevention
• To improve disease classification
  systems
• Growing health system costs
Why now?

• Advances in Information
  Technologies
• Results from the Human Genome
  Project and the Human Genetic
  Variation Map (Hapmap)
• Laboratory technologies for
  personal genome sequencing
• Growing knowledge about
  molecular causes of disease
EC support to personalised
medicine (2001-)
New trends in medicine
• Genomic (molecular, personalised) 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)
Why nano and regenerative
medicine?
• Cellular function takes place at the Nano
  level: molecular nano-machines
• There are several nano-objects that can
  produce disease (LDL, viruses, pollutans)
• The cause of the disease can be “nano”
  but treatment is now “micro” or “macro”
• Advances in tissue engineering, cell and
  gene therapy
ActionGrid - EC project

• ACTION-Grid is an international cooperative
  support action on
   -   Medical Informatics
   -   Bioinformatics
   -   Grid Computing
   -   Nanoinformatics
• from Jun 08 to Jun 10
• Coordination. Prof. Victor Maojo - UPM
Data collection




  F. Martin-Sanchez. “New Technologies and Applications Towards
  Genomic Medicine”. En XIX Image Analysis Course of the Univ. La
  Laguna, Personalized virtual medicine (p-Health) 6th-19th March 2006.
  CATAI: 2006, 68-73 pp.
Data collection: The “Nanoscope”



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




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




  Maojo, Martín-Sanchez et al. “”Nanoinformatics and DNA computing:
  catalizing nanomedicine”. (2010) Pediatric Research. Special issue on
  Nanomedicine.
High-throughput sequencing

Fred Sanger

              15 September 2005
              Volume 437 Number
                7057 pp376-380
Human genomes sequenced
    up to now
•   James Watson, 454. $70 mill
•   Craig Venter, Sanger, - $1 mill.
•   African - HapMap – Illumina & Solid, $100.000
•   Five african – Penn State Univ.
•   Chinese, Illumina
•   Two koreans
•   Prof. Quake - Stanford - - Nature genetics paper -
    $50.000, 1 week, Helicos SMS . Stanford team -
    Clinical annotation of genome from “patient Zero”
     • Drug metabolism
     • Rare genetic variants - rare diseases
     • Common genetic variants - Risk of complex
        diseases
High throughput phenotyping

• Disease specific algorithms scanning across
  electronic medical records - generate structured
  ,standardized, anonymized, clinical data sets
  for research
• Important issues:
  • NLP on administrative, laboratory and medical data
  • Reproducibility and standardisation
  • Privacy and confidenciality
Data integration

• Ontologies
• NCBO Bioportal
• 168 ontologies: from
  Nanomedicine to
  public health
• Browser, mappings,
  visualization features
• Useful for annotation
  of data resources
Data analysis: GWAS (Genome
Wide Association Studies)
• >500.000 SNPs, >2000
  individuals
• Connecting molecular data
  with clinical phenotypes
  through system biology
  approaches:
  - genetic networks
  - pathway analysis
  - interaction maps
• Analysis methods
  - Bayesian networks,Markov
    graphs, Petri nets...
The central role of EHR
From data collection to medical
decision making
Final remark: from particle to
       population




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

Mais conteúdo relacionado

Mais procurados

Mass Spectrometry Based Proteomics Analysis
Mass Spectrometry Based Proteomics AnalysisMass Spectrometry Based Proteomics Analysis
Mass Spectrometry Based Proteomics AnalysisSijo A
 
Jacques Fellay, EPFL, pour la journée e-health 2013
Jacques Fellay, EPFL, pour la journée e-health 2013Jacques Fellay, EPFL, pour la journée e-health 2013
Jacques Fellay, EPFL, pour la journée e-health 2013Thearkvalais
 
Mass Spectrometry Based Proteomic Analysis
Mass Spectrometry Based Proteomic Analysis Mass Spectrometry Based Proteomic Analysis
Mass Spectrometry Based Proteomic Analysis Sijo A
 
NANOMEDICINE FOR CANCER TREATMENT
NANOMEDICINE FOR CANCER TREATMENTNANOMEDICINE FOR CANCER TREATMENT
NANOMEDICINE FOR CANCER TREATMENTjnu jaipur
 
Unlocking The Secrets Of DNA And First View Of DNA Damage Within Entire Human...
Unlocking The Secrets Of DNA And First View Of DNA Damage Within Entire Human...Unlocking The Secrets Of DNA And First View Of DNA Damage Within Entire Human...
Unlocking The Secrets Of DNA And First View Of DNA Damage Within Entire Human...Isabella Cano
 
Immunotherapy and recent advancement in caner treatment
Immunotherapy and recent advancement in caner treatmentImmunotherapy and recent advancement in caner treatment
Immunotherapy and recent advancement in caner treatmentRashi Srivastava
 
FOLDING. SARA SANCHEZ RESTREPO
FOLDING. SARA SANCHEZ RESTREPOFOLDING. SARA SANCHEZ RESTREPO
FOLDING. SARA SANCHEZ RESTREPOSarisarestrepo
 
Folding sara sanchez r
Folding sara sanchez rFolding sara sanchez r
Folding sara sanchez rSarisarestrepo
 
Folding. SARA SANCHEZ RPO.
Folding. SARA SANCHEZ RPO.Folding. SARA SANCHEZ RPO.
Folding. SARA SANCHEZ RPO.Sarisarestrepo
 
Applications of nanoparticals
Applications of nanoparticals Applications of nanoparticals
Applications of nanoparticals Saira Fatima
 
Advancement of nanotechnology and nanoparticales in diagnosis drug delivery s...
Advancement of nanotechnology and nanoparticales in diagnosis drug delivery s...Advancement of nanotechnology and nanoparticales in diagnosis drug delivery s...
Advancement of nanotechnology and nanoparticales in diagnosis drug delivery s...gayatriwagh3
 
Poster_waterconf_05102014
Poster_waterconf_05102014Poster_waterconf_05102014
Poster_waterconf_05102014Marco Tannino
 

Mais procurados (19)

Mass Spectrometry Based Proteomics Analysis
Mass Spectrometry Based Proteomics AnalysisMass Spectrometry Based Proteomics Analysis
Mass Spectrometry Based Proteomics Analysis
 
Folding
FoldingFolding
Folding
 
Nanotechnology in cancer therapy
Nanotechnology in cancer therapyNanotechnology in cancer therapy
Nanotechnology in cancer therapy
 
Jacques Fellay, EPFL, pour la journée e-health 2013
Jacques Fellay, EPFL, pour la journée e-health 2013Jacques Fellay, EPFL, pour la journée e-health 2013
Jacques Fellay, EPFL, pour la journée e-health 2013
 
Report[1]
Report[1]Report[1]
Report[1]
 
Mass Spectrometry Based Proteomic Analysis
Mass Spectrometry Based Proteomic Analysis Mass Spectrometry Based Proteomic Analysis
Mass Spectrometry Based Proteomic Analysis
 
NANOMEDICINE FOR CANCER TREATMENT
NANOMEDICINE FOR CANCER TREATMENTNANOMEDICINE FOR CANCER TREATMENT
NANOMEDICINE FOR CANCER TREATMENT
 
Unlocking The Secrets Of DNA And First View Of DNA Damage Within Entire Human...
Unlocking The Secrets Of DNA And First View Of DNA Damage Within Entire Human...Unlocking The Secrets Of DNA And First View Of DNA Damage Within Entire Human...
Unlocking The Secrets Of DNA And First View Of DNA Damage Within Entire Human...
 
Immunotherapy and recent advancement in caner treatment
Immunotherapy and recent advancement in caner treatmentImmunotherapy and recent advancement in caner treatment
Immunotherapy and recent advancement in caner treatment
 
Folding
FoldingFolding
Folding
 
Eec Systems Medicine Workshop Report En
Eec Systems Medicine Workshop Report EnEec Systems Medicine Workshop Report En
Eec Systems Medicine Workshop Report En
 
Application Brief - Cancer Angiogenesis
Application Brief - Cancer AngiogenesisApplication Brief - Cancer Angiogenesis
Application Brief - Cancer Angiogenesis
 
FOLDING. SARA SANCHEZ RESTREPO
FOLDING. SARA SANCHEZ RESTREPOFOLDING. SARA SANCHEZ RESTREPO
FOLDING. SARA SANCHEZ RESTREPO
 
Folding sara sanchez r
Folding sara sanchez rFolding sara sanchez r
Folding sara sanchez r
 
Folding. SARA SANCHEZ RPO.
Folding. SARA SANCHEZ RPO.Folding. SARA SANCHEZ RPO.
Folding. SARA SANCHEZ RPO.
 
Applications of nanoparticals
Applications of nanoparticals Applications of nanoparticals
Applications of nanoparticals
 
Advancement of nanotechnology and nanoparticales in diagnosis drug delivery s...
Advancement of nanotechnology and nanoparticales in diagnosis drug delivery s...Advancement of nanotechnology and nanoparticales in diagnosis drug delivery s...
Advancement of nanotechnology and nanoparticales in diagnosis drug delivery s...
 
Poster_waterconf_05102014
Poster_waterconf_05102014Poster_waterconf_05102014
Poster_waterconf_05102014
 
Plegable biología 1
Plegable biología 1Plegable biología 1
Plegable biología 1
 

Semelhante a ICT for a Global Infrastructure for Health Research

role of nanotechonolgy in diagnostic pathology.pptx
role of nanotechonolgy in diagnostic pathology.pptxrole of nanotechonolgy in diagnostic pathology.pptx
role of nanotechonolgy in diagnostic pathology.pptxBVDUPathology1
 
MseqDR consortium: a grass-roots effort to establish a global resource aimed ...
MseqDR consortium: a grass-roots effort to establish a global resource aimed ...MseqDR consortium: a grass-roots effort to establish a global resource aimed ...
MseqDR consortium: a grass-roots effort to establish a global resource aimed ...Human Variome Project
 
Applications of nano technology in pharmacy
Applications of nano technology in pharmacyApplications of nano technology in pharmacy
Applications of nano technology in pharmacysaima rani
 
Amia tb-review-15
Amia tb-review-15Amia tb-review-15
Amia tb-review-15Russ Altman
 
An Overview Of Nanotechnology In Medicine
An Overview Of  Nanotechnology In MedicineAn Overview Of  Nanotechnology In Medicine
An Overview Of Nanotechnology In MedicinePhunsuk Wangdu
 
A Overview Of Nanotechnology In Medicine
A Overview Of  Nanotechnology In  MedicineA Overview Of  Nanotechnology In  Medicine
A Overview Of Nanotechnology In MedicinePhunsuk Wangdu
 
Applications of nanotechnology in pharmacy
Applications of nanotechnology in pharmacyApplications of nanotechnology in pharmacy
Applications of nanotechnology in pharmacySaravanan subramaniyam
 
An Overview Of Nanotechnology In Medicine
An Overview Of  Nanotechnology In MedicineAn Overview Of  Nanotechnology In Medicine
An Overview Of Nanotechnology In MedicineJaskaran
 
Patient Centered Care | Unit 8a Lecture
Patient Centered Care | Unit 8a LecturePatient Centered Care | Unit 8a Lecture
Patient Centered Care | Unit 8a LectureCMDLMS
 
Mie2012 27 aug12_shublaq
Mie2012 27 aug12_shublaqMie2012 27 aug12_shublaq
Mie2012 27 aug12_shublaqNour Shublaq
 

Semelhante a ICT for a Global Infrastructure for Health Research (20)

Interdisciplinarity and complexity as opportunities for research innovation i...
Interdisciplinarity and complexity as opportunities for research innovation i...Interdisciplinarity and complexity as opportunities for research innovation i...
Interdisciplinarity and complexity as opportunities for research innovation i...
 
role of nanotechonolgy in diagnostic pathology.pptx
role of nanotechonolgy in diagnostic pathology.pptxrole of nanotechonolgy in diagnostic pathology.pptx
role of nanotechonolgy in diagnostic pathology.pptx
 
MseqDR consortium: a grass-roots effort to establish a global resource aimed ...
MseqDR consortium: a grass-roots effort to establish a global resource aimed ...MseqDR consortium: a grass-roots effort to establish a global resource aimed ...
MseqDR consortium: a grass-roots effort to establish a global resource aimed ...
 
New sources of big data for precision medicine: are we ready?
New sources of big data for precision medicine: are we ready?New sources of big data for precision medicine: are we ready?
New sources of big data for precision medicine: are we ready?
 
Applications of nano technology in pharmacy
Applications of nano technology in pharmacyApplications of nano technology in pharmacy
Applications of nano technology in pharmacy
 
RDD Conf Day 1: Diseases: Models and Mechanisms, Phil Hieter
RDD Conf Day 1: Diseases: Models and Mechanisms, Phil HieterRDD Conf Day 1: Diseases: Models and Mechanisms, Phil Hieter
RDD Conf Day 1: Diseases: Models and Mechanisms, Phil Hieter
 
Nanomedicine - An Overview.pdf
Nanomedicine - An Overview.pdfNanomedicine - An Overview.pdf
Nanomedicine - An Overview.pdf
 
JALANov2000
JALANov2000JALANov2000
JALANov2000
 
Amia tb-review-15
Amia tb-review-15Amia tb-review-15
Amia tb-review-15
 
HISA 29 Feb 2012 - BioInformatics
HISA 29 Feb 2012 - BioInformaticsHISA 29 Feb 2012 - BioInformatics
HISA 29 Feb 2012 - BioInformatics
 
An Overview Of Nanotechnology In Medicine
An Overview Of  Nanotechnology In MedicineAn Overview Of  Nanotechnology In Medicine
An Overview Of Nanotechnology In Medicine
 
IBES Health and biomedical informatics
IBES  Health and biomedical informaticsIBES  Health and biomedical informatics
IBES Health and biomedical informatics
 
Roadmap on nanomedicine
Roadmap on nanomedicineRoadmap on nanomedicine
Roadmap on nanomedicine
 
A Overview Of Nanotechnology In Medicine
A Overview Of  Nanotechnology In  MedicineA Overview Of  Nanotechnology In  Medicine
A Overview Of Nanotechnology In Medicine
 
Applications of nanotechnology in pharmacy
Applications of nanotechnology in pharmacyApplications of nanotechnology in pharmacy
Applications of nanotechnology in pharmacy
 
An Overview Of Nanotechnology In Medicine
An Overview Of  Nanotechnology In MedicineAn Overview Of  Nanotechnology In Medicine
An Overview Of Nanotechnology In Medicine
 
NANO TECHNOLOGY IN MEDICINE by Dr.T.V.Rao MD
NANO TECHNOLOGY IN MEDICINE by Dr.T.V.Rao MDNANO TECHNOLOGY IN MEDICINE by Dr.T.V.Rao MD
NANO TECHNOLOGY IN MEDICINE by Dr.T.V.Rao MD
 
Biomedical Image Technologies Lab
Biomedical Image Technologies LabBiomedical Image Technologies Lab
Biomedical Image Technologies Lab
 
Patient Centered Care | Unit 8a Lecture
Patient Centered Care | Unit 8a LecturePatient Centered Care | Unit 8a Lecture
Patient Centered Care | Unit 8a Lecture
 
Mie2012 27 aug12_shublaq
Mie2012 27 aug12_shublaqMie2012 27 aug12_shublaq
Mie2012 27 aug12_shublaq
 

Mais de Plan de Calidad para el SNS

Multidisciplinary care: a perspective from diagnosis and treatment of rare ca...
Multidisciplinary care: a perspective from diagnosis and treatment of rare ca...Multidisciplinary care: a perspective from diagnosis and treatment of rare ca...
Multidisciplinary care: a perspective from diagnosis and treatment of rare ca...Plan de Calidad para el SNS
 
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...Plan de Calidad para el SNS
 
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...Plan de Calidad para el SNS
 
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...Plan de Calidad para el SNS
 
Experiencias y percepción de la atención integral de los pacientes con cáncer
Experiencias y percepción de la atención integral de los pacientes con cáncerExperiencias y percepción de la atención integral de los pacientes con cáncer
Experiencias y percepción de la atención integral de los pacientes con cáncerPlan de Calidad para el SNS
 
Experiencias y percepción de la atención integral de los pacientes con cáncer
Experiencias y percepción de la atención integral de los pacientes con cáncerExperiencias y percepción de la atención integral de los pacientes con cáncer
Experiencias y percepción de la atención integral de los pacientes con cáncerPlan de Calidad para el SNS
 
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...Plan de Calidad para el SNS
 
Experiencias y percepción de la atención integral de los pacientes con cáncer
Experiencias y percepción de la atención integral de los pacientes con cáncerExperiencias y percepción de la atención integral de los pacientes con cáncer
Experiencias y percepción de la atención integral de los pacientes con cáncerPlan de Calidad para el SNS
 
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...Plan de Calidad para el SNS
 
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...Plan de Calidad para el SNS
 
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...Plan de Calidad para el SNS
 
The power of lifestyle interventions to prevent cardiovascular diseases
The power of lifestyle interventions to prevent cardiovascular diseasesThe power of lifestyle interventions to prevent cardiovascular diseases
The power of lifestyle interventions to prevent cardiovascular diseasesPlan de Calidad para el SNS
 
Risk Assessment and Management of Cardiovascular Diseases - an English Approach
Risk Assessment and Management of Cardiovascular Diseases - an English ApproachRisk Assessment and Management of Cardiovascular Diseases - an English Approach
Risk Assessment and Management of Cardiovascular Diseases - an English ApproachPlan de Calidad para el SNS
 
Cardiovascular disease inequalities: causes and consequences
Cardiovascular disease inequalities: causes and consequencesCardiovascular disease inequalities: causes and consequences
Cardiovascular disease inequalities: causes and consequencesPlan de Calidad para el SNS
 
Addressing cardiovascular disease at EU level: tangible plans for the future
Addressing cardiovascular disease at EU level: tangible plans for the futureAddressing cardiovascular disease at EU level: tangible plans for the future
Addressing cardiovascular disease at EU level: tangible plans for the futurePlan de Calidad para el SNS
 
The impact of eHealth on Healthcare Professionals and Organisations: The Impa...
The impact of eHealth on Healthcare Professionals and Organisations: The Impa...The impact of eHealth on Healthcare Professionals and Organisations: The Impa...
The impact of eHealth on Healthcare Professionals and Organisations: The Impa...Plan de Calidad para el SNS
 

Mais de Plan de Calidad para el SNS (20)

Multidisciplinary care: a perspective from diagnosis and treatment of rare ca...
Multidisciplinary care: a perspective from diagnosis and treatment of rare ca...Multidisciplinary care: a perspective from diagnosis and treatment of rare ca...
Multidisciplinary care: a perspective from diagnosis and treatment of rare ca...
 
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
 
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
 
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
 
Experiencias y percepción de la atención integral de los pacientes con cáncer
Experiencias y percepción de la atención integral de los pacientes con cáncerExperiencias y percepción de la atención integral de los pacientes con cáncer
Experiencias y percepción de la atención integral de los pacientes con cáncer
 
Experiencias y percepción de la atención integral de los pacientes con cáncer
Experiencias y percepción de la atención integral de los pacientes con cáncerExperiencias y percepción de la atención integral de los pacientes con cáncer
Experiencias y percepción de la atención integral de los pacientes con cáncer
 
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
 
Experiencias y percepción de la atención integral de los pacientes con cáncer
Experiencias y percepción de la atención integral de los pacientes con cáncerExperiencias y percepción de la atención integral de los pacientes con cáncer
Experiencias y percepción de la atención integral de los pacientes con cáncer
 
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
 
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
 
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
La mejor evidencia junto a la mejor organización: el reto de la coordinación ...
 
The power of lifestyle interventions to prevent cardiovascular diseases
The power of lifestyle interventions to prevent cardiovascular diseasesThe power of lifestyle interventions to prevent cardiovascular diseases
The power of lifestyle interventions to prevent cardiovascular diseases
 
Alcohol and chronic diseases: complex relations
Alcohol and chronic diseases: complex relationsAlcohol and chronic diseases: complex relations
Alcohol and chronic diseases: complex relations
 
Risk Assessment and Management of Cardiovascular Diseases - an English Approach
Risk Assessment and Management of Cardiovascular Diseases - an English ApproachRisk Assessment and Management of Cardiovascular Diseases - an English Approach
Risk Assessment and Management of Cardiovascular Diseases - an English Approach
 
Cardiovascular disease inequalities: causes and consequences
Cardiovascular disease inequalities: causes and consequencesCardiovascular disease inequalities: causes and consequences
Cardiovascular disease inequalities: causes and consequences
 
Anti-Smoking policies in Ireland
Anti-Smoking policies in IrelandAnti-Smoking policies in Ireland
Anti-Smoking policies in Ireland
 
Addressing cardiovascular disease at EU level: tangible plans for the future
Addressing cardiovascular disease at EU level: tangible plans for the futureAddressing cardiovascular disease at EU level: tangible plans for the future
Addressing cardiovascular disease at EU level: tangible plans for the future
 
eHealth Reality in North America
eHealth Reality in North AmericaeHealth Reality in North America
eHealth Reality in North America
 
B2B Medical Intermediaries
B2B Medical IntermediariesB2B Medical Intermediaries
B2B Medical Intermediaries
 
The impact of eHealth on Healthcare Professionals and Organisations: The Impa...
The impact of eHealth on Healthcare Professionals and Organisations: The Impa...The impact of eHealth on Healthcare Professionals and Organisations: The Impa...
The impact of eHealth on Healthcare Professionals and Organisations: The Impa...
 

Último

ANATOMY AND PHYSIOLOGY OF RESPIRATORY SYSTEM.pptx
ANATOMY AND PHYSIOLOGY OF RESPIRATORY SYSTEM.pptxANATOMY AND PHYSIOLOGY OF RESPIRATORY SYSTEM.pptx
ANATOMY AND PHYSIOLOGY OF RESPIRATORY SYSTEM.pptxSwetaba Besh
 
👉 Amritsar Call Girls 👉📞 8725944379 👉📞 Just📲 Call Ruhi Call Girl Near Me Amri...
👉 Amritsar Call Girls 👉📞 8725944379 👉📞 Just📲 Call Ruhi Call Girl Near Me Amri...👉 Amritsar Call Girls 👉📞 8725944379 👉📞 Just📲 Call Ruhi Call Girl Near Me Amri...
👉 Amritsar Call Girls 👉📞 8725944379 👉📞 Just📲 Call Ruhi Call Girl Near Me Amri...Sheetaleventcompany
 
Electrocardiogram (ECG) physiological basis .pdf
Electrocardiogram (ECG) physiological basis .pdfElectrocardiogram (ECG) physiological basis .pdf
Electrocardiogram (ECG) physiological basis .pdfMedicoseAcademics
 
Control of Local Blood Flow: acute and chronic
Control of Local Blood Flow: acute and chronicControl of Local Blood Flow: acute and chronic
Control of Local Blood Flow: acute and chronicMedicoseAcademics
 
💰Call Girl In Bangalore☎️63788-78445💰 Call Girl service in Bangalore☎️Bangalo...
💰Call Girl In Bangalore☎️63788-78445💰 Call Girl service in Bangalore☎️Bangalo...💰Call Girl In Bangalore☎️63788-78445💰 Call Girl service in Bangalore☎️Bangalo...
💰Call Girl In Bangalore☎️63788-78445💰 Call Girl service in Bangalore☎️Bangalo...gragneelam30
 
🚺LEELA JOSHI WhatsApp Number +91-9930245274 ✔ Unsatisfied Bhabhi Call Girls T...
🚺LEELA JOSHI WhatsApp Number +91-9930245274 ✔ Unsatisfied Bhabhi Call Girls T...🚺LEELA JOSHI WhatsApp Number +91-9930245274 ✔ Unsatisfied Bhabhi Call Girls T...
🚺LEELA JOSHI WhatsApp Number +91-9930245274 ✔ Unsatisfied Bhabhi Call Girls T...soniya pandit
 
👉Chandigarh Call Girl Service📲Niamh 8868886958 📲Book 24hours Now📲👉Sexy Call G...
👉Chandigarh Call Girl Service📲Niamh 8868886958 📲Book 24hours Now📲👉Sexy Call G...👉Chandigarh Call Girl Service📲Niamh 8868886958 📲Book 24hours Now📲👉Sexy Call G...
👉Chandigarh Call Girl Service📲Niamh 8868886958 📲Book 24hours Now📲👉Sexy Call G...Sheetaleventcompany
 
Race Course Road } Book Call Girls in Bangalore | Whatsapp No 6378878445 VIP ...
Race Course Road } Book Call Girls in Bangalore | Whatsapp No 6378878445 VIP ...Race Course Road } Book Call Girls in Bangalore | Whatsapp No 6378878445 VIP ...
Race Course Road } Book Call Girls in Bangalore | Whatsapp No 6378878445 VIP ...dishamehta3332
 
Cardiac Output, Venous Return, and Their Regulation
Cardiac Output, Venous Return, and Their RegulationCardiac Output, Venous Return, and Their Regulation
Cardiac Output, Venous Return, and Their RegulationMedicoseAcademics
 
ANATOMY AND PHYSIOLOGY OF REPRODUCTIVE SYSTEM.pptx
ANATOMY AND PHYSIOLOGY OF REPRODUCTIVE SYSTEM.pptxANATOMY AND PHYSIOLOGY OF REPRODUCTIVE SYSTEM.pptx
ANATOMY AND PHYSIOLOGY OF REPRODUCTIVE SYSTEM.pptxSwetaba Besh
 
Whitefield { Call Girl in Bangalore ₹7.5k Pick Up & Drop With Cash Payment 63...
Whitefield { Call Girl in Bangalore ₹7.5k Pick Up & Drop With Cash Payment 63...Whitefield { Call Girl in Bangalore ₹7.5k Pick Up & Drop With Cash Payment 63...
Whitefield { Call Girl in Bangalore ₹7.5k Pick Up & Drop With Cash Payment 63...dishamehta3332
 
❤️Chandigarh Escorts Service☎️9814379184☎️ Call Girl service in Chandigarh☎️ ...
❤️Chandigarh Escorts Service☎️9814379184☎️ Call Girl service in Chandigarh☎️ ...❤️Chandigarh Escorts Service☎️9814379184☎️ Call Girl service in Chandigarh☎️ ...
❤️Chandigarh Escorts Service☎️9814379184☎️ Call Girl service in Chandigarh☎️ ...Sheetaleventcompany
 
💚Chandigarh Call Girls 💯Riya 📲🔝8868886958🔝Call Girls In Chandigarh No💰Advance...
💚Chandigarh Call Girls 💯Riya 📲🔝8868886958🔝Call Girls In Chandigarh No💰Advance...💚Chandigarh Call Girls 💯Riya 📲🔝8868886958🔝Call Girls In Chandigarh No💰Advance...
💚Chandigarh Call Girls 💯Riya 📲🔝8868886958🔝Call Girls In Chandigarh No💰Advance...Sheetaleventcompany
 
Dehradun Call Girls Service {8854095900} ❤️VVIP ROCKY Call Girl in Dehradun U...
Dehradun Call Girls Service {8854095900} ❤️VVIP ROCKY Call Girl in Dehradun U...Dehradun Call Girls Service {8854095900} ❤️VVIP ROCKY Call Girl in Dehradun U...
Dehradun Call Girls Service {8854095900} ❤️VVIP ROCKY Call Girl in Dehradun U...Sheetaleventcompany
 
Gorgeous Call Girls Dehradun {8854095900} ❤️VVIP ROCKY Call Girls in Dehradun...
Gorgeous Call Girls Dehradun {8854095900} ❤️VVIP ROCKY Call Girls in Dehradun...Gorgeous Call Girls Dehradun {8854095900} ❤️VVIP ROCKY Call Girls in Dehradun...
Gorgeous Call Girls Dehradun {8854095900} ❤️VVIP ROCKY Call Girls in Dehradun...Sheetaleventcompany
 
7 steps How to prevent Thalassemia : Dr Sharda Jain & Vandana Gupta
7 steps How to prevent Thalassemia : Dr Sharda Jain & Vandana Gupta7 steps How to prevent Thalassemia : Dr Sharda Jain & Vandana Gupta
7 steps How to prevent Thalassemia : Dr Sharda Jain & Vandana GuptaLifecare Centre
 
Bandra East [ best call girls in Mumbai Get 50% Off On VIP Escorts Service 90...
Bandra East [ best call girls in Mumbai Get 50% Off On VIP Escorts Service 90...Bandra East [ best call girls in Mumbai Get 50% Off On VIP Escorts Service 90...
Bandra East [ best call girls in Mumbai Get 50% Off On VIP Escorts Service 90...Angel
 
Kolkata Call Girls Shobhabazar 💯Call Us 🔝 8005736733 🔝 💃 Top Class Call Gir...
Kolkata Call Girls Shobhabazar  💯Call Us 🔝 8005736733 🔝 💃  Top Class Call Gir...Kolkata Call Girls Shobhabazar  💯Call Us 🔝 8005736733 🔝 💃  Top Class Call Gir...
Kolkata Call Girls Shobhabazar 💯Call Us 🔝 8005736733 🔝 💃 Top Class Call Gir...Namrata Singh
 
Bhawanipatna Call Girls 📞9332606886 Call Girls in Bhawanipatna Escorts servic...
Bhawanipatna Call Girls 📞9332606886 Call Girls in Bhawanipatna Escorts servic...Bhawanipatna Call Girls 📞9332606886 Call Girls in Bhawanipatna Escorts servic...
Bhawanipatna Call Girls 📞9332606886 Call Girls in Bhawanipatna Escorts servic...Dipal Arora
 
❤️Amritsar Escorts Service☎️9815674956☎️ Call Girl service in Amritsar☎️ Amri...
❤️Amritsar Escorts Service☎️9815674956☎️ Call Girl service in Amritsar☎️ Amri...❤️Amritsar Escorts Service☎️9815674956☎️ Call Girl service in Amritsar☎️ Amri...
❤️Amritsar Escorts Service☎️9815674956☎️ Call Girl service in Amritsar☎️ Amri...Sheetaleventcompany
 

Último (20)

ANATOMY AND PHYSIOLOGY OF RESPIRATORY SYSTEM.pptx
ANATOMY AND PHYSIOLOGY OF RESPIRATORY SYSTEM.pptxANATOMY AND PHYSIOLOGY OF RESPIRATORY SYSTEM.pptx
ANATOMY AND PHYSIOLOGY OF RESPIRATORY SYSTEM.pptx
 
👉 Amritsar Call Girls 👉📞 8725944379 👉📞 Just📲 Call Ruhi Call Girl Near Me Amri...
👉 Amritsar Call Girls 👉📞 8725944379 👉📞 Just📲 Call Ruhi Call Girl Near Me Amri...👉 Amritsar Call Girls 👉📞 8725944379 👉📞 Just📲 Call Ruhi Call Girl Near Me Amri...
👉 Amritsar Call Girls 👉📞 8725944379 👉📞 Just📲 Call Ruhi Call Girl Near Me Amri...
 
Electrocardiogram (ECG) physiological basis .pdf
Electrocardiogram (ECG) physiological basis .pdfElectrocardiogram (ECG) physiological basis .pdf
Electrocardiogram (ECG) physiological basis .pdf
 
Control of Local Blood Flow: acute and chronic
Control of Local Blood Flow: acute and chronicControl of Local Blood Flow: acute and chronic
Control of Local Blood Flow: acute and chronic
 
💰Call Girl In Bangalore☎️63788-78445💰 Call Girl service in Bangalore☎️Bangalo...
💰Call Girl In Bangalore☎️63788-78445💰 Call Girl service in Bangalore☎️Bangalo...💰Call Girl In Bangalore☎️63788-78445💰 Call Girl service in Bangalore☎️Bangalo...
💰Call Girl In Bangalore☎️63788-78445💰 Call Girl service in Bangalore☎️Bangalo...
 
🚺LEELA JOSHI WhatsApp Number +91-9930245274 ✔ Unsatisfied Bhabhi Call Girls T...
🚺LEELA JOSHI WhatsApp Number +91-9930245274 ✔ Unsatisfied Bhabhi Call Girls T...🚺LEELA JOSHI WhatsApp Number +91-9930245274 ✔ Unsatisfied Bhabhi Call Girls T...
🚺LEELA JOSHI WhatsApp Number +91-9930245274 ✔ Unsatisfied Bhabhi Call Girls T...
 
👉Chandigarh Call Girl Service📲Niamh 8868886958 📲Book 24hours Now📲👉Sexy Call G...
👉Chandigarh Call Girl Service📲Niamh 8868886958 📲Book 24hours Now📲👉Sexy Call G...👉Chandigarh Call Girl Service📲Niamh 8868886958 📲Book 24hours Now📲👉Sexy Call G...
👉Chandigarh Call Girl Service📲Niamh 8868886958 📲Book 24hours Now📲👉Sexy Call G...
 
Race Course Road } Book Call Girls in Bangalore | Whatsapp No 6378878445 VIP ...
Race Course Road } Book Call Girls in Bangalore | Whatsapp No 6378878445 VIP ...Race Course Road } Book Call Girls in Bangalore | Whatsapp No 6378878445 VIP ...
Race Course Road } Book Call Girls in Bangalore | Whatsapp No 6378878445 VIP ...
 
Cardiac Output, Venous Return, and Their Regulation
Cardiac Output, Venous Return, and Their RegulationCardiac Output, Venous Return, and Their Regulation
Cardiac Output, Venous Return, and Their Regulation
 
ANATOMY AND PHYSIOLOGY OF REPRODUCTIVE SYSTEM.pptx
ANATOMY AND PHYSIOLOGY OF REPRODUCTIVE SYSTEM.pptxANATOMY AND PHYSIOLOGY OF REPRODUCTIVE SYSTEM.pptx
ANATOMY AND PHYSIOLOGY OF REPRODUCTIVE SYSTEM.pptx
 
Whitefield { Call Girl in Bangalore ₹7.5k Pick Up & Drop With Cash Payment 63...
Whitefield { Call Girl in Bangalore ₹7.5k Pick Up & Drop With Cash Payment 63...Whitefield { Call Girl in Bangalore ₹7.5k Pick Up & Drop With Cash Payment 63...
Whitefield { Call Girl in Bangalore ₹7.5k Pick Up & Drop With Cash Payment 63...
 
❤️Chandigarh Escorts Service☎️9814379184☎️ Call Girl service in Chandigarh☎️ ...
❤️Chandigarh Escorts Service☎️9814379184☎️ Call Girl service in Chandigarh☎️ ...❤️Chandigarh Escorts Service☎️9814379184☎️ Call Girl service in Chandigarh☎️ ...
❤️Chandigarh Escorts Service☎️9814379184☎️ Call Girl service in Chandigarh☎️ ...
 
💚Chandigarh Call Girls 💯Riya 📲🔝8868886958🔝Call Girls In Chandigarh No💰Advance...
💚Chandigarh Call Girls 💯Riya 📲🔝8868886958🔝Call Girls In Chandigarh No💰Advance...💚Chandigarh Call Girls 💯Riya 📲🔝8868886958🔝Call Girls In Chandigarh No💰Advance...
💚Chandigarh Call Girls 💯Riya 📲🔝8868886958🔝Call Girls In Chandigarh No💰Advance...
 
Dehradun Call Girls Service {8854095900} ❤️VVIP ROCKY Call Girl in Dehradun U...
Dehradun Call Girls Service {8854095900} ❤️VVIP ROCKY Call Girl in Dehradun U...Dehradun Call Girls Service {8854095900} ❤️VVIP ROCKY Call Girl in Dehradun U...
Dehradun Call Girls Service {8854095900} ❤️VVIP ROCKY Call Girl in Dehradun U...
 
Gorgeous Call Girls Dehradun {8854095900} ❤️VVIP ROCKY Call Girls in Dehradun...
Gorgeous Call Girls Dehradun {8854095900} ❤️VVIP ROCKY Call Girls in Dehradun...Gorgeous Call Girls Dehradun {8854095900} ❤️VVIP ROCKY Call Girls in Dehradun...
Gorgeous Call Girls Dehradun {8854095900} ❤️VVIP ROCKY Call Girls in Dehradun...
 
7 steps How to prevent Thalassemia : Dr Sharda Jain & Vandana Gupta
7 steps How to prevent Thalassemia : Dr Sharda Jain & Vandana Gupta7 steps How to prevent Thalassemia : Dr Sharda Jain & Vandana Gupta
7 steps How to prevent Thalassemia : Dr Sharda Jain & Vandana Gupta
 
Bandra East [ best call girls in Mumbai Get 50% Off On VIP Escorts Service 90...
Bandra East [ best call girls in Mumbai Get 50% Off On VIP Escorts Service 90...Bandra East [ best call girls in Mumbai Get 50% Off On VIP Escorts Service 90...
Bandra East [ best call girls in Mumbai Get 50% Off On VIP Escorts Service 90...
 
Kolkata Call Girls Shobhabazar 💯Call Us 🔝 8005736733 🔝 💃 Top Class Call Gir...
Kolkata Call Girls Shobhabazar  💯Call Us 🔝 8005736733 🔝 💃  Top Class Call Gir...Kolkata Call Girls Shobhabazar  💯Call Us 🔝 8005736733 🔝 💃  Top Class Call Gir...
Kolkata Call Girls Shobhabazar 💯Call Us 🔝 8005736733 🔝 💃 Top Class Call Gir...
 
Bhawanipatna Call Girls 📞9332606886 Call Girls in Bhawanipatna Escorts servic...
Bhawanipatna Call Girls 📞9332606886 Call Girls in Bhawanipatna Escorts servic...Bhawanipatna Call Girls 📞9332606886 Call Girls in Bhawanipatna Escorts servic...
Bhawanipatna Call Girls 📞9332606886 Call Girls in Bhawanipatna Escorts servic...
 
❤️Amritsar Escorts Service☎️9815674956☎️ Call Girl service in Amritsar☎️ Amri...
❤️Amritsar Escorts Service☎️9815674956☎️ Call Girl service in Amritsar☎️ Amri...❤️Amritsar Escorts Service☎️9815674956☎️ Call Girl service in Amritsar☎️ Amri...
❤️Amritsar Escorts Service☎️9815674956☎️ Call Girl service in Amritsar☎️ Amri...
 

ICT for a Global Infrastructure for Health Research

  • 1. ICT for a Global Infrastructure for Health Research Dr. Fernando Martin-Sanchez Director, Medical NanoBioInformatics Dept. Institute of Health “Carlos III” Madrid, Spain
  • 2. Objectives of the session • Background - Biomedical research is an information intensive activity - There exist new avenues in biomedical research - New data types (extremely complex and heterogeneous)are being generated at an unprecedented pace • Main issues - How can we collect, store, integrate and process this information - high throughput - distributed computing? - How can we use research data to model and simulate human physiology and pathology? - How can we promote the use of the EHR for research?
  • 3. Participants Dr. Fernando Martin-Sanchez. Instituto de Salud Carlos III. Prof. Vicente Hernandez Universitat Politécnica de Valencia Prof. Alex Frangi, University Pompeu Fabra, Barcelona Dr. Octavian Purcarea, Chief Research and Strategy Officer. Microsoft
  • 4. Background • New trends in medicine • Data collection - The “Nanoscope” - High-throughput sequencing - High-throughput phenotyping • Data integration • Data analysis and decision support
  • 6. Why personalised medicine? • To develope individualized treatment regimes to avoid failures, inefficiency and adverse reactions related to drug therapy • To facilitate early diagnosis and advance in risk profiling, disease prediction and prevention • To improve disease classification systems • Growing health system costs
  • 7. Why now? • Advances in Information Technologies • Results from the Human Genome Project and the Human Genetic Variation Map (Hapmap) • Laboratory technologies for personal genome sequencing • Growing knowledge about molecular causes of disease
  • 8. EC support to personalised medicine (2001-)
  • 9. New trends in medicine • Genomic (molecular, personalised) 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)
  • 10. Why nano and regenerative medicine? • Cellular function takes place at the Nano level: molecular nano-machines • There are several nano-objects that can produce disease (LDL, viruses, pollutans) • The cause of the disease can be “nano” but treatment is now “micro” or “macro” • Advances in tissue engineering, cell and gene therapy
  • 11. ActionGrid - EC project • ACTION-Grid is an international cooperative support action on - Medical Informatics - Bioinformatics - Grid Computing - Nanoinformatics • from Jun 08 to Jun 10 • Coordination. Prof. Victor Maojo - UPM
  • 12. Data collection F. Martin-Sanchez. “New Technologies and Applications Towards Genomic Medicine”. En XIX Image Analysis Course of the Univ. La Laguna, Personalized virtual medicine (p-Health) 6th-19th March 2006. CATAI: 2006, 68-73 pp.
  • 13. Data collection: The “Nanoscope” i.e.: i.e.: DNA Transdermal ultrasequencers glucose monitoring i.e.: Nanosensors for Radiation, contamination, Toxicity) Martín-Sanchez et al. “A primer in knowledge management for Nanoinformatics in Medicine”. IOS-Press Proceedings 12th International Conference on Knowledge-Based Intelligent Information & Engineering Systems KES2008.
  • 14. Information processing in Nanomedicine - Nanoinformatics http://www.nanotech.neu.edu/medicine/ Maojo, Martín-Sanchez et al. “”Nanoinformatics and DNA computing: catalizing nanomedicine”. (2010) Pediatric Research. Special issue on Nanomedicine.
  • 15. High-throughput sequencing Fred Sanger 15 September 2005 Volume 437 Number 7057 pp376-380
  • 16. Human genomes sequenced up to now • James Watson, 454. $70 mill • Craig Venter, Sanger, - $1 mill. • African - HapMap – Illumina & Solid, $100.000 • Five african – Penn State Univ. • Chinese, Illumina • Two koreans • Prof. Quake - Stanford - - Nature genetics paper - $50.000, 1 week, Helicos SMS . Stanford team - Clinical annotation of genome from “patient Zero” • Drug metabolism • Rare genetic variants - rare diseases • Common genetic variants - Risk of complex diseases
  • 17. High throughput phenotyping • Disease specific algorithms scanning across electronic medical records - generate structured ,standardized, anonymized, clinical data sets for research • Important issues: • NLP on administrative, laboratory and medical data • Reproducibility and standardisation • Privacy and confidenciality
  • 18. Data integration • Ontologies • NCBO Bioportal • 168 ontologies: from Nanomedicine to public health • Browser, mappings, visualization features • Useful for annotation of data resources
  • 19. Data analysis: GWAS (Genome Wide Association Studies) • >500.000 SNPs, >2000 individuals • Connecting molecular data with clinical phenotypes through system biology approaches: - genetic networks - pathway analysis - interaction maps • Analysis methods - Bayesian networks,Markov graphs, Petri nets...
  • 21. From data collection to medical decision making
  • 22. Final remark: from particle to population 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