1 / 22

creativecommons/licenses/by-sa/2.0/

http://creativecommons.org/licenses/by-sa/2.0/. Medical Bioinformatics. Prof:Rui Alves ralves@cmb.udl.es 973702406 Dept Ciencies Mediques Basiques, 1st Floor, Room 1.08 Website of the Course:http://web.udl.es/usuaris/pg193845/Courses/Bioinformatics_2007/

chenoa
Download Presentation

creativecommons/licenses/by-sa/2.0/

An Image/Link below is provided (as is) to download presentation Download Policy: Content on the Website is provided to you AS IS for your information and personal use and may not be sold / licensed / shared on other websites without getting consent from its author. Content is provided to you AS IS for your information and personal use only. Download presentation by click this link. While downloading, if for some reason you are not able to download a presentation, the publisher may have deleted the file from their server. During download, if you can't get a presentation, the file might be deleted by the publisher.

E N D

Presentation Transcript


  1. http://creativecommons.org/licenses/by-sa/2.0/

  2. Medical Bioinformatics Prof:Rui Alves ralves@cmb.udl.es 973702406 Dept Ciencies Mediques Basiques, 1st Floor, Room 1.08 Website of the Course:http://web.udl.es/usuaris/pg193845/Courses/Bioinformatics_2007/ Course: http://10.100.14.36/Student_Server/

  3. What is Medical Informatics? • What is Medical Bioinformatics? • Medical informatics has to do with all aspects of understanding and promoting the effective organization, analysis, management, and use of information in health care. MI emphasizes technology as an integral tool to help organize, analyze, manage, and use information.

  4. What is Medical Informatics? • What REALLY is Medical Bioinformatics? • The science of managing information for health care, research, education, and administration by applying, integrating, and evaluating information technology along with its associated policies, procedures, and organizational cultures.

  5. Three Legs of MI Technology Culture Policy and Procedures How to convince MDs to use the technology • Technology • Policy • Culture How to organize information in DBs How to integrate it and create tools for better diagnostics How and when to use new tools (e.g. Resource allocation) New database paradigms New ways of integrating Information New tools

  6. MI assisting in Medicine • Different tools and approaches of MI can help in the decision making process. • Regulations/Privacy/Security • Database/Literature Searching -- EMB • Public Health Informatics • Outcomes Research • Standards Development • Decision Support • Electronic Medical Record’s Development • Telemedicine • Simulation

  7. Tools for literature search/public health applications

  8. Tools for literature search/public health applications

  9. Problems • Changing the culture of medical doctors • These tools will become more useful as more people use them and input data • Medical doctors are notorious for not adapting to new tools that do not have an instant and direct effect on their practice and for not sharing information freely

  10. MI assisting in Medicine • Different tools and approaches of MI can help in the decision making process. • Regulations/Privacy/Security • Database/Literature Searching -- EMB • Public Health Informatics • Outcomes Research • Standards Development • Decision Support • Electronic Medical Record’s Development • Telemedicine • Simulation

  11. Decision Making in Medicine • Decision Making obeys a hierarchy of evidence levels. • Anecdotal Accounts • Expert Opinion • Consensus Opinion • Retrospective Analysis • Prospective Analysis (Open study) • Single Blind • Double Blind Placebo Controlled

  12. MI assisting in Decision Making • Working in a clinic is very similar to monitoring a continuous process. • Let physicians do what they do best: • Pattern recognition • Examine & Interact with patients • Collect and filter data • Apply the art of medicine • Let computers do what they do best: • Provide the physician with the right amount of information they need WHERE and WHEN they need it • Keep track of ALL the details ALL of the time

  13. The Fundamental Principle of Decision Theory THE BAYES THOREM [New Knowledge] = [Experimentation] x [Old Knowledge] Application: Making Diagnosis [Old Knowledge] - we know disease D prevalence, p(D) [New Knowledge] - we need to know if the patient has disease D if he has symptom S, p(D|S) [Experimentation] - Bayes Theorem builds the Likelihood Function: L(D|S) = p(S|D) / {p(S|D) p(D) + p(S|’D) p(‘D)} Now this Likelihood Function modifies the Old Knowledge: p(D|S) = L(D|S) p(D)

  14. Medical Decision Support to mention a few Clinical Systems Financial Medical Records Comprehensive Diagnostic Systems QMR, Iliad, DXPlain, etc. Pharmaceutical Prescriptions Health System Modeling Research Data Mining

  15. Medical Decision SupportClinical Systems Computerized Medical Record systems : TMR - CMR from Duke Medical Center Pharmaceutical System for Multiple Drug Therapy in ICU, Pharm-X Comprehensive system for VCU HealthSystem

  16. Medical Decision SupportDiagnostic Systems knowledge base decision mechanism UCI Arnau-Vilanova uses decision trees to assist in treatment of pacients, as do other units in the hospital. diagnoses observations explanations feedback to adjust observations Knowledge Engineering, Expert Systems, AI

  17. Medical Decision SupportHealth Systems Modeling - 1 Primary Care Physician Supply - 1

  18. Medical Decision SupportHealth Systems Modeling - 2 Primary Care Physician Supply - 2

  19. Medical Decision SupportHealth Systems Modeling - 3 Primary Care Physician Supply - 3

  20. Handbook of Medical Informatics • http://www.mieur.nl/mihandbook • http://www.mihandbook.stanford.edu/

  21. Handbook of Medical Informatics Unfortunately lacks the details on the Internet

  22. Next: Ester Vilaprinyo • Different tools and approaches or MI can help in the decision making process. • Regulations/Privacy/Security • Database/Literature Searching -- EMB • Public Health Informatics • Outcomes Research • Standards Development • Decision Support • Electronic Medical Record’s Development • Telemedicine • Simulation

More Related