HST.950
Medical Computing
Fall 2010 · Biomedical Computing
Analyzes computational needs of clinical medicine reviews systems and approaches that have been used to support those needs, and the relationship between clinical data and gene and protein measurements. Topics: the nature of clinical data; architecture and design of healthcare information systems; privacy and security issues; medical expertsystems; introduction to bioinformatics. Case studies and guest lectures describe contemporary systems and research projects. Term project using large clinical and genomic data sets integrates classroom topics.
Readings
- Shortliffe, Edward H., and James J. Cimino, ed_s._ Biomedical informatic_s : Computer Applications in Health Care and Biomedicine_. 3rd ed. Springer, 2006. ISBN: 9780387289861.
Spring 2003
Topics
- Introduction: Nature of Modern Medicine and Medical Practice
- Nature of Medical Data: Where it is and Where it is Not
- Genomics in Medicine: Centrality of Bioinformatics
- Patient Identification
- Countering Bioterrorism
- Workflow, Decision Support and Data Gathering
- Computing Support for the Enterprise
- Diagnosis, Standards, Codification
- Patient Data Confidentiality and Security
- Decreasing Variability in Health Care
- Computerized Physician Order Entry: Using Technology To Improve Patient Safety
- Integration and Data Sharing or Medical Data for Quality Improvement
- Telemedicine
- Genomic Medicine I: Population Genetics in the Post Genomic Era
- Genomic Medicine II: Expression Arrays, Gene Clustering and Distance Metrics
- Decision Analysis and Decision Support
- Getting to Causality in Functional Genomics
- Advanced Expert Systems
- Patient Monitoring
- Genomic Medicine III: Introduction to Genomics
- Genomic Medicine IV: Linking Genotypes and Phenotypes
- Genomic Medicine V: Reverse Engineering
- Student Presentations
Readings
- The following text is required for the course and is referenced in the calendar of readings listed in the table below. Shortliffe, E. H., L. E. Perreault, G. Wiederhold, and L. M. Fagan. Medical Informatics: Computer Applications in Health Care and Biomedicine . 2nd ed. New York, NY: Springer, 2003. ISBN: 9780387984728.
- LEC #: 1 · TOPICS: Introduction: Nature of Modern Medicine and Medical Practice · READINGS: Read Chapters 1 & 2 of Shortliffe.
- LEC #: 2 · TOPICS: Nature of Medical Data: Where it is and Where it is Not · READINGS: Read Chapters 9 & 10 of Shortliffe.
- “Initial Sequencing and Analysis of the Human Genome.” International Human Genome Sequencing Consortium, 409 (2001): Macmillan Magazines Ltd.
- Chakravarti, Aravinda. “Population Genetics — Making Sense Out of Sequence.” Nature Genetics Supplement 21 (Jan 1999): Ohio: Department of Genetics and Center for Human Genetics, Case Western Reserve University School of Medicine and University Hospitals of Cleveland.
- Brown, Patrick O., and David Botstein. “Exploring the New World of the Genome with DNA Microarrays.” Nature Genetics Supplement 21 (Jan 1999): Stanford , California : Departments of Biochemistry and Genetics, and the Howard Hughes Medical Institute, Stanford University School of Medicine.
- “Distinct Types of Diffuse Large B-cell Lymphoma Identified by Gene Expression Profiling.” Nature 403 (3 Feb. 2000): Macmillan Magazines Ltd.
- LEC #: 4 · TOPICS: Patient Identification · READINGS: Fellegi, Ivan P., and Allen B. Sunter. “A Theory for Record Linkage.” Journal of American Statistical Association 64 (328) (Dec 1969): 1183-1210.
- LEC #: 5 · TOPICS: Countering Bioterrorism · READINGS: Chapter 11 of Shortliffe.
- Coiera, Enrico. “Clinical Communication: A New Informatics Paradigm.” Jamia (1996): UK.
- Coiera, Enrico. “When Conversation is Better than Computation.” Jamia (14 Jan. 2000): Washington DC.
- Kohane, Isaac S., Philip Greenspun, James Fackler, Christopher Cimino, and Peter Szolovits. “Application of Technology in Building National Electronic-Medical Record Systems via the World Wide Web.” Journal of the American Medical Informatics Association 3 (3) (May/Jun 1996).
- LEC #: 8 · TOPICS: Diagnosis, Standards, Codification · READINGS: Chapters 6, 12 and 14 of Shortliffe.
- Chapter 7 of Shortliffe.
- Barrows, Randolph. C. Jr., Paul D. Clayton. “Privacy Confidentiality and EMR.” Journal of the American Medical Informatics Association 3 (2) (Mar/Apr 1996).
- For the Record. Protecting Electronic Health Information. Washington D.C. : National Academy Press, 1997.
- LEC #: 13 · TOPICS: Telemedicine · READINGS: Chapter 14 of Shortliffe.
- Lander, Eric S. “Array of hope.” _Nature Genetics Supplement _ 21 (1999): Cambridge, Massachusetts: America Inc.
- -—–., and Nicholas J. Schork. “Genetic Dissection of Complex Traits.” Science , New Series, 265 (5181) (30 Sep. 1994): 2037-2048.
- LEC #: 15 · TOPICS: Genomic Medicine II: Expression Arrays, Gene Clustering and Distance Metrics · READINGS: Michael, P. S. Brown, William Noble Grundy, David Lin, Nello Cristianini, Charles Walsh Sugnet, Terence S. Furey, Manuel Ares, Jr., and David Haussler. “Knowledge-based Analysis of Microarray Gene Expression Data by Using Support Vector Machines.” PNAS 97 (1) (4 Jan. 2000): 262-267.
- Chapters 15 and 16 of Shortliffe.
- Szolovits, P. “Uncertainty and Decisions in Medical Informatics.” Methods of Information in Medicine 34 (1995): 111–21.
- Ramoni, Marco F., Paola Sebastiani, and Isaac S. Kohane. “Cluster Analysis of Gene Expression Dynamics.” PNAS. Edited by Louis M. Kunkel.
- LEC #: 18 · TOPICS: Advanced Expert Systems · READINGS: Chapters 12 and 13 of Shortliffe.
- LEC #: 22 · TOPICS: Genomic Medicine V: Reverse Engineering · READINGS: Zoltan. “The Perils and Promises of Massively Parallel Biology.” Chap. 5 in Genetic Network Analysis, 2002: pp. 23.
- Shortliffe, E. H., L. E. Perreault, G. Wiederhold, and L. M. Fagan. Medical Informatics: Computer Applications in Health Care and Biomedicine . 2nd ed. New York, NY: Springer, 2003. ISBN: 9780387984728 .
Sources
- Course catalogue ↗Historical OpenCourseWare
- MIT OpenCourseWare ↗Fall 2010
- MIT OCW syllabus ↗
- MIT OCW calendar ↗
- MIT OCW calendar ↗
- MIT OCW readings ↗
- MIT OCW syllabus ↗
- Historical MIT OpenCourseWare offering. Named reading entries and schedule topics are automatically extracted from the linked source pages.
- Historical MIT OpenCourseWare offering. Named reading entries and schedule topics are automatically extracted from the linked source pages.