bioinformatics director lecture university of michigan medical school february 7, 2000 building...
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Bioinformatics Director LectureBioinformatics Director LectureUniversity of Michigan Medical SchoolUniversity of Michigan Medical School
February 7, 2000February 7, 2000
Building Analysis EnvironmentsBuilding Analysis Environments Beyond the Genome and the WebBeyond the Genome and the Web
Bruce R. SchatzCANIS Laboratory
School of Library & Information ScienceSchool of Biomedical & Health Information Sciences
University of Illinois at [email protected] , www.canis.uiuc.edu
Technological ProgressTechnological Progress
In the past decade, technology has created the Genome and the Web
In 1990, these ideas were only plansIn 2000, they have already progressed from research systems to commercial products
In the next decade, the revolution will actually begin and the world will be completely
different!
Paradigm ShiftParadigm ShiftTowards Dry-Lab Biology, Walter Gilbert (Jan 1991)
“The new paradigm, now emerging, is that all the 'genes' will be known (in the sense of being resident in databases available electronically), and that the starting point of a biological investigation will be theoretical. An individual scientist will begin with a theoretical conjecture, only then turning to experiment to follow or test that hypothesis. ...
To use this flood of knowledge [the total sequence of the human and model organisms], which will pour across the computer networks of the world, biologists not only must become computer-literate, but also change their approach to the problem of understanding life. ...
The Coming of Informational Science Correlation of Knowledge across Sources
Analysis Environments IAnalysis Environments I
The Present -- Year 2000
Search Central Archives
Locating a Generic (average) solution mining sequences from the Genome diagnosing diseases from the Clinical Trial
some Problems may have point Solutions find the cystic fibrosis gene find the diabetes treatment
Analysis Environments IIAnalysis Environments II
The Future -- Year 2010
Navigate Distributed Repositories
Locating a Specific (situational) solution correlating sequences, genes, expressions correlating diagnoses, treatments, lifestyles
most Problems have cluster Solutions find genes for Heart Disease find treatments for Arthritis
WCS -- a testbed for the world of 2000 community repositories before the Web
in 1991, a distributed analysis environment
MIBI -- a testbed for the world of 2010 concept navigation before the Interspace
in 2001, a biomedical analysis environment
to enable Michigan faculty and students to live
in the world of the future
Testbeds of the FutureTestbeds of the Future
Bioinformatics [basic] Scientific. Biology: genetics, genomics.
Medical Informatics [translational] Clinical. Medicine: literature, records.
Healthcare Informatics [management] Practical. Outcomes: tracking, quality.
The Kinds of InformaticsThe Kinds of Informatics
Community SystemsCommunity Systems
browse and share all the knowledge of a community
data results(database management) (electronic mail)
literature news(information retrieval) (bulletin
boards)
knowledge(hypertext annotations)
Formal Informal
Worm Community SystemWorm Community System WCS Information:Literature BIOSIS, MEDLINE, newsletters,
meetings
Data Genes, Maps, Sequences, strains, cells
WCS FunctionalityBrowsing search, navigationFiltering selection, analysisSharing linking, publishing
WCS: 250 users at 50 labs across Internet (1991)
A Model CommunityA Model Community 1984-1988 Telesophy (Bellcore)
prototype to federate objects 1989-1994 WCS (Arizona)
testbed in molecular biology National Model for Biomedical Informatics
NAS National Collaboratories report NIH Human Brain project
Translational Results NCSA Mosaic into Web browsers acedb (worm) into Genome databases Biology Workbench, 10K users across Web
from Objects to Concepts
from Syntax to Semantics
Infrastructure is Interaction with Abstraction
Internet is packet transmission across computers
Interspace is concept navigation across repositories
Towards the InterspaceTowards the Interspace
Scalable SemanticsScalable Semantics
Automatic indexing Domain-Independent indexing Statistical clustering
Compute Context of
concepts within documents documents within repositories
1992 1993 1995 1996 1998
COMPUTING CONCEPTSCOMPUTING CONCEPTS
‘92: 4,000 (molecular biology)
‘93: 40,000 (molecular biology)
‘95: 400,000 (electrical engineering)
‘96: 4,000,000 (engineering)
‘98: 40,000,000 (medicine)
Simulating a New WorldSimulating a New World Obtain discipline-scale collection
MEDLINE from NLM, 10M bibliographic abstracts human classification: Medical Subject Headings
Partition discipline into Community Repositories 4 core terms per abstract for MeSH classification 32K nodes with core terms (classification tree)
Community is all abstracts classified by core term 40M abstracts containing 280M concepts concept spaces took 2 days on NCSA Origin 2000
Simulating World of Medical Communities 10K repositories with > 1K abstracts (1K w/ > 10K)
Concept NavigationConcept Navigation
Semantic Indexes for Community Repositories
Navigating Abstractions within Repository concept space category map
Interactive browsing by Community experts
Navigation in MEDSPACENavigation in MEDSPACE
For a patient with Rheumatoid Arthritis Find a drug that reduces the pain (analgesic) but does not cause stomach (gastrointestinal) bleeding
Choose DomainChoose Domain
Concept SwitchingConcept Switching
In the Interspace…
each Community maintains its own repository
Switching is navigating Across repositories
use your specialty vocabulary to search another specialty
Towards A Model DisciplineTowards A Model Discipline 1995-1999 Interspace (Illinois, Urbana)
prototype to federate concepts 2000-2004 MEDSPACE (Illinois, Chicago)
testbed in clinical medicine (plan, demo) National Model for Biomedical Informatics
lead news in Science on MEDLINE dry-run Best Paper at AMIA (Medical Informatics)
2001-2005 MIBI (Michigan) testbed in biomedical research
Michigan InterspaceMichigan Interspace Gather the Information Sources
Michigan Integrated Biomedical Interspace (MIBI)
each (department, institute, lab) has repository Generate the Community Repositories
text documents with articles and annotations specialty datatypes: databases and motifs
Construct the Analysis Environment federated concept switching across sites type-dependent parsing for text/data interlinks
MIBI SourcesMIBI Sources Literature
Journals: MEDLINE, BIOSIS, fulltext Specialty Conferences (e.g. Neuroscience) Community Newsletters, Lab Annotations
Databases Sequences: GENBANK, Celera Genes and Maps from Model Organisms Expressions from Microarrays Gene Pathways, Cellular Anatomy
U-M Medical School TestbedU-M Medical School Testbed
Department by Department Propagation
Similar to Illinois Digital Library Testbed
for College of Engineering at UIUC
NSF DLI, 1994-98, then University Library
Federated Search using Document Structure
Full-text Journals used in classes and labs
U-M Health System TestbedU-M Health System Testbed
Central Propagation to Hospital and Clinics
Similar to UIC Medical Center Testbed pilot project for Surgery residents after seed, planned to all Medical Center
Concept Spaces for Community Repositories All Medical Literature (MEDLINE, BIOSIS) All Medical Records (Cerner narratives)
Chronic IllnessChronic Illness Aging Population is Economics of 21st century
2010 -- Interspace is worldwide infrastructure 2010 -- Baby Boomers start retirement age
Process for Health Status Frequency twice a year community clinic twice a month alternative medicine twice a day self-care home monitors
Arthritis versus Modern Medicine 12% of population, 30 million people Tylenol versus NSAIDs chiropractors versus surgery
Healthcare InformaticsHealthcare Informatics Users are Amateurs rather than Professionals
packaged Interspace with inferred navigation Internet Health Monitors for individuals
Generate the Personal Repositories interact with health status questionnaires builds a customized dynamic database
Construct the Analysis Environment similarity matching to locate similar patients
Evolve Community Interspace statistical clustering for lifestyle coaching
Bioinformatics CenterBioinformatics Center Institute for Biological Information Systems
develop new information systems deploy to study biological systems integrated analysis for biological information analysis environment for community repositories
Interspace technologies support Communities Basic Science: Individual Genomes Clinical Practice: Individual Patients
IBIS new gloryIBIS new glory Institute for Biological Information Systems
unique facility for all Michigan laboratories interactive systems training for all levels
IBIS reborne Thoth, sacred ibis who hatched the world inventor of writing, keeper of divine archives inventor of arts & sciences, medicine & surgery First of the magicians, he was called the Elder:
His disciples claimed access to the crypt where he kept his books of magic, so they undertook to decipher and learn “these formulas which commanded all the forces of nature and subdued the very gods themselves”.