Title: Dena M. Bravata, M.D., M.S.
1Bioterrorism The Use of Information
Technologies and Decision Support Systems
- Dena M. Bravata, M.D., M.S.
- Policy Analysis
- MSE 290
2Case Presentation Day 1 (11/16)
- Ottilie Lundgren, a 94 year old widow, living in
Oxford, Connecticut presented with a 3-day
history of fever, cough, and myalgias. - Her physical examination showed an elderly woman
with a fever (102.3F), elevated heart rate (118). - Her chest x-ray and initial laboratory tests were
all negative. - She was admitted to the hospital for dehydration
and an infection of the kidney tract.
3Case Presentation Days 2-4
- Hospital Day 2-3 (11/17-11/18)
- Labs Bacteria found in her blood and urine but
not yet identified - Mrs. Lundgren had progressive respiratory
distress and confusion. - Repeat CXR fluid around the left lung with the
suggestion of pneumonia - Hospital Day 4 (11/19)
- A sample of fluid from around lung taken for
culture. - The Connecticut Department of Public Health was
notified by the hospital laboratory of blood
culture results
4Case Presentation Day 5-6
- Hospital Day 5 (11/19)
- She was transferred to ICU on a ventilator
- Blood culture isolates identified as Bacillus
anthracis at the State public health laboratory - Hospital Day 6 (11/21)
- CDC confirms blood culture isolates as B.
anthracis, molecular typing and susceptibility
patterns identical to recent cases - Ottilie Lundgrens condition continued to
deteriorate and she died.
5Current Cases of Bioterrorism-related Anthrax
Confirmed Suspected
Cutaneous 7 5
Inhalational 10 0
Total 17 5
4 Deaths associated with inhalational anthrax
6Biothreat Agents
- Variola major (smallpox)
- Bacillus anthracis (anthrax)
- Yersinia pestis (plague)
- Clostridium botulinum toxin (botulism)
- Francisella tularensis (tularemia)
- Filoviruses (Ebola hemorrhagic fever and Marburg
hemorrhagic fever) - Arenaviruses (Lassa fever, Junin/Argentine
hemorrhagic fever) and related viruses
7The Project
- The objective of our project was to synthesize
the evidence on information technologies and
decision support systems (IT/DSSs) that may serve
the information needs of clinicians and public
health officials in the event of a bioterrorist
attack.
8Methodologic Challenges of this Project
- Conceptualizing the problem
- Complex topic, no single effect size
- Finding the literature
- Not limited to peer-reviewed medical literature
- Government documents
- Web-based sources
- Evaluating the quality of the evidence
- No single, published quality scale relevant
9The Methodologic Approach
- Identify key research questions
- Develop a conceptual model
- Define the tasks IT/DSSs must perform to meet the
information needs of clinicians and public health
officials - Perform literature searches
- Evaluate the evidence
10The Method
- Identify key research questions
- Develop a conceptual model
- Define the tasks IT/DSSs must perform to meet the
information needs of clinicians and public health
officials - Perform literature searches
- Evaluate the evidence
115 Key Questions
- What are the information needs of clinicians and
public health officials in the event of a
bioterrorist attack? - What are the criteria by which IT/DSS should be
evaluated for usefulness in a bioterrorist event? - What IT/DSSs are available for detection and
diagnosis, management, surveillance, and
communication?
125 Key Questions Continued
- What is the quality of the evidence about IT/DSS
usefulness? - If no existing IT/DSSs meet the information needs
of clinicians and public health officials, what
considerations are important in the design of
future IT/DSSs to support response to
bioterrorism events?
13The Method
- Identify key research questions
- Develop a conceptual model
- Define the tasks IT/DSSs must perform to meet the
information needs of clinicians and public health
officials - Perform literature searches
- Evaluate the evidence
14Structure of the Conceptual Framework
Time period 1 Decision maker Clinicians Events
associated with the initial cases
Time period 3 Decision maker Clinicians Events
associated with subsequent cases
Time period 2 Decision maker Public health
officials Events associated with the initial
cases
15Diagram of the Conceptual Framework
Exposure
Exposure
Infection Status (unobserved)
Infection Status (unobserved)
Clinical Syndrome
Clinical Syndrome
Surveillance Alert
Susceptible
Susceptible
Diagnosis
Diagnosis
Test Result
Test Result
Lives Saved
Lives Saved
Management
Management
Prevention
Prevention
Report
Report
Surveillance Report
Epidemiologic Control
Outbreak Investigation
Surveillance Alert
Time period 2
Time period 3
Time period 1
16Time period 2 Surveillance Systems Detect
Potential Events
Surveillance systems receive data from a variety
of sources and provide reports to public health
authorities.
Foodborne Disease Reports
Healthcare provider Reports
Veterinarian Reports
Coroner Reports
Laboratory Reports
Surveillance Report
Epidemiologic Control
Detector Data
Lives Saved
Outbreak Investigation
Surveillance Alert
School/Work Absenteeism Data
Pharmacy Sales Data
Hospital Discharge Data
EMT Data
17Role for Information Technologies and Decision
Support
Exposure
Exposure
Infection Status (unobserved)
Infection Status (unobserved)
Clinical Syndrome
Clinical Syndrome
Surveillance Alert
Susceptible
Susceptible
Diagnosis
Diagnosis
Test Result
Test Result
Lives Saved
Lives Saved
Management
Management
Prevention
Prevention
Report
Report
Surveillance Report
Epidemiologic Control
Outbreak Investigation
Surveillance Alert
Decisions marked in blue indicate those that can
be affected by decision support systems and
arrows marked in blue indicate processes in which
information technologies could play a role.
18The Method
- Identify key research questions
- Develop a conceptual model
- Define the tasks IT/DSSs must perform to meet the
information needs of clinicians and public health
officials - Perform literature searches
- Evaluate the evidence
19Task Decomposition
- Formal framework for specifying, documenting, and
evaluating the data that should be contained
within the knowledge base of a DSS in order for
it to serve its purpose. - Literature review to define tasks
- U.S. Offensive weapons program
- Known bioterrorist events
- Tabletop exercises
- Infectious disease outbreaks
- 5 Tasks
- Surveillance
- Diagnosis and detection
- Management
- Prevention
- Communication
20Example Task Decomposition Surveillance
Subtask Key Concepts Data Requirement
Collect surveillance data Continual, timely collection of sensitive and specific data from multiple sources for early detection of a bioterrorist attack Environmental detectors Pharmacy sales data School work absenteeism data Clinicians reports Laboratory reports
Analyze surveillance data Timely analyses and presentation to public health decision makers Baseline information for each data source to calculate expected trends over time Threshold information for each data source to know when an outbreak has occurred
21The Method
- Identify key research questions
- Develop a conceptual model
- Define the tasks IT/DSSs must perform to meet the
information needs of clinicians and public health
officials - Perform literature searches
- Evaluate the evidence
22Literature Searches
- Literature Sources
- Peer-reviewed articles and government documents
from databases - Medline, GrayLit, National Technical Information
Service, Catalog of U.S. Government Publications - Government documents from websites
- Web-based information
- Search Strategies
- Professional librarians for peer-reviewed and
government documents - Copernic 2001 metasearch engine for web-based
information - Search Terms same for our Government document
and Copernic searches
23The Method
- Identify key research questions
- Develop a conceptual model
- Define the tasks IT/DSSs must perform to meet the
information needs of clinicians and public health
officials - Perform literature searches
- Evaluate the evidence
24Results of Literature Searches
- Reviewed 16,751 citations and 8,620 websites
- 251 articles and 41 websites met inclusion
criteria - Double abstractions (blinded to study author) for
all peer-reviewed articles and single
abstractions for web-based information - Total of 204 systems
- 52 detection systems
- 23 diagnostic systems
- 14 management systems
- 88 surveillance systems
- 27 communication systems
- 7 systems that integrate surveillance,
communication, and command and control functions.
25Results
- Generally few clinically evaluated systems
- No IT/DSSs for Diagnosis or Management have been
developed specifically for bioterrorism - Systems for Detection, Surveillance, and
Communication have been developed for
bioterrorism - Some show considerable promise but almost none
has been evaluated for its sensitivity,
specificity, or timeliness
26Results
- Detection Systems
- General Diagnostic Systems
- Management Systems
- Surveillance Systems
- Communication Systems
27Results
- Detection Systems
- General Diagnostic Systems
- Management Systems
- Surveillance Systems
- Communication Systems
28Detection Systems Overview
- Developed for Military need to be adapted to
civilian use - Promising projects include
- PROTECT (Program for the Response Options and
Technology Enhancements for Chemical/Biological
Terrorism) - Detectors set up in subways, airports, government
buildings - Developing methods for signal-noise-processing
- LEADERS (Lightweight Epidemiology and Advanced
Detection and Emergency Response System) - Integrates detector data with other surveillance
data - Particularly for event-based surveillance
29Detection Systems collection and identification
- BioCaptureTM
- Only collection system clinically evaluated
- 50-125 collection efficiency of other devices
- Used by first responders
- BioThreatAlert (BTA) Strips
- Antigen/Antibody system available for a limited
number of agents - Sensitivity and Specificity not evaluated
- Used by first responders or clinicians
Conclusions Systems have not been clinically
evaluated, sensitivity and specificity poorly
characterized, can only test one sample at a
time, tests not available for many worrisome
agents (e.g., smallpox)
30Results
- Detection Systems
- General Diagnostic Systems
- Management Systems
- Surveillance Systems
- Communication Systems
31General Diagnostic Systems Overview
- Purpose Clinician enters patient information
(usually manually) and system provides a
differential diagnosis - Examples DXplain, Iliad, QMR (newer handheld
versions now available) - Clinical evaluations the differential diagnoses
provided are highly dependent on descriptors
entered
Conclusions Have rarely been shown to improve
patient outcomes in general, none has been
evaluated for diagnostic capability for
bioterrorism-related diseases
32Results
- Detection Systems
- General Diagnostic Systems
- Management Systems
- Surveillance Systems
- Communication Systems
33Management Systems Overview
- Generally Depend on electronic medical record to
derive patient-specific recommendations - Most commonly for antibiotic recommendations for
hospitalized patients
34Management Systems
- Example HELP system at LDS hospital in Salt
Lake City - When patients present to the ED, HELPs databases
are queried every 10 minutes for any new clinical
information on the patient. Uses this information
to calculate the probability of pneumonia. - Specificity 92, PPV 15.1, NPV 99.9
Conclusions No evidence for their usefulness in
a bioterrorist event would have to incorporate
new guidelines for biothreat agent diagnosis and
management typically require EMR.
35Results
- Detection Systems
- General Diagnostic Systems
- Management Systems
- Surveillance Systems
- Communication Systems
36Data Sources for Biosurveillance
Earlier Detection Data Later Detection Data
School Work Absenteeism Phone Triage
Nurses Pharmacies (OTC) Environmental detectors
Emergency Department 911 Calls Laboratory Hospi
tal admissions discharge
Sentinel Physicians Pharmacies (Rx)
37Surveillance Systems
- Syndromal surveillance reports (7)
- Reports from clinicians (6)
- Influenza-related data (10)
- Systems for laboratory and antimicrobial
resistance data (23) - Systems for nosocomial infections (15)
- Food-borne illnesses (10)
- Zoonotic illnesses (5)
- Other types of surveillance data (12)
38Syndromal Surveillance
- Syndromes associated with biothreat agents
- Flu-like illness
- Acute respiratory distress
- Gastrointestinal symptoms
- Febrile, hemorrhagic syndromes
- Fever and rash
- Fever and mental status change
39HealthBuddy
40ESSENCE
41Integrated Systems
Data Analysis and Presentation
42Results
- Detection Systems
- General Diagnostic Systems
- Management Systems
- Surveillance Systems
- Communication Systems
43Communication Systems Overview
- Email systems for communication between patients
and clinicians - Web-based secure networks linking branches of the
public health - Radio/Microwave-based systems for linking
emergency personnel in the field with EDs - Alert systems to notify clinicians of abnormal
laboratory tests
44Communication Systems for Bioterrorism
Local Public Health
45Communication Systems for Bioterrorism
WHO
CDC
State Public Health
Local Public Health
46Communication Systems for Bioterrorism
WHO
CDC
FBI
Zoo
State Public Health
Food Inspectors
Schools
HazMat
Local Public Health
Pharmacies
Police
Laboratories
Fire
Hospitals Nursing Facilities
The Public
Clinicians
Coroner Medical Examiner
The Media
47Communication Systems for Bioterrorism
WHO
CDC
FBI
Zoo
State Public Health
Food Inspectors
Schools
HazMat
Local Public Health
Pharmacies
Police
Laboratories
Fire
Hospitals Nursing Facilities
The Public
Clinicians
Coroner Medical Examiner
The Media
48Communication Systems for Bioterrorism
WHO
CDC
FBI
Zoo
State Public Health
Food Inspectors
S
Schools
HazMat
S
Local Public Health
Pharmacies
Police
S
Laboratories
Fire
S
Hospitals Nursing Facilities
The Public
Clinicians
Coroner Medical Examiner
The Media
49Communication Systems for Bioterrorism
WHO
CDC
FBI
Zoo
State Public Health
Food Inspectors
S
Schools
HazMat
S
Local Public Health
Pharmacies
Police
S
Laboratories
Fire
S
Hospitals Nursing Facilities
The Public
Clinicians
Coroner Medical Examiner
The Media
50Conclusions
- Overall IT/DSSs have not be subjected to
critical evaluations - Detection Systems
- Rapid
- Portable
- Sensitive and Specific
- Can test for more of the worrisome biothreat
agents - General Diagnostic Systems
- Link to EMR
- Management systems
- Utilize available bioterrorism guidelines
- Surveillance systems
- Greater integration
- Early warning data
- Methods for the determination for what
constitutes an outbreak - Communication systems
- Single system for public health officers at
various levels - Public health ? media
51Future analysis
- Models of natural history of disease processes of
biothreat agents - Cost-effectiveness analyses of surveillance
systems using different sources of data - Cost-effectiveness of prevention and management
strategies for the most worrisome biothreat
agents - Analyses of the adequacies of current capacity of
hospitals, law-enforcement, and public health to
respond to a bioterrorist attack.
52Collaborators
- Douglas K. Owens
- Kathryn McDonald
- Wendy Smith
- Chara Rydzak
- Herbert Szeto
- Corinna Haberland
- David Buckeridge
- Mark Schleinitz
- Dean Wilkening
- Mark Musen
- Bahman Nouri
- Bradford W. Duncan
- Mariana B. Dangiolo
- Hau Liu
- Scott Shofer
- Justin Graham
- Sheryl Davies