Title: Missouri ESSENCE Training
1Missouri ESSENCE Training
- Public Health Event Detection and Assessment
- (PHEDA) Program
- Office of Emergency Coordination
- Missouri Department of Health and Senior Services
- (573) 751-6161
- http//www.dhss.mo.gov/ESSENCE/
- ESSENCE_at_dhss.mo.gov
2What is ESSENCE?
- Electronic
- Surveillance
- System for the
- Early
- Notification of
- Community-based
- Epidemics
3What is ESSENCE?
- Developed by Johns Hopkins University and
Department of Defense - Automated surveillance tool
- Analysis reporting of pre-defined syndrome
groups - Data mining ability
- Web based
4Purpose of ESSENCE
- Our mission is to help state and local partners
respond to public health events by providing
information and tools for early event detection
and situational awareness - -- Public Health Event Detection Assessment
Program
5What is syndromic surveillance?
- Utilization of nontraditional data sources to
detect health events earlier than possible with
traditional methods like laboratory-confirmed
diagnoses - Early event detection
- Situational awareness
6What is early event detection?
- Analysis of time-sensitive data for the purpose
of detecting outbreaks as early as possible - ESSENCE will flag a syndrome group whose number
of visits was higher than expected to detect
anomalies as early as possible
7What is situational awareness?
- ESSENCE can be used during ongoing health events
to track impact in terms of time, geography, and
demography - Example carbon monoxide poisonings following an
ice storm - Injuries related to falls following and ice storm
- Injuries related to activities dealing with
flooding conditions
8Missouri ESSENCE Users
- Johns Hopkins University has said that ESSENCE
is only as good as the people who monitor it - We agree thats why we want professionals from
all different points of view to be able to access
ESSENCE - We have granted access to 200 users and are in
the process of training everyone who is
interested
9Who is eligible for ESSENCE access?
- Any public health authority
- Local public health agency
- Missouri DHSS
- Any staff from a hospital that sends data to DHSS
and that are displayed in ESSENCE - Usually infection control staff
- Anyone concerned with communicable disease or
overall ED trends
10Where do ESSENCE data come from?
- ESSENCE was acquired by DHSS in order to utilize
the electronic emergency department (ED) data
sent to DHSS under 19 CSR 10-33.040 - This Rule requires that 85 out of about 120
hospitals with EDs send data to DHSS for the
purpose of syndromic surveillance - 83 of those hospitals are currently loaded in
ESSENCE (See Map) - Represents approximately 90 of all ED visits in
MO
11Where do ESSENCE data come from?
- Utilizes data from the Hospital Information
System that each hospital maintains for its own
purposes, like billing and patient records - Put into the HL7 format by each hospital and sent
to DHSS - Each have their own methodology and criteria
- No special data entry required use data already
being entered into hospitals information system
12How do hospital data get to DHSS?
- Two defined structures are used for transfer of
data from hospitals to DHSS HL7 version 2.3.1
messages ASCII flat file - Note Both structures are pre-processed and
placed in a single Oracle database prior to being
loaded into ESSENCE - Hospitals using HL7 messages may send their data
either as real-time messages or into a batched
file (submitted on a daily basis) - The real-time messages connect to DHSS using our
virtual private network (VPN) for security
purposes. Files of HL7 messages and ASCII flat
files are transmitted using FTP, also using our
VPN
13Data Loading
- DHSS processes data and loads into ESSENCE each
day - Including weekends and holidays
- Approximately 8,000 ED visits per day with some
variability based on time of year - Data are presented to public health authorities
and hospital staff via the Missouri ESSENCE
website - Available 24/7 but only loaded once per day
14Data Displayed in ESSENCE
- Patient data are unduplicated and de-identified
- Data are displayed within pre-defined syndrome
groups are also available for data mining using
custom queries - All available ED data are loaded
- Varies by hospital, but some hospital data date
back to January 1, 2004
15What patient level data are displayed?
- Admission date and time
- Hospital name
- Zip code (patient)
- County (patient)
- Age group
- Age
- Sex
- Chief complaint
- Category (Rash, GI, etc.)
- Discharge diagnosis (ICD-9 code, if available)
- Discharge disposition (chief complaint, working
diagnosis, final diagnosis) - Medical Record Number
- County (hospital)
- Zip Code (hospital)
16ED Chief Complaints are Clustered in Broad
Syndrome Groups
- Respiratory (cough, pneumonia, influenza)
- Gastrointestinal (vomiting, diarrhea)
- Neurological (meningitis, altered mental status,
dizzy) - Fever
- Rash (vesicular rash, chicken pox)
- Botulism-like (weakness, blurred vision, speech)
- Shock/Coma (syncope)
- Hemorrhagic Illness (blood)
17How is ESSENCE used by other jurisdictions?
- Early event detection
- Monitoring for disease outbreaks following
planned events - Assessing effects of natural disasters or severe
weather - Rumor control
- Good to know that no alerts have been generated
- Source Johns Hopkins University Applied Physics
Lab
18How is ESSENCE used in MO?
- Office of Emergency Coordination staff review
ESSENCE Alert List each working day - Staff use internal protocols to review ESSENCE
alerts, or flags, and determine whether further
investigation is needed - Only about five flags a month are investigated
further, coordinated through local health
departments
19How is ESSENCE used in MO?
- Aid in surveillance efforts
- Work with Bureau of Environmental Epi on carbon
monoxide, hypothermia, and hyperthermia case
finding - Monitor communities affected by Department of
Natural Resources-issued Boil Water Orders - For those orders associated with bacteriological
and/or turbidity findings - Create situational awareness reports
20How is ESSENCE used in MO?
21How is ESSENCE used in MO?
- Special projects
- Working with partners in St. Louis County on flu
assessment - Compared ESSENCE Influenza-like Illness cases
to lab-confirmed cases during previous flu
seasons - Interesting findings
222006-2007 Flu Season Statewide
CDC Week
232007-2008 Flu Season Statewide
CDC Week
24Two basic functions of ESSENCE
- Early event detection Alert Lists
- Detecting flagging events within syndrome groups
- Situational awareness Query Portal
- Querying all ED visits to obtain more information
about a known health event or other phenomenon - Example Looking for cases associated with GI
outbreak - Example Tracking number of ED visits due to dog
bites
25Active Surveillance vs. Traditional Disease
Tracking Methods
26ESSENCE Statistics
- Flags are generated when data from the past
ninety days are selected and loaded into the
database - Specially developed algorithms look for anomalies
in the data, which can be used to detect possible
outbreaks at the hospital or community level - ESSENCE retains all data indefinitely, which can
be mined using the Query Portal for historical or
research purposes
27Statistical Algorithms for Alert Detection
- Exponentially Weighted Moving Average (EWMA)
- Predicts based on smoothing of data for previous
weeks - Most recent three days have highest weight
- Autoregression
- Predictions on past several weeks of data
- Adjusts for the day of week and holiday trends
- SatScan
- Used to detect geographic clusters by comparing
number of cases within overlapping circles - Source Johns Hopkins University Applied Physics
Lab
28Flagging Events Variability Based on Algorithms
29ESSENCE Alert List Statistics
- Alert List Time Series Page displays basic stats
- Shows the count and the expected frequency
- Detection levels
- Red flag p 0.01
- Yellow flag p value between 0.01 and 0.05
30ESSENCE Alert Tips
- Treat each Alert review as a mini-hypothesis test
- Aggregating all ages makes reviewing the Alert
List easier - Can go back and see if Alert sticks for an
individual age group - Look for trends that persist over more than one
day especially those that increase in subsequent
days
31ESSENCE Alert Tips
- Rare syndromes more likely to flag for mundane
complaints - See many stroke victims in Bot-Like and many
seizures in Neuro - If a known event is occurring, such as a chemical
leak, a botulism outbreak, etc. more likely to be
concerned about this syndrome group
32ESSENCE Alert Tips
- Gastrointestinal Syndrome
- Use NVD subsyndrome that contains Nausea,
Vomiting, Diarrhea if you want to examine GI
further - Does not contain duplicates
- These cases more likely to be associated with a
communicable disease - Does not work 100 of the time
- Some hospitals classify nearly every GI visit as
Abdominal Pain so this does not help there
33ESSENCE Alert Investigation
- Each hospital or community may develop their own
process and criteria for determining which
ESSENCE Alerts require further investigation - Recommend drilling down to patient list for each
days data of concern to see if the alert is
still of concern
34ESSENCE Alert Investigation
- May use internal information/contacts to
investigate - Reportable disease figures
- Numbers of tests ordered
- What colleagues tell you
- Other times you need more info need to initiate
an official Alert Investigation
35Who Can Initiate a Flag Investigation?
- We rarely hear of a local community initiating an
official ESSENCE Investigation - PHEDA initiates most official investigations
- About 5 per month (flu season)
- Missouri ESSENCE Policies and Procedures state
that anyone may initiate a flag investigation - Individuals at the local, regional, and hospital
level know things we dont!
36How are ESSENCE communications accomplished?
- All contact with hospitals is coordinated through
their local public health agency - Or at least with the permission of the agency
- LPHAs and hospitals are often familiar with each
other and comfortable discussing communicable
disease issues - Ensures LPHAs are kept in the loop on health
concerns
37How do I respond to an ESSENCE Investigation?
- May use internal resources only
- Communicable disease reports
- Local active surveillance
- Local knowledge
- May ask hospital infection control for help
- Lab confirmed cases or lab tests ordered
- Pull patient records (next slide show Med Rec No)
- Similar symptoms beyond what our chief complaints
show - Other commonalities
38Medical Record Number
- ESSENCE unduplicates using Medical Record Number
- Med Rec No can be used by hospitals to obtain
patient records - MOHospitalNameERCC_01049308-0805601578
Patient ID
Hospital Name
Encounter ID
39ESSENCE Statistics
- ESSENCE groups data into syndrome groups but
retains all ED data for analysis - ESSENCE can compute produce reliable statistical
findings on the fly - Query of GI syndrome by region, zip code, or
hospital will show whether a flag is present - This can be run for previous days data even
before Alert List has generated - Query of the keyword insect bite by region, zip
code, or hospital will show the number of visits
PLUS whether that number was higher than expected
40ESSENCE Query Tips
- ESSENCE can query by syndrome, subsyndrome, or
keyword - Syndrome examples GI, Respiratory, Rash
- Subsyndrome examples NVD (nausea, vomiting,
diarrhea), ILI, Asthma, Cough, Malaise,
Disseminated Intravascular Coagulation - Keyword queries free text query of the chief
complaints field
41ESSENCE Query Tips
- If there is a syndrome or subsyndrome available,
use it rather than thinking up a query - Avoid combining syndromes or subsyndromes if
possible, will pull one record per syndrome group - Record for someone with Fever Cough will appear
in both the Fever and Respiratory Syndrome group - Not a real duplicate, just inconvenient
- If you must pull records this way, refer to Excel
Deduplication Tutorial at http//www.dhss.mo.go
v/ESSENCE/Training.html
42ESSENCE Query Tips
- Keyword queries can be tricky, but very useful
- Need to refer to instructions listed on the page
- Use or rather than and to get more results
- Can narrow down later
- Example To detect hypothermia cases use keywords
therm,or,cold exposure - Using hypothermia does not pick up misspellings
or entries that mistakenly list hyperthermia - Just keyword cold gets everyone with a cold,
which doesnt help
43What else can ESSENCE do?
- Can pull a full ED log by day for a particular
hospital - Can examine historical trends
- Put any date range back to January 1, 2004 and
see what data are available - Better to use than counts as data have been
added continuously over time - Can see Hospital usage patterns by residents of
different counties, zip codes
44What else can ESSENCE do?
- Can query to search for conditions of interest
that do not fit into specific syndrome groups,
like animal bite for weekly reports - Can Bookmark this query if it is something you
need to do routinely
45What else can ESSENCE do?
- Can find cases associated with a known event
- Chemical exposure event at a factory
- Searched all ED visits for hospitals located
in/around affected county, found cases split
between two smaller hospitals - Because workers may live other places, did not
search by residence - Did not know what keywords to search for, so
selected all ED visits - Viewed patient list to see TOX EFF NONMED SUBST
NOS, TOXIC EFF GAS/VAPOR NOS, and name of company
affected to acquire a tally of ED visits due to
the event (n124)
46Chemical Exposure Event at a Factory
47Future Plans
- Acquiring novel data sources for ESSENCE
- Non-mandated hospitals in Missouri
- Over-the-counter drug sales data from 248
Missouri pharmacies - Missouri Poison Center
- Ambulance/EMS data
- Real-time data analysis of continuous-feed
facilities
48Online Resources
- http//www.dhss.mo.gov/ESSENCE/
- Training and Technical Support
- User Guide and Quick-start Guide
- Information for Public Health Authorities
- Information for ESSENCE Hospitals
- Laws, Regulations, Manuals
- Copy of 19 CSR 10-33.040 our Policies and
Procedures - Contact Information
49ESSENCE Demo with Examples
- ESSENCE System Status Page
- Alert List by Region and Hospital
- Configuration options
- Bookmarks
- Spatial Alerts
- Overview Portal
- Query Portal
- Syndrome-based queries
- Subsyndrome-based queries
- Free text queries
- Custom reports Matrix Portal
- Weekly percent Influenza-like Illness