The spread of electronic health records throughout the healthcare spectrum, standardization of health data elements, HITECH and ARRA incentives all support the sharing of patient clinical information through Health Information Exchanges. By utilizing powerful and intuitive search engines like Google, Bing and Watson, how a clinician investigates information for a specific patient will dramatically change. Secondary use of clinical information from huge databases of health data will allow patients to receive customized treatment based on their specific characteristics, diseases, medications, genetic sequences, socioeconomic backgrounds and additional factors.
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iHT2 Health IT Summit in Denver 2012 – Presentation "Health Information Exchange: Medical Research Rethought"
1. Health Information Exchange:
Medical Research Rethought
Jonathan Gold, MD MHA MSc
Regional Chief Medical Informatics Officer
Catholic Health Initiatives
drjgold@yahoo.com
iHT2 Health IT Summit
7/25/2012
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
2. Conflict of Interest Disclosure
Jonathan Gold, MD
Has no real or apparent conflicts of interest
to this presentation.
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
4. If you want to build a ship, don't drum up
people to collect wood and don't assign
them tasks and work, but rather teach
them to long for the endless immensity of
the sea.
Antoine de Saint-Exupery
5. Abstract
Health information exchange: shared access patients’ medical data
HIE secondary use of data
Query across multiple HIE databases
Matching multiple characteristics enables patient-specific decision support
Customized patient care; Medical decisions tailored to individual
Medical research will transition from searching studies focused on
limited number of patient attributes to patient-specific research
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
6.
7. Janet Roseburg 86 y.o. female
Arthritis (acute exacerbation)
Diabetes
Congestive Heart Failure
Hypertension
Compare two similar anti-
inflammatory treatments—
Drug A vs. Drug B
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
8. As doctors, after we diagnose, how
do we decide what to do?
Need to consider the
patient’s background
Need information about
risks vs. benefits Medical education
Personal experience
Peers
Medical literature
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
9. Medical Research and Literature
“Gold Standard”
Peer reviewed
Placebo controlled
Double blind
Statistically significant
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
10. Statistically Significant
Large enough test and control groups have been used to
indicate that the result is unlikely to have occurred by
chance.
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
11. Medical literature: Clinical Trials
Define specific focus of study: one factor or small set
Compensate for “confounding factors”
________________
Concurrent diseases
________________
Other medications
______________
Socioeconomics
Do “confounders” matter?
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
12. Does statistical significance translate into
guidance for the treatment of Mrs. Roseburg?
Many factors affect how a patient progresses after receiving
treatment
Does this lead to rational clinical decision making? Yes
Does that research provide the optimal means for tailoring
treatment to that patient? (Invariably, …) No
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
13. This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
14. PubMed Search Criteria
Journal: New England Journal of Medicine
Dates: 1/1/2006-12/31/2006
Study Populations: Humans, All Ages, Both Sexes
Types of Articles:
Clinical Trials • Controlled Clinical Trial
Meta-Analysis • Evaluation Studies
Randomized Control Trials • Multicenter Study
Case Reports • Twin Study
Clinical Trial (Phase 1-4) • Validation Study
Comparative Study
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
15. NEJM Research Articles
Study Population Sizes
1/1/2006-12/31/2006
>1000
13%
500-1000 41
7%
1-149
24 150-499
500-1000
>1000
150-499
38
12%
223
1-149
68%
N=326
Search term s: Meta-Analysis, Randomized Control Trials, Case Reports, Clinical Trials (Phase 1-4), Comparative Study, Controlled Clinical Trial, Evaluation Studies,
Multicenter Study, Tw in Study, Validation Study. (Research articles marked as mutually exclusive (if more than one category applies--results appear in first type listed.)
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
16. What is unique about
Mrs. Roseburg?
Personal and demographic characteristics
Diseases
Medications
Genetic sequence
Socioeconomic background
Additional factors
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
17. Choose the appropriate treatment:
Drug A vs. Drug B
Considerations
Four chronic diagnoses
12 current medications
Renal function
Hepatic function
Age (and Gender)
Weight
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
18. This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
19. JR’s profile
Database of 100,000,000 unique
patient files
10 key variables from JR’s profile found
in 200,000 patients
20 key variables from JR’s profile
found in 1000 patients
20 variables and Drug A = 400
patients
20 variables and Drug B = 100 patients
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
20. JR’s profile + Query Drug A +
Screening Battery
Drug A has an increased risk of stroke within two years
in 0.7% of cases
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
21. JR’s profile + Query Drug B +
Screening Battery
Drug B has an increased risk of stroke within two years
in 0.02% of cases
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
22. What do you recommend?
If Drug A is chosen to treat Janet Roseburg (rather than
Drug B), there will be a 35 times higher risk for her to
have a stroke within two years than if she is treated
with Drug B.
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
23. Secondary Use of Aggregated Data
With a larger pool of potential participants, smaller
studies might be less important
Real world experience may validate or temper findings
from tightly controlled double blind studies
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
24. This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
25. This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
26. The Wunderlich Project
http://fad.enh.org/wunderlich/default.aspx accessed 7/3/2012
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
32. Points to Remember:
Wunderlich
Used local database with large number of cases
Investigated effects of multiple factors
Shared with clinicians
Supported clinical decision making at point of care
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
33. Frankovich J, Longhurst CA, Sutherland SM. Evidence-based medicine in the EMR era. N Engl J Med.
2011 Nov 10;365(19):1758-9. Epub 2011 Nov 2. http://www.nejm.org/doi/full/10.1056/NEJMp1108726
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
34. Background
13 year old girl
Systemic Lupus
Erythematosus (SLE)
Nephrotic range proteinuria
Antiphospholipid
Antibodies
Pancreatitis
Increased risk of thrombosis?
Treat with anticoagulants???
Frankovich J, Longhurst CA, Sutherland SM. Evidence-based medicine in the EMR era. N Engl J Med.
2011 Nov 10;365(19):1758-9. Epub 2011 Nov 2. http://www.nejm.org/doi/full/10.1056/NEJMp1108726
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
35. As doctors, how do we decide?
Need to consider the patient’s
background
Need more information about
risks vs. benefits Medical education
Personal experience
Peers
Medical literature
Historical database of patient
records
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
36. Results
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
37. What did the local historical data teach them?
Overall 98 pediatric patients with lupus, 10 of them
developed thrombosis
15x: Relative risk of thrombosis with lupus and
persistent proteinuria versus lupus without
proteinuria.
12x: Relative risk of thrombosis with lupus and
pancreatitis versus lupus without pancreatitis.
Frankovich J, Longhurst CA, Sutherland SM. Evidence-based medicine in the EMR era. N Engl J Med.
2011 Nov 10;365(19):1758-9. Epub 2011 Nov 2. http://www.nejm.org/doi/full/10.1056/NEJMp1108726
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
38. What did they do?
4 hours to search local
database
Treated with anticoagulation
within 24 hours after
admission
Results?
No thrombosis
Frankovich J, Longhurst CA, Sutherland SM. Evidence-based medicine in the EMR era. N Engl J Med.
2011 Nov 10;365(19):1758-9. Epub 2011 Nov 2. http://www.nejm.org/doi/full/10.1056/NEJMp1108726
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
39. Points to Remember:
Evidence-Based Medicine in the EMR Era
Used local database with large number of cases
Investigated effects of multiple factors
Shared with clinicians
Supported clinical decision making at point of care
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
40. This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
41. Health Information Mandates
2004: Office for National Coordinator for Health
Information Technology
2009: American Recovery and Reinvestment Act
Health Information Technology for Economic and
Clinical Health (HITECH) Act
2011: Accountable Care Organization guidelines
(DHHS)
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
42. Health Information Exchanges
Large healthcare organizations
Regions / States
Digital, standardized health data in network servers
Nationwide Health Information Network (NwHIN)
Allow providers to communicate patient data securely
May serve as conduit between HIEs
Allow providers to access patient records
Permit patients to access personal health records
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
43. Brave New World:
Secondary Use Enablers
Electronic records in outpatient and acute care settings
Huge, detailed patient databases
Standard medical terminologies
Temporospatial descriptors
Highly capable search engines
Google
Bing
Watson
High speed communications (Internet) infrastructure
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
44. This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
45. In Search of Mrs. Roseburg
Query enormous health information database
Search engine magic
Find doppelgangers
Compare real world experience of very similar patients
Validate / temper interpretation of results from tightly
controlled double blind studies
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
46. Focused Inquiry Challenges
Cyber security / patient information de-identification
Patients opt in to share data
Access to deceased patient data
Constructing accurate patient profile and specific question
Sort clinical data in temporospatial context
Rapid search to be clinically useful
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
47. Addressing Challenges
Privacy secured by using positive /negative query statistics
Results only shared if positive responses greater than pre-defined,
mandated limit (e.g., if n<50, no result shared)
Protect de-identification of patients by not allowing query to be
overly specific
Constructing effectual query requires physician to identify
right question and convey a reasonable summary
How specific summary can be will depend on information clinician
hopes to glean
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
48. Mrs. Roseburg Revisited
Mrs. Roseburg, the former school teacher, will
always want me to present information to her
that is as accurate as possible and explain why
I have prescribed Drug B rather than Drug A
for her rheumatoid arthritis. (Her neighbor
received Drug A from me two months ago and
has done well using it.)
The shift in how we search for guidance when
making treatment and other
recommendations to our patients, from
focusing on published medical research about
a very limited set of attributes which my
patient has in common with participants in a
study to tailoring a query around a robust
description about that patient, shall lead us to
a wholly new understanding of how unique we
each are.
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.
50. References
Wunderlich Project. http://fad.enh.org/wunderlich/default.aspx
accessed 7/3/2012
Frankovich J, Longhurst CA, Sutherland SM. Evidence-based
medicine in the EMR era. N Engl J Med. 2011 Nov 10; 365(19):1758-9.
Epub 2011 Nov 2. http://www.nejm.org/doi/full/10.1056/NEJMp1108726
accessed 7/3/2012
Gold JD, Ball MJ. The Health Record Banking Imperative: A
conceptual model. IBM Systems Journal. Vol 46, No 1, 43-55. 2007
http://www.accessmyhealth.org/documents/HRB%20Conceptual%20
Model.pdf accessed 7/3/2012
Gold JD. Medical Researcher, Meet Mrs. Roseburg. JHIM.
Forthcoming 2012.
This document contains unpublished, confidential and proprietary information. No disclosure or use of these
materials may be made without the express written consent of Jonathan Gold.