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Dr Staffan Lindblad: clinical development utilizing registers in novel ways in clinical arthritis
1. Clinical development Utilizing Registers
in novel ways in chronic arthritis
Staffan Lindblad M.D.
Medical Management Centrum,
Karolinska Institutet and
Department of Rheumatology,
Karolinska University hospital The C.U.R. project
2. Crossing the quality chasm
Safe
Timely
Effective
Efficient
Equitable
Patient oriented
IOM; Crossing the Quality Chasm: A New Health System for the 21st Century, 2001.
3. ”The future is bright…”
I feel secure despite risks of my drugs Safe
I can see when I need a new drug Timely
I can monitor the effect of my drug Effective
I can manage myself much more Efficient
I compare my measures with others Equitable
I work together with my doctor now Patient oriented
4. The empowered care provider
Safe Side effects can be reported at the visit
Timely Patient needs based clinics
Effective National outcome measures for all
Efficient Costs are reduced, results are better
Equitable Benchmarking in national quality registers
Patient oriented Patients share the work – task shifting
7. Clinical
registers
Rheumatology
We use the unique Swedish advantage of
national quality registers describing
regular clinical practice
– what characterizes each patient
– which treatments are given
– the health outcomes generated
Staffan.Lindblad@ki.se
8. Clinical development Utilizing Registers
C.U.R. project Patient
engagement
Care quality Clinical trials
improvement and studies
Clinical
registers Surveillance
Information
drugs
generator Rheumatology
Rheuma
medtech
Law and Industry
ethics bridge
Translational Health
research economy
Clinical
research
Staffan.Lindblad@ki.se
9. Swedish national mandatory registers can be linked to
national quality registers analyzing co-morbidity
Register
linkages
Swedish Biologics
Quality Register
Swedish Rheumatoid
Arthritis (RA) Register
Inpatient Register RA
General population
controls
10. Increase of tuberculosis inRA patients with TNF blocker
Relative Risk
9
General Population
RA, no TNF-antagonist
2
RA with TNF antagonist
1
9
No increase of lymphoma in RA patients with TNF blocker
-
2
1
11. The C.U.R.
Patient
project engagement
Care quality Clinical trials
improvement and studies
Clinical
registers Surveillance
Information
drugs
generator Rheumatology
Rheuma
medtech
Law and Industry
ethics bridge
Translational Health
research economy
Clinical
research
Staffan.Lindblad@ki.se
12. Clinical development Utilizing Registers – the CUR platform
for care, research and industrial innovation
Patient
engagement
Care quality Clinical trials
improvement and studies
Clinical
Kliniska
registers Surveillance
Information
Kliniska
register drugs
generator Rheumatology
Rheuma
Kliniska
register medtech
Neurology
Neuro
Kliniska
register
Pediatrics
Law and register
Primary Care
Surgery Industry
ethics Primary Care
Surgery bridge
etc…
Translational Health
research economy
Clinical
research
Staffan.Lindblad@ki.se
13. Patient
engagement
Care quality
improvement
Clinical
Information registers
generator Rheumatology
Rheuma
Staffan.Lindblad@ki.se
16. Project background
• Treatment guidelines of the Swedish Society for Rheumatology
are based on evidence from meta-analysis of clinical drug trials
• These guidelines are linked to the rheumatology register’s
comprehensive patient overview visualising disease course and
effects of treatments prescribed
Staffan.Lindblad@ki.se
20. Medelvärde av CRP
10
15
20
25
30
35
40
45
0
5
2000 Jan
Mar
Maj
Jul
Sep
Nov
2001 Jan
Mar
Maj
Jul
Sep
Nov
2002 Jan
Mar
Maj
Jul
Sep
Nov
2003 Jan
Mar
Maj
Jul
Sep
Staffan.Lindblad@ki.se
Nov
Medel CRP, Falun (N=8 405)
2004 Jan
Mar
Maj
Jul
Sep
Nov
2005 Jan
Mar
Maj
Jul
Sep
Nov
2006 Jan
Mar
Maj
Jul
Sep
Nov
2007 Jan
Mar
Medel CRP, Riket-Falun (N=155 521)
Maj
arthritis seen as decreasing
Jul
Sep
Nov
2008 Jan
Mar
Maj
Improving health in rheumatoid
Jul
Sep
Nov
2009 Jan
Mar
Maj
inflammation (CRP) over 10 years
21. Project background
• Treatment guidelines of the Swedish Society for Rheumatology
are based on evidence from meta-analysis of clinical drug trials
• These guidelines are linked to the rheumatology register’s
comprehensive patient overview visualising disease course and
effects of treatments prescribed
• Trial patients and drug protocols are not typical for the every day
clinical situation
• Current patient overview in the rheumatology register build on
evidence from the single patient only not utilizing the entire
medical information available in the register
Staffan.Lindblad@ki.se
22. Predictive modeling in real time
Aim
• Identification of the optimal treatment for an
individual patient directly during the clinical visit
Specific aims
• Development of a predictive model based on the
rheumatology registry data (45.000 pats, 300.000
visits)
• Development of an on-line application supporting
both a medical provider and a patient during the visit
Staffan.Lindblad@ki.se
23. Predictive modeling in real time
• A predictive model for treatment decision support
has been developed and tested in rheumatoid
arthritis
• Variables found to be the most influencing are:
doctor‘s global evaluation, disease duration, gender,
DAS-28, HAQ, and interactions between
DAS-28 & combination-of-drugs as well as
disease duration & combination-of-drugs.
Staffan.Lindblad@ki.se
24. The 20 most frequently used combinations of drugs
Staffan.Lindblad@ki.se
25. Predictive modeling in real time
Implementation on the Internet
• Probability that a particular patient will reach a
significantly lower or at least unchanged DAS-28
value at the next clinical visit if treated with the
proposed combination of drugs
Staffan.Lindblad@ki.se
28. Predictive modeling in real time
Tasks to solve – Future potentials
• Improve graphical presentation of the modeling results
• Find better methods to evaluate probabilities despite
incomplete data in the voluntary register
• Include effective treatments not yet fully known;
a novel drug just approved or one seldom used,
which drugs do not appear on the list in the current model
• Future use of two graphs of “combinations of drugs”
– Most frequently used “combinations of drugs”
– Most effective “combinations of drugs”
Staffan.Lindblad@ki.se
31. The 3T:s road map
The ”3T’s” road map to transform US health care, Dougherty D et al, JAMA 2008, 299, 2319
Staffan.Lindblad@ki.se
32. Understanding etiology and pathogenesis of immmune
mediated diseases such as rheumatoid arthritis,
requires longitudinal studies
Chronic destruction
Inflammation
Diagnosis
by physician
Diagnosis
by patient
Unspecific arthritis/arthragia
Autoimmunity
Normal
30 40 50 60
Time
genes
Courtesy of Rikard Holmdahl
33
33. Understanding etiology and pathogenesis of immmune
mediated diseases such as rheumatoid arthritis,
requires longitudinal studies
Chronic destruction
Inflammation
Diagnosis
by physician
Diagnosis
by patient
Unspecific arthritis/arthragia
Autoimmunity
Normal
30 40 50 60
Time
genes
Courtesy of Rikard Holmdahl
34
34. Our patients have improved and have a much better life
But prevention and cure is still lacking
Chronic
Initiation of Today´s
destruction
Inflammation
Criterion-defined disease treatment
Results of Today´s treatment
Chronic
treatment
30 40 50 60
genes
Courtesy of Rikard Holmdahl
35
35. Development of new methods for prevention and
treatment is dependent on understanding of etiology
and molecular pathogenesis
Chronic
destruction
Inflammation
Chronic
treatment
The treatments we want
Prevention & cure
Disappearance
of symtoms,
normalized function Repair
Cured
30 40 50 60
genes
Courtesy of Rikard Holmdahl
36. Rheumatoid arthritis – a prototype for a complex disease
influenced by genes, immunity and environment