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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
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.
”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
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
This is spreading all over Sweden




             Staffan.Lindblad@ki.se
This is spreading all over Sweden




             Staffan.Lindblad@ki.se
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
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
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
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
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
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
Patient
                          engagement
         Care quality
        improvement

                         Clinical
Information             registers
 generator                 Rheumatology
                                Rheuma




                          Staffan.Lindblad@ki.se
Värdebaserad vård
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
Staffan.Lindblad@ki.se
Guidelines




             Staffan.Lindblad@ki.se
Staffan.Lindblad@ki.se
Medelvärde av CRP




                                                                                  10
                                                                                       15
                                                                                                20
                                                                                                       25
                                                                                                                30
                                                                                                                     35
                                                                                                                          40
                                                                                                                               45




                                                                          0
                                                                              5
                                                              2000 Jan
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                                                              2003 Jan
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                                                                   Maj
                                                                    Jul
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Staffan.Lindblad@ki.se
                                                                   Nov




                         Medel CRP, Falun (N=8 405)
                                                              2004 Jan
                                                                   Mar
                                                                   Maj
                                                                    Jul
                                                                   Sep
                                                                   Nov
                                                              2005 Jan
                                                                   Mar
                                                                   Maj
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                                                              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
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
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
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
The 20 most frequently used combinations of drugs




                    Staffan.Lindblad@ki.se
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
Staffan.Lindblad@ki.se
Staffan.Lindblad@ki.se
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
Success is a journey, not a goal
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
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
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
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
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
Rheumatoid arthritis – a prototype for a complex disease
   influenced by genes, immunity and environment

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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
  • 5. This is spreading all over Sweden Staffan.Lindblad@ki.se
  • 6. This is spreading all over Sweden Staffan.Lindblad@ki.se
  • 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
  • 15.
  • 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
  • 18. Guidelines 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
  • 29. Success is a journey, not a goal
  • 30.
  • 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