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Holger Schünemann, MD, PhD




Cochrane Colloquium – Freiburg, October 3, 2008
Session Processes and Tools | Patients and Research




                                                      1
Disclosure
Relevant Financial Relationships
 Co-developer of CRQ-SAS. License fees from for-profit
  organizations to McMaster University supporting research
  projects


Off label medication
 None mentioned
Content

 Why “Patient Reported Outcomes (PROs)”?

 Types and principles of PROs?

 Interpreting results of PROs
   Minimal important difference
Why PROs?

 Direct measurement of how people feel and
  function is replacing physiologic or laboratory
  tests as primary outcomes
 Primarily in chronic disease populations
 Shift is motivated by realization that changes
  in physiologic endpoints often bear a limited
  relation with changes in patient reported
  health

                                                    4
Example chronic obstructive
lung disease (COPD)
 Fourth common cause of death worldwide
 No efficacious treatment to alter mortality
 Primary outcome measure in research: lung function
•   Lung function correlates
    poorly with how patients
    feel
•   How patients feel is a key
    patient-important outcome


                                                Jones, ARRD 1992
Should we ask patients or clinicians?
Agreement between patients and clinician in
assessment how patients feel


     COPD rehabilitation
     Feeling thermometer: 0 – 100 scale




                                           Puhan et al. Respir Med 2004
Validity of clinician
assessment




                        Puhan et al. Respir Med 2004
8
“I figure there’s a 40% chance of rain, and a 10%
chance we know what we are talking about.”

                                                    Wall Street Journal
Why patients (PROs)?

Clinicians don’t always have a good sense of
how patients are feeling




                                               10
Best use of PROs

When the goal of treatment is to improve how
the patient is feeling, rather than to prolong life
   Or incidence of “hard outcomes”
Even then it is important to capture the
variability in patient’s function and feelings
   Mild vs severe stroke
   Large vs small infarct
   Painful vs painless death


                                          Bryant et al Med Prakt 2007
Patient Reported
Outcome Measures


Symptoms
Quality of life
Patient Reported
Outcome Measures


Symptoms
Quality of life
Quality adjusted life
     years
                     1 QALY = 1 year of life with a utility/quality of 1.0
          1.0        or 10 years of life with a quality of 0.1
Quality              or 2 years of life with a quality of 0.5
                     different from 2 years with a quality of 0.25

          0.5




          0.1
          0

                1   2                                                 10 years
What is Quality of Life?
 Quality of life is an individual's
  satisfaction or happiness with life in
  domains she or he considers
  important
 Health-related quality of life (HRQL) is
  an individual's satisfaction or
  happiness with domains of life insofar
  as they affect or are affected by
  quot;healthquot;
                                       http://www.atsqol.org
Health Related Quality of
Life Measures
Generic Instruments:
Attempt to measure all important aspects of
HRQL (e.g., health profiles and preference
measures)
   SF-36
Specific Instruments:
Measure aspects of HRQL that are specific for
the area of interest (e.g., a disease, a population
or a problem, some preference measures)
Types of Instruments
Discriminative Instruments:
   Differentiate between people who have better
   HRQL and those who have worse HRQL at one
   point in time



Evaluative Instruments:
   Focus on measuring how much HRQL has changed
   in repeated measurements
Discriminative properties
      Cross-sectional measurement
good




  H
  R
                  mild
  Q
  L

                                 moderate




                                                 severe

bad
           Severity of disease (other measure)
Evaluative properties
  Longitudinal measurement
good


                                              Time 2
  H
  R
  Q                Responsiveness            improvement
  L


                                              Time 1




bad
       Severity of disease (other measure)
Discriminative and evaluative
  properties: Longitudinal measurement
good



                                                    Responsiveness & Validity
  H
  R
  Q
  L


                     improvement

                                           Time 2


                                                         Time 1
bad
         Severity of disease (other measure)
Content

 Why “Patient Reported Outcomes (PROs)”?

 Types and principles of PROs?

 Interpreting results of PROs
   Minimal important difference
A (typical) presentation
 of QOL information
 Effect of alefacept on quality of life in 553 patients
  with psoriasis

 Alefacept significantly reduced (improved) mean
  Dermatology Life Quality Index compared with
  placebo:
   4.4 vs. 1.8 at 2 weeks (P<0.0001)
   3.4 vs. 1.4 at 12 weeks (P<0.001)
Clinical research design

 We need to know how large a change is large
  enough?
Minimal Important
Difference
 “the MID is the smallest difference in score
  in the outcome of interest that informed
  patients or informed proxies perceive as
  important, either beneficial or harmful, and
  which would lead the patient or clinician to
  consider a change in the management”
EFFECT MEASURE    EXPLANATORY                PRAGMATIC



                 Therapy efficacious -     Therapy effective -
                 Pragmatic trial needed!   Implement!




                                           Therapy not effective -
                 Therapy not efficacious   Consider explanatory
                 – Abandon!                trial!
                 Or non-inferior – Need    Or non-inferior – Use if
                 pragmatic trial!          other advantages!



                 Indeterminate –           Indeterminate –
                 Further research          Further research
                 warranted!                warranted!




0    MID                                         Karanicolas et al, JCE , 2007
Minimally important difference
     Methods
       scenarios
         patients, clinicians
       global ratings of change

     MID (CRQ/CHQ/AQLQ = 0.5)
     Mean change 0.6
      ⇒ everyone benefits?

     Mean change 0.3
      ⇒ no one benefits?
Change score difference
0.45                                  MID
 0.4

0.35         Control                                    Treatment

 0.3
                                             P(Imp|T)
0.25
                                                 P(Imp|T) - P(Imp|C)
 0.2

0.15

 0.1
                                             P(Imp|C)
0.05

  0
   -3 -2.5 -2 -1.5     -1 -0.5   0   0.5 1     1.5      2   2.5     3
                          Effect Size
Effect Size and NNT

Effect
         0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8
Size



NNT      20   13   9   7   5   5   4   4
CRQ Dyspnea Change Scores
                                       MID
            14

            12

            10
Frequency




             8
                                                                   Treatment
                                                                   Control
             6

             4

             2

            0
            -2.5 -2.0 -1.5 -1.0 -0.5 0.0 0.5 1.0 1.5 2.0 2.5 3.0
                                  CRQ Score
CRQ Dyspnea Change Scores
Difference between groups: mean=0.60, 95% CI=(0.18, 1.03)

Cut-point   Proportion    Proportion    Proportion   NNT for a
            better on     better on     benefiting     single
              rehab      conventional   from rehab   patient to
                             care                     benefit
   0.0        0.72           0.46         0.26          3.8

   0.5        0.47          0.28           0.19         5.2

   1.0        0.30          0.13           0.17         5.8

   1.5        0.20          0.08           0.12         8.1

   2.0         0.12         0.00           0.12         8.0

   2.5        0.05          0.00          0.05         20.0
Steps to making QOL data from
RCT compelling to clinicians
 Determine the MID

 Report mean differences
   in terms of MID

 Choose threshold
   absolute
   change related to MID

 Calculate proportion benefit, NNT, natural
  frequencies
Conclusion

  Clinicians not always good surrogates for patients

  Science of PRO is well advanced with standard
   methods to assess instruments’ measurement
   properties
  However, guidance for interpretability is key
    MID as useful concept
Thank you




            33

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Understanding and interpretation of patient reported outcomes

  • 1. Holger Schünemann, MD, PhD Cochrane Colloquium – Freiburg, October 3, 2008 Session Processes and Tools | Patients and Research 1
  • 2. Disclosure Relevant Financial Relationships  Co-developer of CRQ-SAS. License fees from for-profit organizations to McMaster University supporting research projects Off label medication  None mentioned
  • 3. Content  Why “Patient Reported Outcomes (PROs)”?  Types and principles of PROs?  Interpreting results of PROs  Minimal important difference
  • 4. Why PROs?  Direct measurement of how people feel and function is replacing physiologic or laboratory tests as primary outcomes  Primarily in chronic disease populations  Shift is motivated by realization that changes in physiologic endpoints often bear a limited relation with changes in patient reported health 4
  • 5. Example chronic obstructive lung disease (COPD)  Fourth common cause of death worldwide  No efficacious treatment to alter mortality  Primary outcome measure in research: lung function • Lung function correlates poorly with how patients feel • How patients feel is a key patient-important outcome Jones, ARRD 1992
  • 6. Should we ask patients or clinicians? Agreement between patients and clinician in assessment how patients feel  COPD rehabilitation  Feeling thermometer: 0 – 100 scale Puhan et al. Respir Med 2004
  • 7. Validity of clinician assessment Puhan et al. Respir Med 2004
  • 8. 8
  • 9. “I figure there’s a 40% chance of rain, and a 10% chance we know what we are talking about.” Wall Street Journal
  • 10. Why patients (PROs)? Clinicians don’t always have a good sense of how patients are feeling 10
  • 11. Best use of PROs When the goal of treatment is to improve how the patient is feeling, rather than to prolong life  Or incidence of “hard outcomes” Even then it is important to capture the variability in patient’s function and feelings  Mild vs severe stroke  Large vs small infarct  Painful vs painless death Bryant et al Med Prakt 2007
  • 14. Quality adjusted life years  1 QALY = 1 year of life with a utility/quality of 1.0 1.0  or 10 years of life with a quality of 0.1 Quality  or 2 years of life with a quality of 0.5  different from 2 years with a quality of 0.25 0.5 0.1 0 1 2 10 years
  • 15. What is Quality of Life?  Quality of life is an individual's satisfaction or happiness with life in domains she or he considers important  Health-related quality of life (HRQL) is an individual's satisfaction or happiness with domains of life insofar as they affect or are affected by quot;healthquot; http://www.atsqol.org
  • 16. Health Related Quality of Life Measures Generic Instruments: Attempt to measure all important aspects of HRQL (e.g., health profiles and preference measures)  SF-36 Specific Instruments: Measure aspects of HRQL that are specific for the area of interest (e.g., a disease, a population or a problem, some preference measures)
  • 17. Types of Instruments Discriminative Instruments:  Differentiate between people who have better HRQL and those who have worse HRQL at one point in time Evaluative Instruments:  Focus on measuring how much HRQL has changed in repeated measurements
  • 18. Discriminative properties Cross-sectional measurement good H R mild Q L moderate severe bad Severity of disease (other measure)
  • 19. Evaluative properties Longitudinal measurement good Time 2 H R Q Responsiveness improvement L Time 1 bad Severity of disease (other measure)
  • 20. Discriminative and evaluative properties: Longitudinal measurement good Responsiveness & Validity H R Q L improvement Time 2 Time 1 bad Severity of disease (other measure)
  • 21. Content  Why “Patient Reported Outcomes (PROs)”?  Types and principles of PROs?  Interpreting results of PROs  Minimal important difference
  • 22. A (typical) presentation of QOL information  Effect of alefacept on quality of life in 553 patients with psoriasis  Alefacept significantly reduced (improved) mean Dermatology Life Quality Index compared with placebo:  4.4 vs. 1.8 at 2 weeks (P<0.0001)  3.4 vs. 1.4 at 12 weeks (P<0.001)
  • 23. Clinical research design  We need to know how large a change is large enough?
  • 24. Minimal Important Difference  “the MID is the smallest difference in score in the outcome of interest that informed patients or informed proxies perceive as important, either beneficial or harmful, and which would lead the patient or clinician to consider a change in the management”
  • 25. EFFECT MEASURE EXPLANATORY PRAGMATIC Therapy efficacious - Therapy effective - Pragmatic trial needed! Implement! Therapy not effective - Therapy not efficacious Consider explanatory – Abandon! trial! Or non-inferior – Need Or non-inferior – Use if pragmatic trial! other advantages! Indeterminate – Indeterminate – Further research Further research warranted! warranted! 0 MID Karanicolas et al, JCE , 2007
  • 26. Minimally important difference  Methods  scenarios  patients, clinicians  global ratings of change  MID (CRQ/CHQ/AQLQ = 0.5)  Mean change 0.6 ⇒ everyone benefits?  Mean change 0.3 ⇒ no one benefits?
  • 27. Change score difference 0.45 MID 0.4 0.35 Control Treatment 0.3 P(Imp|T) 0.25 P(Imp|T) - P(Imp|C) 0.2 0.15 0.1 P(Imp|C) 0.05 0 -3 -2.5 -2 -1.5 -1 -0.5 0 0.5 1 1.5 2 2.5 3 Effect Size
  • 28. Effect Size and NNT Effect 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 Size NNT 20 13 9 7 5 5 4 4
  • 29. CRQ Dyspnea Change Scores MID 14 12 10 Frequency 8 Treatment Control 6 4 2 0 -2.5 -2.0 -1.5 -1.0 -0.5 0.0 0.5 1.0 1.5 2.0 2.5 3.0 CRQ Score
  • 30. CRQ Dyspnea Change Scores Difference between groups: mean=0.60, 95% CI=(0.18, 1.03) Cut-point Proportion Proportion Proportion NNT for a better on better on benefiting single rehab conventional from rehab patient to care benefit 0.0 0.72 0.46 0.26 3.8 0.5 0.47 0.28 0.19 5.2 1.0 0.30 0.13 0.17 5.8 1.5 0.20 0.08 0.12 8.1 2.0 0.12 0.00 0.12 8.0 2.5 0.05 0.00 0.05 20.0
  • 31. Steps to making QOL data from RCT compelling to clinicians  Determine the MID  Report mean differences  in terms of MID  Choose threshold  absolute  change related to MID  Calculate proportion benefit, NNT, natural frequencies
  • 32. Conclusion  Clinicians not always good surrogates for patients  Science of PRO is well advanced with standard methods to assess instruments’ measurement properties  However, guidance for interpretability is key  MID as useful concept
  • 33. Thank you 33