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ParentProjectMD.org
Measuring the priorities and treatment preferences of caregivers of a child with
Duchenne Muscular Dystrophy using best-worst scaling
Holly Peay, M.S.
Parent Project Muscular Dystrophy
ParentProjectMD.org
“I understand the need for caution and care, but I also know that our children are dying. Parents should be able to decide the risk/benefit of a drug that has gone through and passed preliminary testing. I would rather my son die trying and fighting than waiting and wondering and wishing….I am one parent willing to take an educated risk!”PPMD “Share Your BRAVE Story”
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FDA FDASIA and PDUFA legislation (2012)
• Committed the FDA to initiate the Patient-Focused Drug Development Program
• Aims to inform the FDA’s benefit/risk assessments and includes goals of systematically obtaining the patient’s perspective on disease impact and treatment benefits
(http://www.fda.gov/forindustry/userfees/prescriptiondruguserfee/ucm326192.htm)
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A time of unique opportunity• How do we influence regulatory bodies?
– Who represents patient/family preferences?
• What do regulators want?– Less “emotion”?– More “patient stories”?– Quantifiable, generalized data?
• What does the community want?– What is a “good enough” benefit?– Is any risk too high for approval?– What information needed for decision making?
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Engagement models• Direct engagement via representation,
consultation and/or testimony• Formal study of the preferences and
views of patients and the public• “When asking the public to assist in
determining health priorities, we should use techniques that allow people to reveal their true preferences. If not, why bother asking them at all?” (Gafni,1995)
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PPMD’s benefit/risk study
Advocacy-led, community-engaged study to:
1. Quantify treatment preferences of caregivers for benefits and risk of potential treatments (BWS case 2)
2. Prioritize Duchenne-related worries of caregivers to describe impact (BWS case 1)– Compare worry priorities of parents of
ambulatory and non-ambulatory children
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A BWS benefit:• Offers alternative to complex algorithms:
score a level given the times a level was rated as best or worst. – Level receives +1 if rated as best– Level received -1 if rated as worst– Level receives 0 otherwise
• An approximation to the utility of the level is given by averaging the score, or as– Score = (B – W)/N– where N is the number of times a level appears
across all choice sets.
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Treatment preferences• Hypothetical treatment features (attributes)
identified and refined in consultation with parents, clinicians, researchers and industry
• In-depth pilot testing with 7 parents• Parents/guardians identify what parts of
each treatment were best and worst• Experimental design identified 18 potential
treatments that systematically varied across the six chosen attributes
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Attributes and levels• Effect on muscle function (none, slows, stops)• Gain in expected lifespan (none, 2, 5 years)• Post-approval information (none, 1, 2 years)• Nausea (none, loss of appetite, loss of appetite
and occasional vomiting)• Risk of bleeds (none, risk of bleeding gums and
increased bruising, risk of hemorrhagic stroke)• Risk of heart arrhythmia (none, risk of
harmless heart arrhythmia, risk of dangerous heart arrhythmia and sudden death)
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Example BWS choice taskChoose the best thing in this treatment by clicking the circle under “best” and choose the worst thing by clicking the circle under “worst”. You have to choose a best thing and worst thing to move on. Remember that a computer chose the combinations to make the experiment work, and some of them seem bad. Even so, please pick the best and worst thing.
Best Treatment Worst
○ Slows the progression of weakness ○
○ 2 year gain inexpected lifespan ○
○1 year of post-approval drug
information available○
○ Causes loss of appetite ○
○Increased risk of
bleeding gums and increased bruising
○
○Increased risk of harmless heart
arrhythmia○
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DMD worries: BWS case 1
• Responsive to the FDA’s request to understand disease impact
• Aim: prioritize “qualitative” DMD-related worries using quantitative methods
• 5 parents contributed worries, ultimately resulting in list of 16 DMD-related worry statements after stakeholder engagement, categorized under 4 domains
• Pilot study conducted with 7 parents
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Worries and domainsDomain Attribute descriptionChild affect My child feeling happy My child having good friends My child not being able to express deep worries My child feeling like a burden on the familyFamily and social The wellbeing of my other children Effect of Duchenne on my closest relationships My child becoming independent from me over time Feeling isolated from other familiesChild medical concerns My child getting weaker Getting the right care for my child over time My child missing out on new treatments Affording care my child needs within the family budgetParent well-being Managing my uncertainty about my child's future Being a good enough parent for my child Me handling the emotional demands of Duchenne Having time for myself
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BWS worry choice task
In the past 7 days, choose which of the following concerns you have been most worried about and which you have been least worried about.
Most worried Concerns Least worried
○ My child having good friends ○
○ The wellbeing of my other children ○
○ My child not being able to express deep worries ○
○ Being a good enough parent for my child ○
○ My child feeling like a burden on the family ○
○ My child feeling happy ○
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Recruitment• Recruitment:
– Using PPMD, DuchenneConnect Registry, and snowball recruiting
• Inclusion/exclusion:– At least one living child with DMD, living in the
US, over 18 years of age, and able to complete an online survey in English
• Ethics:– Study determined to be exempt by the
Western Institutional Review Board
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Sample (119)Participant characteristics Mean (SD) Caregiver age in years 43.7 (SD=7.7)Relationship to child(ren) Biological mother 67.2% Biological father 28.6% Adoptive mother 3.4% Adoptive father 0.8%Marital status Married/long-term relationship 89.9% Divorced/Separated 9.2% Widowed 0.8%Race Caucasian 91.6%Education High school/GED 4.2% Some college 14.3% Technical school 5.0% Associated degree 7.6% Four-year college degree 42.9% Graduate/professional degree 25.2%Income <$25,000 5.9% $25,000-$50,000 8.4% $50,000-$75,000 18.5% $75,000-$100,000 18.5% >$100,000 47.1%
Child characteristics PercentChild age in years 21.1 (SD=6.4)Number of affected children One child 92.4% Two or more children 7.6%Living arrangements In caregiver's home 98.3% Independent 0.8% Other 0.8%Ambulation status Ambulatory 63.9% Non-ambulatory 36.0%Research participation Clinical research 58.0% Clinical trial 34.0%Had life-threatening emergency Yes 18.5% No 81.5%
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Stops Slows
None 5 yr 2 yr None 2 yr 1 yr None None Mild Mod None Mild Sev None Mild Sev
Levels 0.87675070028011
2
0.79971988795518
2
-0.07983193277310
92
NaN 0.46358543417366
9
0.40756302521008
4
-0.11344537815126
NaN 0.05602240896358
54
0.02240896358543
42
-0.02100840336134
45
NaN -0.00980392156862745
-0.13165266106442
6
-0.28011204481792
7
NaN -0.01120448179271
71
-0.26610644257703
1
-0.71988795518207
3
NaN -0.03781512605042
02
-0.16946778711484
6
-0.78571428571428
6
-0.9
-0.7
-0.5
-0.3
-0.1
0.1
0.3
0.5
0.7
0.9
Rela
tive
best
-wor
st sc
ore
Relative attribute importance
28.66% 17.29% 2.31% 8.10% 21.23% 22.41%
Effect on muscle function Lifespan Knowledge about drug Nausea Risk of bleeds Risk of heart arrhythmia
Figure 2. Relative best-worst scores for attribute levels and relative attribute importance
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B. Child getting weaker
C. Getting the right care
A. Miss out new treatments
D. Child feeling happy
L. Managing my uncertainty
P. Affording care
E. Child having friends
H. Not able to express worries
J. Good enough parent
R. Wellbeing other children
K. Handling emotional demands
F. Child feeling like burden
Q. Effect on closest relationships
G. Child becoming independent
N. Isolated from other families
M. Time for myself
-3.000 -2.000 -1.000 0.000 1.000 2.000 3.000
Worry Prioritization by Ambulation Status
Non-ambulatory
Ambulatory
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ConclusionsPreference experiment:
– Stopping/slowing the progression of muscle weakness accounted for the largest proportion of the variation.
– The presence of side effects/risks could be compensated for by a treatment that stops/slows progression to muscle function.
Worries experiment:– Child’s disease management was ranked as of
greatest concern, followed by child’s affect. – Impacts of DMD on the family and parents’
wellbeing were less prioritized.
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Some benefits of community-engaged approach• Identify the “right” attributes and levels
– Meaningful to patients/families– Acceptable to other stakeholders
• Set up the experiment “properly” for the community
• Bring together stakeholders in a mutually-beneficial process
• Give the community a productive action
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Engaging the FDA
• On July 9, 2013, PPMD met with Dr. Janet Woodcock and senior staff from FDA; one objective: review BR results
• On December 12, 2013 PPMD held an FDA/community engagement meeting that also covered the BR study
• Anecdotally, FDA senior staff have encouraged other advocacy organizations to use it as a model
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Acknowledgements
• Co-authors: – John Bridges, JHSPH– Ilene Hollin, JHSPH– Hadar Sheffer, PPMD– Ryan Fischer, PPMD
This research was supported through funding from Parent Project Muscular Dystrophy (PPMD).
ParentProjectMD.org
Results: Treatment preferencesTreatment benefits and risks Best Worst Utility SE T-testP-
ValueStops progression of weakness 628 2 0.877 0.01 69.4 <0.001Slows progression of weakness 571 0 0.800 0.02 53.4 <0.001Does not change progression of weakness 68 125 -0.080 0.02 -4.1 <0.0015 year gain in expected lifespan 348 17 0.464 0.02 22.7 <0.0012 year gain in expected lifespan 299 8 0.408 0.02 21.2 <0.001No extra gain in expected lifespan 12 93 -0.113 0.01 -8.3 <0.0012 years of post-approval drug info available 109 69 0.056 0.02 3.0 0.0011 years of post-approval drug info available 20 4 0.022 0.01 3.3 0.001No post-approval drug info available 41 56 -0.021 0.01 -1.5 0.064No increased chance of nausea 19 26 -0.010 0.01 -1.0 0.148Causes loss of appetite 1 95 -0.132 0.01 -10.3 <0.001Causes loss of appetite with occasional vomiting 17 217 -0.280 0.02 -15.0 <0.001No increased risk of bleeds 3 11 -0.011 0.01 -2.1 0.016Increased risk of bleeding gums and increased bruising 0 190 -0.266 0.02 -16.1 <0.001Increased risk of hemorrhagic stroke and lifelong disability 0 514 -0.720 0.02 -42.8 <0.001No increased risk of heart arrhythmia 5 32 -0.038 0.01 -4.5 <0.001Increased risk of harmless heart arrhythmia 1 122 -0.169 0.01 -11.9 <0.001Increased risk of dangerous heart arrhythmia and sudden death 0 561 -0.786 0.02 -51.1 <0.001
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Results: Worry prioritization
Worry Domain Estimate Std Error Z score P-valueChild missing new treatments MC 0.93 0.073 12.73 p<0.001Child getting weaker MC 2.30 0.074 31.09 p<0.001Getting the right care over time MC 1.00 0.073 13.64 p<0.001Child feeling happy CA 0.67 0.076 8.84 p<0.001
Child having good friends CA 0.10 0.076 1.34 0.18Child feeling like burden CA -0.67 0.073 -9.22 p<0.001Child becoming independent FS -0.85 0.071 -11.92 p<0.001Child unable to express worries CA 0.09 0.075 1.27 0.21Good enough parent PWB -0.05 0.083 -0.61 0.54Handling emotional demands PWB -0.20 0.076 -2.65 0.01Managing my uncertainty PWB 0.49 0.076 6.43 p<0.001Having time for myself PWB -1.97 0.071 -27.59 p<0.001Isolated from other families FS -1.10 0.071 -15.5 p<0.001Affording care my child MC 0.27 0.074 3.67 p<0.001Effect on closest relationships FS -0.85 0.072 -11.77 p<0.001Wellbeing of other children FS -0.16 0.078 -2.12 0.03