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Rare Diseases and PROMIS: Opportunities Natcher Conference Center
March 1, 2013
James Witter MD, PhD FACRCSO PROMIS
Medical Officer: Rheumatic DiseasesNIH/NIAMS/DSRD
Rare Diseases and PROMIS: Opportunities Natcher Conference Center
March 1, 2013
James Witter MD, PhD FACRCSO PROMIS
Medical Officer: Rheumatic DiseasesNIH/NIAMS/DSRD
Dynamic Tools to Measure Health Outcomes from the Patient Perspective
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Goals of presentation
• General Overview
• The ‘science’ of PROMIS– Domain theory of disease– Item Response Theory (IRT)
• Application of Computerized Adaptive Testing (CAT)
– Terminology
• Future in rare diseases
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Definitions-Terminology
• Items are questions that have:• Context, stems, responses• Parameters (Difficulty, Discrimination)
– Important for analyses, calibration
• Banks (collection of items) • “calibrated” on a common metric
– difficulty and discrimination have been estimated
• Define common concept-domain– Allow computerized adaptive testing (CAT)
• Domains• Define latent traits/abilities
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Item Response Theory
• In psychometrics- body of theory that:• Describes application of mathematical models to
how people respond to items» At person and item level
• Serves as basis for measuring » Abilities» Attitudes
• Based on probability of endorsing a particular item category is function of latent trait or ability
• Ability to improve reliability of instrument
Low High
Persons’ Levels of Physical Function
Item Difficulty
IRT models Latent Traits:People and Items are Represented on the Same Scale
Are you able to run 5 miles
Are you able to
get out of bed.
Low High
5
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DOMAINS
A domain is the specific feeling, function, or perception you want to measure.
Cuts across different diseases
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Domains & Diseases: Hypotheses
• Rare diseases are combinations of different domains– fatigue, physical function, anxiety, pain…
• Capturing multiple domains may be optimal way to assess rare diseases
• Core-common PRO domains are universally applicable across diseases, ages and ethnicities
• Core PRO domains can link common and rare diseases
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Outcomes (FDA workshop & ICOAWG)
• Clinical Outcomes Assessments (COAs)
•PROs: Patient-reported outcomes
•ClinROs: Clinician-reported outcomes
•ObsROs: Observer-reported outcomes
• all influenced by human choices, judgment, cooperation or
motivation
• Biomarkers• not influenced by humans
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Patient-Reported Outcomes (PROs)
• FDA and NIH recognize PROs as important outcomes to answer clinical questions– translating the efficacy-effectiveness and
safety of therapeutics• In development (clinical research)• In the real world (clinical care)
• Patient burden is important aspect of PRO assessment in both these settings
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Advancing Patient-Centered Outcomes
PROMIS: A Common Source of PROsPROMIS: A Common Source of PROs
Clinical PracticeClinical research
Surveys (CDC)
NIH FDA
Clinic Hospital
Industry
PROMIS Resources
Advancing Knowledge>100 Peer-Reviewed
Publications
InformaticsAssessment CenterSupports >100 Studies
Tools40 Adult Measures
20 Pediatric Measures
TranslationsAll item banks Spanish
Cooperative Group12 Research Sites
3 Centers150+ Scientists
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Common DOMAINS
• Fibromyalgia•Pain, fatigue, depression
• SLE•Fatigue, pain, social function
• RA•Pain, physical function, fatigue
Anxiety
Prostaglandins
Interleukins
Chemokines
Sleep
PROsPROsMechanismsMechanisms
Pain
Phys Fn
SocialFatigue
PROMIS Measures Tested in Six ConditionsCondition Relevant Item Banks
COPD Physical FunctionFatiguePainSocial Role Satisfaction Emotional Distress (Depression, Anxiety, Anger)
Heart Failure Physical FunctionFatigueSocial Role SatisfactionDepression
Low Back Pain Pain (Interference and Behavior)Physical FunctionDepressionFatigueSleep Disturbance
Depression Emotional Distress (Depression, Anxiety, Anger)Sleep DisturbanceFatiguePhysical FunctionPain
Arthritis Physical Function
Cancer PainFatigueEmotional Distress (Depression, Anxiety)Physical Function
5035 40 45 55 60 65
PROMIS Fatigue Across Five Clinical Conditions
Average for General Population
COPD Stable (B) COPD Exacerbation (B)
HF Pre-transplantHF Post-transplant
Exacerbation to Stable
Depression (B)
Depression (1 mo)
Depression(3 mos)
Cancer Chemo
(B)
Cancer w/ benefit(2 mos)
Back Pain(B)
Back Pain(1 mo)
Back Pain(3 mos)
N = 64
N = 310
N = 114
N = 229
N = 125
27
PROMIS® Profile Short Forms (29-43-57 items)
27
Anxiety29Anxiety29
Depression28Depression28
Fatigue95Fatigue95
Pain Interference41Pain Interference41
Sleep Disturbance27Sleep Disturbance27
Physical Function86Physical Function86
Satisfaction with Roles14Satisfaction with Roles14
46
8
Mental
Physical
Social
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PROMIS® combines:
• Item Response Theory (IRT) and Computer Adaptive Testing (CAT)
• Together, IRT and CAT provide precise measurement of individual symptoms
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Computerized Adaptive Testing (CAT)
Integrates IRT with computers to administer a PRO instrument
• selects questions on the basis of a patient’s response to previously administered questions
• measurement is “adapted” to individual
• skips uninformative items to minimize response burden
• allows determination of person’s standing on a domain without a loss in measurement precision.
Computerized Adaptive Tests
0011
2233
- 1
- 1
- 2
- 2
- 3
- 3
high high physicalphysicalfunctionfunction
0011
22
Question #2Question #2
1122
Question #3Question #3
QuestionnaireQuestionnairewith a highwith a highprecision -precision -
ANDAND a awide rangewide range
lowlowphysicalphysicalfunctionfunction
Question #1Question #1
• Covers the whole range of the domain• Items are “calibrated” (difficulty and
discrimination)
CAT Starts with an Item Bank
An item bank is a large collection of items measuring a single domain.
Any and all items can be used to provide a score for that domain.
PROMIS® Adult Banks: v1.0
DomainsDomains
Items Items inin
BankBank
Items in Items in ShortShortFormForm
Emotional Distress – AngerEmotional Distress – Anger 2929 88Emotional Distress – Anxiety Emotional Distress – Anxiety 2929 77Emotional Distress – Depression Emotional Distress – Depression 2828 88FatigueFatigue 9595 77Pain – Behavior Pain – Behavior 3939 77Pain – interferencePain – interference 4141 66Physical FunctionPhysical Function 125125 1010Satisfaction with Discretionary Social Satisfaction with Discretionary Social
ActivitiesActivities1212 77
Satisfaction with Social RolesSatisfaction with Social Roles 1414 77Sleep Disturbance Sleep Disturbance 2727 88Wake Disturbance (sleep related Wake Disturbance (sleep related
impairment)impairment)1616 88
Global HealthGlobal Health 1010
Child-Adult Linkage Studies
• Render child and adult editions comparable (i.e., same scale)
• Result: life course outcome assessment
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DomainsDomains
Items Items inin
BankBank
Items in Items in ShortShortFormForm
Emotional Distress – AngerEmotional Distress – Anger n/an/a 66
Emotional Distress – Anxiety Emotional Distress – Anxiety 1515 88
Emotional Distress – Depression Emotional Distress – Depression 1414 88
FatigueFatigue 2323 1010
Pain – Interference Pain – Interference 1313 88
Physical Function-MobilityPhysical Function-Mobility 125125 1010
Physical Function-Upper ExtremityPhysical Function-Upper Extremity 2929 88
Peer Relationships Peer Relationships 1515 88
AsthmaAsthma 1717 88
PROMIS® Pediatric Banks: v1.0
Assessment Centerwww.nihpromis.org
- Download PROMIS questionnaires- Computerized Adaptive Tests -Study-specific URL- Non-PROMIS items- eConsent- Data dumps- NIH inclusion enrollment report
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Contributions: Future Clinical Research
• Precision – improved measurement precision across the full range of patient-reported outcomes
• Efficiency – less respondent burden
• Standardization – more interpretable research with standard terminology and metrics
• International clinical trial applications
• Common language between research and practice fosters CER