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Some Thoughts
Progress takes time:
– It has been more than 10 years since the ISPOR Board of
Directors commissioned the RWDTF in the Spring of 2004
– I began work on benefit-risk modeling in 2006 and
performance-based risk-sharing arrangement in 2007.
We have made progress, but it’s difficult to know
when we might reach a tipping point or acceleration,
but there are increasing pressures to demonstrate
value post-launch.
Use of CEA for guidelines development (ACC/AHA) is
very encouraging.
Incentives drive decisions more than information.
Registries
Omar Dabbous, MD, MPH
Agenda
Introduction
Definitions
Strategic rationale
Design considerations
Operational (implementation) considerations
Examples
Other issues and future considerations
Conclusions
Introduction Section 1:
Fixed treatment options
Few patients and short follow up
Limited types of patients
Delay in publication (end of trial)
Limitations of clinical trials
Efficacy: “is the extent to which medical
interventions achieve health improvements
under ideal circumstances”
Does it work?
Effectiveness: “is the extent to which medical
interventions achieve health improvements in
real practice setting”
Does it work in the real world?
Efficacy vs. Effectiveness “Lab vs Field”
Gold et al, Cost Effectiveness in Health and Medicine, New York NY,
Oxford University Press. 1996 392 - 411
Definition and Perspective Section 2:
Registry Definition
A patient registry is an organized system that
uses observational study methods to collect
uniform data (clinical and other) to evaluate
specified outcomes for a population defined by a
particular disease, condition, or exposure, and
that serves a predetermined scientific, clinical, or
policy purpose(s).
Gliklich RE, Dreyer NA: Registries for Evaluating Patient Registries: A User’s Guide:
AHRQ publication No. 07-EHC001. Rockville, MD. April 2007
Defining Characteristics
• Observational, naturalistic, “real world”
• Not driven by protocol (per se) nor randomization
• Not driven by hypothesis (usually) but not purely exploratory
• Large, multi-center, long-term (typically) • To benefit from geographic and patient variability, and
sheer numbers
• Scientific Advisory Panel (recommended) • Steering committee
• Publication committee
• Active practitioner participants (generally)
Defining Characteristics (cont’d)
• IRB/EC approval, informed consent, privacy protected (always)
• On-going analysis, reporting, publication – But, (typically) finite timeframe
• A prospective study that requires a customized operational approach – Data collection
– “Monitoring”
– Site management
– Project management
– “Program” management
Universe of Registries: Who Needs Real World Data
Government
Registry
Physicians Patient
Public
policy Industry
Employer Payer/
insurers
Accreditors
http://effectivehealthcare.ahrq.gov/decide/registryOutline.cfm#chapter2
My Perspective: Patient registries Can Achieve Strategic and Scientific goals…
Commercial
Medical R&D
–…but must be designed collaboratively and
“operationalized” appropriately
Strategic Rationale Section 3:
Motivations
• Commercial – Accelerate acceptance
– Optimize utilization
– Recertification
• Safety Surveillance – AE/SAE driven
– Pregnancy exposure
– Risk management plan
Epidemiological
• Natural history of disease
Outcomes Research
• Economic (Value Documentation, Modeling)
• Humanistic (Outcomes, Validation)
• Pricing justification
• Model validation and populating
Registries are Needed Because…
• …RCTs can be too artificial in intent and design, and therefore poorly reflective of actual medical practice – Tight inclusion criteria
– Experimental protocol
– Tight procedural control
– Randomization, blinding, placebo, etc.
– Short in duration
– Homogeneous sites
Registries are Needed Because… • Real world data…we
need to know how a product is used and how it “performs” under real world conditions – Safety : mandated by
regulator and now by payers
– Value • Clinical outcomes (CER)
• Economic value
• Humanistic value
What Do we Get from Registries: Real World Data
Real-world clinical practice patterns
Natural history of the disease
Provides data on key accounts
Long term clinical safety & effectiveness
Comparative effectiveness & product differentiation
Cost effectiveness
Quality measurement/improvement
Hypotheses for future clinical trials
Benefits of Registries: Real World Data
• Benefits of RW data: Effectiveness vs. efficacy
Multiple interventions
Long-term benefits and harms
Diverse population
Broader range of outcomes
Resource use
Dosing, compliance, adherence
When RCT not possible
Confirmatory of RCTs
Urgent, life-threatening situation
Interim evidence in absence of RCT
Strategic Considerations
Registries can be expensive
Use within a strategically important indication and in a competitive market
Conduct when payers request validation of trials data and findings
Conduct when mandated by a regulatory authority
When disease/product data is lacking or missing
In support of patients programs and managed entry agreements
Registries create a multifaceted communication platform
Deliverables Analysis/Publication
Case Studies
CME Monographs &
Case Studies
Manuscripts Registry Reports
Abstracts Presentations
Aggregate Data
Subset Data and Patient Types
Site Specific Data
Website
Registry Summit
Meetings
Consumer Awareness
Design Considerations Section 4:
Consider….
• Product versus disease registry?
• Strategic, scientific goal – Consider “working
backwards” from what you want to achieve
• Tangible output and “theme”
• Analytical structure
• Design
• Data requirements and processes
• Everything else
Strategic Planning: Building the Registry from the Ground Up
What are the research
goals?
What are the strategic
goals underlying the
study?
– Direct impact on how the
project/study should be
‘operationalized’
• Direct impact on budget
and ROI
How will you know if you’ve
achieved success?
– Performance metrics
(impacted by strategic
goals)
REPORTS
LEGAL, REGULATORY, IRB REVIEW
MATERIALS PRODUCTION AND DISTRIBUTION SITE RECRUITMENT AND TRAINING
PATIENT ENROLLMENT,
OUTCOMES TRACKING,
DATA COLLECTION
SITE
SUPPORT
ANALYSES
NEWSLETTERS
PUBLICATIONS ABSTRACTS, PRESENTATIONS
MEETINGS
STRATEGY
ANALYSIS PLAN COMMUNICATIONS PLAN
DATA COLLECTION FORMS,
PROCESSES, AND LOGISTICSSCIENTIFIC ADVISORY PANEL
SITE IDENTIFICATION (FIELD
INVOLVEMENT)
Implications for Design
What do you want to do?
What question do you want to
answer?
What issues do you want to explore?
Will the findings be useful and
informative?
What are your strategic (business)
goals?
– A vs. B? A vs. D?
– A vs. all? A vs. other Rx products only?
– All?
e
A
B
F
d
b C
D
Implications for Design (cont’d)
Can we “control for” ….?
– Patient variation and comorbidities
– Physician experience, preference and
constraints
– Product availability
– Patient compliance
– Etc.
Not perfectly…
– Goal: minimize bias
– Control for confounders
– Employ advanced statistical techniques
e
A
B
F
d
b C
D
Implications for Design (cont’d)
• Relative to RCTs, a patient registry is
imperfect BUT still essential;
therefore…
– Set expectations
– Set expectations realistically
e
A
B
F
d
b C
D
Operational (implementation) considerations
Section 5:
Different Conditions Require Different Operational Processes
Operational Issues and Challenges
• Site selection
• Site training and start-up
• Regulatory considerations
– Approval/notification
– Legal review
• Contracts versus agreements
– IRB/EC approval
• Privacy
– Informed consent
Site “interaction” (monitoring) and management
• Site motivation
• Protocol “adherence”
- Inclusion
- Procedures
Data Management
• Accommodating multiple measures
• EDC issues
• Data quality
- SDV
Operational Issues and Challenges (cont’d)
Analysis
• Biases, etc.
• Representative of treated patient population
• Association versus causality
• Findings
• Ensure use of robust statistical methodology
• Accurate interpretation of the data
• Reporting (communications)
Operational Issues and Challenges (cont’d)
Other issues and future considerations
Section 6:
Other Issues…..
• Distinct SOPs?
• Listing as clinical trials? • Mandated to register observational research
• Organizational “ownership”? • HEOR
• Epidemiology
• Medical Affairs
• Marketing / Product Management
• Clinical Operation
• R&D
• Safety/PV
• Other
Future Considerations
More “provisional” approvals, requiring the
submission of registry data
– US version of NICE?
– FDA, CMS, PCORI, etc.
Payers (in the US) will fuel the push for CER,
causing progressive pharma companies to be
proactive and collaborative
CER will embrace a variety of research methods
– ‘Hybrid’ prospective observational research
– Retrospective database research
– Meta-analyses and systematic reviews
– RCTs
Future Considerations (cont’d)
Digital Health:
– EMRs will be critical and will change the nature of patient
registries
Combination:
– Trials + registry
– EMR + Claims data
– EMR + claims data + survey
– EMR + claims data + survey + Patient reported
outcomes
Benefits of registries
Global and Local Registries
Global Program
• Benefits – “Engine” with
customizable “body” • Opportunity for staged
participation by smaller affiliates
• Challenges – Value of aggregate
analysis may be questionable
– Local adaptation may be too extreme
– Local regulations may be too constraining
Local Program
Benefits • Customized specifically for local conditions
Challenges
• Expensive to develop and implement
• Limited benefit beyond local market
• Limited population may constrain scientific value
Strategic objectives: Industry
Transform customers into scientific partners
Can serve as a platform for common
research project
Provides data on key accounts
Post-marketing safety surveillance
Used to develop clinical guidelines, and
evidence based medicine publications
Strategic objectives: Sponsors
Post-marketing data on clinical practices – how is a product being used?
– validation of trial results in real-world practice
– evaluating whether MDs are adhering to guidelines
– comparison with competitor’s products
– who is prescribing the procedures, drugs “Dr’s specialty”
– which groups of patients are using your product?
Marketing & building brand identity & loyalty – plan competitive future marketing strategy
– make effective business decisions
– tools for marketing team “new relationships”
Strategic objectives: Sponsors (cont’d)
Medical practice patterns
Understand geographic practice patterns
Aid healthcare technology development
Guide & help the design of new clinical trials
Supportive data in sponsored symposia
Deliverables: Direct Benefits to Sponsors
Product-specific utilization report (confidential)
Aggregate report (quarterly or twice yearly)
Special reports (on request)
Scientific support (on request)
Strategic objectives: Investigators
Educational feedback
Quarterly reports
News letters
Regular scientific meetings
Quality assurance
Physician self-study audit tool
Publications and exposure
Strategic objectives: Patients
Identify opportunities to improve the quality of
care/life for patients
Help identify new patient populations
Tools for patients engagement and education
Tools for patients triage
Conclusions
• Best practices
• Questions
Best Practices
Be realistic in registry planning
Set appropriate expectations (internally and
externally)
– Registries are part of an overall “portfolio”
Strive for organizational inclusiveness and
consensus
Develop guidelines addressing study design and
SOPs addressing unique operational requirements
Best Practices (cont’d)
Interact with KOLs and all stakeholders during
planning stages (and concurrently)
Maintain a collaborative stance with research
partners
– Minimize operational constraints
Expect change: “shift” happens
Everything is Connected
REPORTS
LEGAL, REGULATORY, IRB REVIEW
MATERIALS PRODUCTION AND DISTRIBUTION SITE RECRUITMENT AND TRAINING
PATIENT ENROLLMENT,
OUTCOMES TRACKING,
DATA COLLECTION
SITE
SUPPORT
ANALYSES
NEWSLETTERS
PUBLICATIONS ABSTRACTS, PRESENTATIONS
MEETINGS
STRATEGY
ANALYSIS PLAN COMMUNICATIONS PLAN
DATA COLLECTION FORMS,
PROCESSES, AND LOGISTICSSCIENTIFIC ADVISORY PANEL
SITE IDENTIFICATION (FIELD
INVOLVEMENT)
Registries Experience: Examples NDB – (RA)
CORRONA (RA and PsA)
TREAT (Crohn’s Disease)
Pregnancy registry (Sweden, Denmark) – (IBD, RA, PsA, AS, & PsO )
Psoriasis registry (f/u for 8 years)
Pediatric IBD registry (f/u for 20 years)
GRACE registry
Hip and Knee replacement surgery
Gioblastoma registry
ALS
Veinus Thromboembolism
Capsure Prostate cancer
Irritable Bowel Syndrome
Registry of registries (lymphoma)
*Regulatory requirement upon approval
Guidelines for Quality – Observational Studies
GRACE principles for observational studies of comparative
effectiveness. Am J Man Care 2010;16(6):21-24
– ENcEPP Checklist for methodologic studies, 2010. www.encepp.eu
– ISPOR Good Research Practices for CER I, II, III . Value in Health
2009; 1044-1072
– GPP: Guidelines for good pharmacoepidemiology practices
Pharmacoepidemiology & Drug Safety 2008:17:200-208
– STROBE: Strengthening the Reporting of Observational Studies in
Epidemiology, Epidemiology 2007;18(6): 805-835
– AHRQ REGISTRIES HANDBOOK: Gliklich RE, Dreyer NA, eds. :
Registries for Evaluating Patient Outcomes: A User's Guide. Prepared
by Outcome DEcIDE Center. AHRQ Publ. No. 07-EHC001-1. Rockville,
MD. 2007. 2nd edition, in press, 2010.
50
Limitations of RWD
• Most significant concern is bias
• Despite sophisticated statistical adjustment
techniques, real world data don’t meet the rigor of
an RCT
• Can be costly to conduct
Major Challenge:
Striking the right balance regarding the value of RCTs versus the value
of RW data
Competing Scientific Perspectives on the Value of RCTs vs. RWE
– There is a subset for health outcomes researchers
who hold strongly to the view that RCTs are far
superior to real-world data collection.
– There is a subset who think that RCTs are not
particularly helpful to understand what economic
impacts and PROs are going to show in real world
settings for coverage and reimbursement.
• This tension is reflected in real-world institutions:
– IQWiG and DERP focus on RCT reviews
– NICE uses integrated modeling (Bayesian) approach
– AMCP guidelines allow modeling approach
Real-World Evidence: An Economic Perspective on Key Facts
Information has many public good aspects:
– Implies tendency for suppliers (pharma and payers) to free
ride
– Implies tendency for consumers (pharma and payers) to free
ride
– A free (unregulated) market will tend to undersupply.
Evidence generation is costly.
The patent system for innovative medicines provides
a powerful incentive for minimizing time to market.
Policy tools include regulation (public or private),
intellectual property, and subsidies (e.g., NIH or
PCORI).
Robust Evidence
• Innovative clinical and outcomes study design • Clinically and payer relevant
• Disease/conditions, treatments, comparators, target population
• Measures and magnitude of efficacy, effectiveness, safety and
tolerability
• Quality of life and patient satisfaction
• Resource utilization and cost
• Apply sophisticated analytic methods to proactively
address anticipated payers’ questions: • Data collection, including handling of missing data
• Appropriate methods to address confounding
• Comparison to patients with similar likelihood of treatment and
benefit
• Consideration of alternative explanations
• Accurate data interpretation and validation
Questions?