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The Role of Statistics Post-Market

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Title: The Role of Statistics Post-Market


1
The Role of Statistics Post-Market
  • Jay Herson, Ph.D.
  • Johns Hopkins University
  • Sept 29, 2006

2
Post-Market Trials
  • Phase IV
  • Label extension or modification
  • Surveillance
  • Investigator INDs
  • Seeding Studies
  • Biostatistician input much needed

3
Roles
  • Role should not be described as a list of tasks
  • Role of the biostatistician in post-market
    industry trials is to be an advocate for GOOD
    SCIENCE.

4
Wisdom
  • Good Science is Good Business but
  • Good Business is not necessarily good science
  • Credible and timely results is good business in
    the long run

5
Good ScienceDesign Stage
  • Objectives
  • Primary and secondary endpoints
  • Eligibility
  • Power and precision
  • Doses, regimens
  • Control Group
  • Non-inferiority trials

6
Good Science--Results
  • Results available to patients and physicians
  • Publication regardless of results
  • Clear definition of original objectives of the
    trial
  • Appropriate measures of precision, exposure
  • Post-hoc power

7
Advocate
  • Independent Review throughout the trial

8
Post Market Trials
  • Then and Now

9
Large Trials
  • GUSTOt-PA vs streptokinase
  • ATLASadjuvant tamoxifen
  • COMMITacute MI asparin vs clopidogrel
  • CPPTlipids, cholestiramine
  • CONCORDEHIV, AZT
  • WHI

10
Surprising Results
  • BHATpropranalol
  • CASTencainide, flecainide

11
Cooperative Meta Analyses
  • ATTantithrombolytics
  • EBCTCGearly breast cancer

12
OncologyPractice Changing Trials
  • Aromatase inhibatorsbreast cancer
  • bevacizumab-VEGF, colorectal
  • trastuzimabbreast cancer
  • taxaneslung, ovarian
  • platinumlung ovarian

13
However.
  • Most of the trials just referenced were not
    conducted by industry

14
Industry Sponsorship
  • Pre-Market---Science / Regulatory driven
  • Post-MarketMarketing driven

15
Marketing Influence
  • No trials undertaken whose results could threaten
    market share
  • Results suppressed if they threaten market share

16
Industry Sponsorship
  • Phase IVUnder control of marketing
  • Anti-depressants19/21 trials head-to-head
    sponsors product superior.
  • Low dose for competitor
  • Different schedules
  • Simple conditions
  • Not double blind

17
The Non-Inferiority Complex
  • Sloppy trials
  • Result is under control of sponsor
  • Delta
  • Active control
  • Sub-potent dose
  • Terminate before effects
  • Imprecise measurement

18
Industry Sponsorship
  • Publication bias
  • Results not matched with original objectives
  • Cox-2 inhibitor trials / bureaucracy

19
Industry Sponsorship
  • Advertising agency purchased CRO
  • Seeding studies
  • Design problems
  • Organizational problems

20
Good News
  • William Olson, Ortho-McNeil
  • Patent 6,339,105
  • A regimen for the administration of tramadol for
    the treatment of analgesia
  • Slower titration rate
  • Reduction in side effects

21
Opportunities
  • Bayesian design and analysis
  • Testing groundsadaptive designs
  • Meta analysis
  • Methodology
  • Fixed vs Random Effects
  • Mixed models

22
A. MugglinMedical Devices
  • Fine illustration of the role of statisticians
  • Interesting SCD-HeFT cost-effectiveness study
  • How do results of this information get
    disseminated to stakeholderspatients and their
    caregivers?
  • Should not be used as sole justification for
    higher prices for the product.

23
Mugglin--Future
  • Globalization
  • Aging of populations
  • Cost-effectiveness
  • IOM recommendation
  • Genetics

24
Genetics
  • Revisit approved but unpopular drugs due to
    knowledge of what DNA is associated with
    response, low toxicity.
  • bucindolol vs other beta blockers for heart
    failure
  • tamoxifen vs aromatase inhibitors in breast
    cancer

25
Gould--Surveillance
  • fialuridine (FIAU), 1993
  • Good list of limitations (Considerations and
    Issues)
  • Accumulating information of RR and the lower 5
    point---how long to watch a signal?
  • Retrospective pharmacovigilence

26
Gould--Bayes
  • Definitely a role for Bayesian methods here. The
    sooner the better.
  • Empirical Bayes a good start
  • Sponsor safety database
  • OncologyMedDRA vs CTC 3.0

27
Gould--Contribution
  • Shows the contribution a statistician can make to
    a difficult problem by thinking through the
    problem
  • Hope for a common ground between plaintiffs and
    industry
  • To deny the implications of this type of analysis
    is to deny our ability to reason

28
Marinac-Dabic FDA/CDRH
  • Sources of data
  • Areas requiring attention
  • Motivate good science
  • Post-market surveillance for the elderly
  • Passive reporting system for high quality
    post-market surveillance data

29
  • Thank You
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