Role of uncertainty
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Transcript Role of uncertainty
Economic evaluation of health
programmes
Department of Epidemiology, Biostatistics
and Occupational Health
Class no. 23:
Nov 17, 2008
Plan of class
Difficulties with league tables and CE
thresholds
Role of uncertainty
Transferability to other settings
Role of the comparator in
league tables
A2 compared to nothing has ICER of $9,100/QALY;
Compared to A1 $5,000/QALY, but A1 compared to nothing
$50,000/QALY
A1 is dominated through extended dominance and should never be
considered – A2 compared to A1 is misleading
Source:
Drummond et al.
2005, p. 329
Some difficulties with a costeffectiveness threshold
QALY may not capture all relevant
benefits
Externalities, altruism
Transferability to different setting?
Size of program matters
Think in terms of opportunity cost
Role of size of program
New (hypothetical!) antidepressant costs
$1,000 per year but has an ICER of only
$10,000/QALY
If 600k Quebeckers take it and it costs
$600 million, what is the opportunity cost
of $600 million?
Is it necessarily optimal to fund this?
NICE 2 guidelines
Don’t adopt
£30,000/QALY
May or may not adopt
£20,000/QALY
Adopt
Role of uncertainty (1)
Modern cost-effectiveness analyses pay more attention
to uncertainty
CEACs, Probabilistic sensitivity analysis
Clinical decision-making: approve if new Tx more
effective (p<0.05)
Arbitrary and can lead to excessively costly new interventions
being approved (role of insurance)
Policy analysis: decision based on expected measure of
value, such as ICER
Risk distributed on many people
Role of uncertainty (2)
CEACs represent move away from decision rule based on fixed
error probabilities (such as 0.05 – which are also embedded in
confidence intervals).
Decision-maker can
decide whether to
base decision on
expected value (here,
£26,571 per QALY) or
consider probability
that ICER falls below
threshold
Source:
Drummond et al.
2005, p. 266
Issue of transferability
Effectiveness of meds clearly transferable
Effectiveness of surgical interventions may not be
Differences in surgical skill?
Clinical endpoints related to service system (e.g., %
unplanned surgical revascularization) may not transfer
well e.g., U.S. to Canada
Economic data may not transfer well:
Different available treatments (choice of comparator)
Different practice patterns – may arise from differences in
incentives
Different relative prices
Variability in cost-effectiveness
across countries
In Table below we see that drugs tend to appear to tend to be less costeffective in UK and Germany, than in France, Italy and Spain. But there are
many exceptions and the authors conclude that CE is one country cannot
be used to infer it in another
Source: Barbieri,
Drummond et al. 05, p. 15
Other factors that can
influence cost-effectiveness
Demography and epidemiology of disease
Ex: Prevention more cost-effective where
incidence is higher
How complex intervention implemented
Idiosyncratic factors for certain
interventions:
Local unemployment rate for supported
employment
Adapting results from one
setting to another: 3 situations
1. Only clinical data from other country available
Use modelling to combine data from various sources
2. Clinical data + resource use/economic data from other
country available
Use modelling, may or may not use resource use data
3. Clinical data + economic data from several countries
available – need results for each country: several
options
May or may not pool clinical data – common to pool
May or may not pool resource use data, pricing separately by
country in each case
•
If no pooling, calculate separate ICER for each country
Example:Expected cost of 3 more
months of misoprostol prophylaxis
(Drummond et al. 92)
To prevent gastric ulcers in patients on NSAIDs with
abdominal pain
US trial (Graham et al. 88): Patients with OA, 400
micrograms daily for 3 months: 5.6% endoscopically
determined lesions vs 21.7% with placebo
800 micrograms: 1.7%
Fewer lesions: lower expected HC costs
Evaluate CE in US but also UK, France and Belgium
Decision tree assumptions
No misoprostol: ulcer rate as in placebo arm, less 40%
to account for silent ulcers
Tx arm: non-compliers assigned trial placebo ulcer rate
Diagnostic workup and ambulatory care patterns in each
country ascertained by local expert panels
Hospital admission rates from epidemiological surveys
Surgical rates and LOS from routine hospital statistics
Free-standing surveys of costs in some countries
Source:
Drummond et al.
2005, p. 337
Results by country
Misoprostol more expensive in US yet more costeffective also: Why?