Challenges associated in going beyond health-related quality of life in cost-utility analysis Lidia Engel, MSc Saskatoon, April 14 th , 2015 PhD Candidate David GT Whitehurst, PhD Stirling Bryan, PhD Scott A Lear, PhD
Jul 15, 2015
Challenges associated in going beyond health-relatedquality of life in cost-utility analysis
Lidia Engel, MSc
Saskatoon, April 14th, 2015
PhD Candidate
David GT Whitehurst, PhDStirling Bryan, PhD
Scott A Lear, PhD
Background Theoretical issues Normative issues Conceptual issues Methodological issues Practical issues
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Background
Background
• Policy decisions are often being informed by economic evaluations that measure outcomes using quality-adjusted life years (QALYs)
• The utility values are often estimated using preference-based measures of HRQoL, such as EQ-5D, SF-6D, or HUI
Source: Whitehead SJ & Ali S (2010).
Background Theoretical issues Normative issues Conceptual issues Methodological issues Practical issues
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Health-related quality of life (HRQoL)
HRQoL focuses on domains of QoL that can be expected to be affected by health alone (health-related)
Background
Adapted from Brazier J. (2007).
Background Theoretical issues Normative issues Conceptual issues Methodological issues Practical issues
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Health care services may result in outcomes other than health and may impact broader aspects of QoL, for example:
- Independence - Dignity - Self-respect- The ability to cope- Etc.
These outcomes are not only affected by health alone (non-health outcomes)
Individuals may derive value from the actual processes of providing care (process utility)
Problem
Background
Ignoring these broader outcomes can lead to a misallocation of scarce resources
Background Theoretical issues Normative issues Conceptual issues Methodological issues Practical issues
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Instruments that go beyond HRQoL – ICECAP & ASCOT
Background
http://www.birmingham.ac.uk/research/activity/mds/projects/HaPS/HE/ICECAP/ICECAP-A/index.aspx http://www.pssru.ac.uk/ascot/domains.php.
Background Theoretical issues Normative issues Conceptual issues Methodological issues Practical issues
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Influence on the conclusion of an economic evaluation
“All results suggest that, using the ICECAP-O, the intervention has a higher probability of cost-effectiveness than with the EQ-5D at the same level of WTP.”
Background
Makai P. et al. (2014).
Background Theoretical issues Normative issues Conceptual issues Methodological issues Practical issues
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Types of economic evaluation and the evaluative space
Background
Cost-benefit analysis:
Costs: Monetary units ($)Benefits: Monetary units ($)
Cost-utility analysis:
Costs: Monetary units ($)Benefits: QALYs
All kinds of benefits
Outcomes beyond health ✔
HRQoL
Outcomes beyond health
Challenges?
?
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Theoretical issues
Theoretical issues
WelfarismNarrow
Extra-welfarism(Culyer 1991)
Broad Extra-welfarism
(Brouwer et al. 2008)
Maximization rule
→ Maximize social welfare
→ Maximize health (expressed in QALYs)
→ Maximization rule is context-dependent
Non-health outcomes?
→ Yes, if individuals derive utility from it
→ Indirect (only if they contribute to health)
→ Yes, if a decision-maker with authority decides to include them
• In theory, non-health outcomes can be included within the QALY framework• One of the ‘extras’ in extra-welfarism allows to broaden the evaluative space
Background Theoretical issues Normative issues Conceptual issues Methodological issues Practical issues
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Normative issues
Why should we go beyond health?
Interventions provide benefits beyond health
Can influence the conclusion of an economic evaluation
To enable comparisons across a broader range of interventions
(e.g., drugs and public health services)
To judge whether interventions offer ‘value for money’
Background Theoretical issues Normative issues Conceptual issues Methodological issues Practical issues
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Normative issues
Societal preferences
What does the society value most in health care priority setting?
The perspective from a representative sample in British Columbia
Source: Bansback N. et al. (2014).
…right term?
Background Theoretical issues Normative issues Conceptual issues Methodological issues Practical issues
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Defining non-health outcomes
Conceptual issues
“Non-health outcomes were not strictly defined a priori, but included features
of the intervention (e.g. invasiveness), features of the healthcare process
(discomfort, duration, healthcare professional), or subjective/perceived impact
on patients (embarrassment, uncertainty, cosmetic).” Opmeer BC. et al. (2010).
Goebbels AFG. et al. (2012).
“Non-health outcomes were defined as all outcomes not captured by EQ5D-
based QALYs.”
Background Theoretical issues Normative issues Conceptual issues Methodological issues Practical issues
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Conceptual issues
Health outcomes vs. non-health outcomes
Usual activities
Self care
Mobility
Anxiety/ depression
Pain/discomfort
Attachment
Enjoy
ment
Security
EQ-5D-5LHealth outcomes?
ICECAP-A/ONon-health outcomes?
Role
Control
Stability
Achievement
Autonomy
Background Theoretical issues Normative issues Conceptual issues Methodological issues Practical issues
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Conceptual issues
http://www.aqol.com.au/documents/AQoL-8D/AQoL8D_structure_superdimensions.png
Background Theoretical issues Normative issues Conceptual issues Methodological issues Practical issues
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Methodological issues
Measuring non-health outcomes
Developing new measures• ICECAP instruments
• ASCOT instruments
Bolt-ons/add-ons/dimension extension• NICEQoL Project
• EQ-5D-dignity (Dixon S. et al. (2013)
Which additional dimensions?• More generic? More specific?
• Are non-health outcomes relevant for all clinical areas?
Double counting might occur if instruments measuring non-health outcomes are applied alongside preference-based HRQoL instruments
Background Theoretical issues Normative issues Conceptual issues Methodological issues Practical issues
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Methodological issues
Valuation of non-health outcomes
1)
2)
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Methodological issues
1. Selection of the valuation technique
• Choices that involve trade-offs
• Risk of immediate death
• Should be practical, reliable and valid
• Discrete-choice experiment seems to be a promising technique
2. Full health-dead scale
3. Worse than dead health states
4. Duration: non-health outcomes are of temporary nature
5. Who should value?
Considerations for valuing non-health outcomes
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Practical issues
Practical issues
Pragmatism
Comparability
Consistency
Going beyond health-related QoL will
increase the complexity of health-care
decision making!
Background Theoretical issues Normative issues Conceptual issues Methodological issues Practical issues
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Perspectives in HTA
Health care perspective
- Resources are insufficient to meet all demands
Health is the appropriate maximand that should be used
in resources allocation decisions
- Example: NICE (UK), CADTH (CA)
Societal perspective
- All costs and benefits are taken into account, regardless
of where these costs and benefits occur
- Example: CVZ (NL)
Practical issues
Background Theoretical issues Normative issues Conceptual issues Methodological issues Practical issues
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HTA process and non-health outcomes
Practical issues
Assessment stage:
Clinical and cost-effectiveness
evidence is gathered
Appraisal stage:
Recommendations are made
Cost-utility analysis:
What is the outcome?1. Quality-adjusted life years (QALYs)
2. Wellbeing-adjusted life years (WALYs)
3. Social-care QALYs
4. Capability QALYs
5. Process-adjusted QALYs
6. Super QALY (health and non-health)
7. ?
Comparability?
NICE: ICER > £20,000 per QALY gained• Degree of certainty around ICER
• Change in QoL inadequate captured
• Innovation
“Social value judgments”
Solve conceptual issues first• Conceptual framework is needed
• How do we define non-health outcomes?
• What can be considered as process-related what is an outcome?
Examine existing preference-based HRQoL measures• To what extent do they already capture outcomes that go beyond health?
• Avoid double-counting
Communicate the results with decision makers early on
Conclusion and next steps
Thank you for your attention!
Acknowledgements:
Supervisory Committee:
David GT Whitehurst, PhD Stirling Bryan, PhD Scott Lear, PhD
References:1. Bansback N, Pollard S, Bryan S. Eliciting Public Values To Support Health Care Priority Setting: A Novel
Approach. 2014 CADTH Symposium, Gatineau, Quebec. 2. Brazier J, Ratcliffe J, Tsuchiya A, Salomon J. Measuring and Valuing Health Benefits for Economic Evaluation.
New York: Oxford University Press 2007.3. Brennan VK, Dixon S. Incorporating process utility into quality adjusted life years: a systematic review of
empirical studies. PharmacoEconomics. 2013; 31(8):677-91.4. Brouwer WBF, Culyer AJ, van Exel NJA, Rutten FFH. Welfarism vs. extra-welfarism. J Health Econ. 2008;
27(2):325-38.5. Culyer AJ. The normative economics of health care finance and provision. In: McGuire A, Fenn P, Mayhew K,
eds. Providing Healthcare: The Economics of Alternative Systems of Finance and Delivery: Oxford, Oxford University Press 1991:34-58.
6. Dixon S, Shackley P, Brazier J: What is dignity? A literature review and conceptual mapping. HEDS Discussion Paper 11/13.
7. Goebbels AFG, Lakerveld J, Ament AJHA, Bot SDM, Severens JL. Exploring non-health outcomes of health promotion: The perspective of participants in a lifestyle behaviour change intervention. Health Policy. 2012; 106(2):177-86.
8. Makai P, Looman W, Adang E, Melis R, Stolk E, Fabbricotti I. Cost-effectiveness of integrated care in frail elderly using the ICECAP-O and EQ-5D: does choice of instrument matter? The European journal of health economics, 2014, DOI 10.1007/s10198-014-0583-7.
9. Opmeer BC, de Borgie CA, Mol BW, Bossuyt PM. Assessing Preferences Regarding Healthcare Interventions that Involve Non-Health Outcomes: An Overview of Clinical Studies. Patient. 2010; 3(1):1-10.
10. Porter ME. What is value in health care? The New England journal of medicine. 2010; 363(26):2477-81.11. Whitehead SJ, Ali S. Health outcomes in economic evaluation: the QALY and utilities. Br Med Bull. 2010;
96:5-21.