Literature DB >> 31755032

Potential Bias Associated with Modeling the Effectiveness of Healthcare Interventions in Reducing Mortality Using an Overall Hazard Ratio.

Fernando Alarid-Escudero1, Karen M Kuntz2.   

Abstract

BACKGROUND: Clinical trials often report intervention efficacy in terms of the reduction in all-cause mortality between the treatment and control arms (i.e., an overall hazard ratio [oHR]) instead of the reduction in disease-specific mortality (i.e., a disease-specific hazard ratio [dsHR]). Using oHR to reduce all-cause mortality beyond the time horizon of the trial may introduce bias if the relative proportion of other-cause mortality increases with age. We sought to quantify this oHR extrapolation bias and propose a new approach to overcome this bias.
METHODS: We simulated a hypothetical cohort of patients with a generic disease that increased background mortality by a constant additive disease-specific rate. We quantified the bias in terms of the percentage change in life expectancy gains with the intervention under an oHR compared with a dsHR approach as a function of the cohort start age, the disease-specific mortality rate, dsHR, and the duration of the intervention's effect. We then quantified the bias in a cost-effectiveness analysis (CEA) of implantable cardioverter-defibrillators based on efficacy estimates from a clinical trial.
RESULTS: For a cohort of 50-year-old patients with a disease-specific mortality of 0.05, a dsHR of 0.5, a calculated oHR of 0.55, and a lifetime duration of effect, the bias was 28%. We varied these key parameters over wide ranges and the resulting bias ranged between 3 and 140%. In the CEA, the use of oHR as the intervention's effectiveness overestimated quality-adjusted life expectancy by 9% and costs by 3%, biasing the incremental cost-effectiveness ratio by - 6%.
CONCLUSIONS: The use of an oHR approach to model the intervention's effectiveness beyond the time horizon of the trial overestimates its benefits. In CEAs, this bias could decrease the cost of a QALY, overestimating interventions' cost effectiveness.

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Year:  2020        PMID: 31755032      PMCID: PMC7024667          DOI: 10.1007/s40273-019-00859-5

Source DB:  PubMed          Journal:  Pharmacoeconomics        ISSN: 1170-7690            Impact factor:   4.981


  30 in total

1.  Special report: cost-effectiveness of implantable cardioverter-defibrillators in a MADIT-II population.

Authors: 
Journal:  Technol Eval Cent Assess Program Exec Summ       Date:  2004-04

2.  Effects of categorizing continuous variables in decision-analytic models.

Authors:  Tanya G K Bentley; Milton C Weinstein; Karen M Kuntz
Journal:  Med Decis Making       Date:  2009-07-13       Impact factor: 2.583

Review 3.  Economic evaluation of pharmaceuticals. Frankenstein's monster or vampire of trials?

Authors:  B O'Brien
Journal:  Med Care       Date:  1996-12       Impact factor: 2.983

4.  Prophylactic implantation of a defibrillator in patients with myocardial infarction and reduced ejection fraction.

Authors:  Arthur J Moss; Wojciech Zareba; W Jackson Hall; Helmut Klein; David J Wilber; David S Cannom; James P Daubert; Steven L Higgins; Mary W Brown; Mark L Andrews
Journal:  N Engl J Med       Date:  2002-03-19       Impact factor: 91.245

Review 5.  Modeling good research practices--overview: a report of the ISPOR-SMDM Modeling Good Research Practices Task Force-1.

Authors:  J Jaime Caro; Andrew H Briggs; Uwe Siebert; Karen M Kuntz
Journal:  Med Decis Making       Date:  2012 Sep-Oct       Impact factor: 2.583

6.  Cost-effectiveness of the implantable cardioverter-defibrillator: results from the Canadian Implantable Defibrillator Study (CIDS).

Authors:  B J O'Brien; S J Connolly; R Goeree; G Blackhouse; A Willan; R Yee; R S Roberts; M Gent
Journal:  Circulation       Date:  2001-03-13       Impact factor: 29.690

Review 7.  Life expectancy biases in clinical decision modeling.

Authors:  K M Kuntz; M C Weinstein
Journal:  Med Decis Making       Date:  1995 Apr-Jun       Impact factor: 2.583

8.  Cost-effectiveness of implantable cardioverter defibrillators relative to amiodarone for prevention of sudden cardiac death.

Authors:  D K Owens; G D Sanders; R A Harris; K M McDonald; P A Heidenreich; A D Dembitzer; M A Hlatky
Journal:  Ann Intern Med       Date:  1997-01-01       Impact factor: 25.391

Review 9.  The cost-effectiveness of primary prophylactic implantable defibrillator therapy in patients with ischaemic or non-ischaemic heart disease: a European analysis.

Authors:  Tim Smith; Luc Jordaens; Dominic A M J Theuns; Pascal F van Dessel; Arthur A Wilde; M G Myriam Hunink
Journal:  Eur Heart J       Date:  2012-05-14       Impact factor: 29.983

10.  A potential error in evaluating cancer screening: a comparison of 2 approaches for modeling underlying disease progression.

Authors:  Sue J Goldie; Karen M Kuntz
Journal:  Med Decis Making       Date:  2003 May-Jun       Impact factor: 2.583

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1.  Dynamic and Flexible Survival Models for Extrapolation of Relative Survival: A Case Study and Simulation Study.

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  1 in total

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