Decision Modifiers Under Uncertainty: Comparison of Deterministic and Probabilistic Methods in Disease Severity Classification by NICE

Author(s)

Poole C1, O'Day K2, Cadarette S2, Oladapo T1, Gill M2, Li Q2, Wissinger E2, Carlton R2
1Xcenda (UK) Ltd, part of Cencora, London, UK, 2Xcenda, LLC, part of Cencora, Conshohocken, PA, USA

OBJECTIVES: Replacement of the NICE end-of-life criterion decision modifier with a tiered disease severity criterion based on proportional/absolute QALY shortfall is a significant change in willingness-to-pay policy. Of 19 eligible NICE technology appraisals only 2 have achieved a QALY weighting (1 x 1.2 and 1 x 1.7) largely by deterministic analysis. We evaluated the extent to which NICE’s deterministic approach to disease severity classification could be impacted by parameter uncertainty.

METHODS: A review screened 1294 abstracts for published between 2013 and 2019 of which 337 UK-based analyses with lifetime horizons were analysed. Among these, 20 studies (1.5%) reported quasi-lifetime QALYs with uncertainty (standard error [SE] or 95% confidence interval [95%CI]). Deterministic QALY shortfall was assessed using the UK population norms for life-expectancy and age-specific utility recommended by NICE, while probabilistic QALY shortfall was calculated for each weighting threshold (x1.0, x1.2, and x1.7) by using the SE/95%CI to estimate the probability that diseased cohorts would meet the criteria for a proportional or absolute QALY shortfall.

RESULTS: Forty diseased cohorts representing usual care in 27 distinct diseases were identified from the selected studies with baseline ages ranging from newborn to 83 years. Most (n=33) were deterministically classified with no QALY weighting (x1.0), 3 cohorts (spinal injury and advanced heart failure) merited a x1.2 weighting, and 4 (inborn errors of metabolism) achieved a x1.7 weighting. Probabilistic classification showed only 5 cohorts where the likelihood of corresponding deterministic classification was less than 90%.

CONCLUSIONS: In the available sample good alignment was observed between the deterministic and probabilistic approaches to QALY shortfall assessment. Few peer-reviewed cost-effectiveness studies using the UK reference case report lifetime QALYs with associated uncertainty, which will hamper a priori efforts to understand the likelihood of disease severity classification by NICE stakeholders.

Conference/Value in Health Info

2023-11, ISPOR Europe 2023, Copenhagen, Denmark

Value in Health, Volume 26, Issue 11, S2 (December 2023)

Code

EE144

Topic

Economic Evaluation, Health Technology Assessment

Topic Subcategory

Thresholds & Opportunity Cost, Value Frameworks & Dossier Format

Disease

No Additional Disease & Conditions/Specialized Treatment Areas

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