Evidence map›Paper›PMID 42084829›Full record

ArticlePharmacoEconomics2026

Application of a Prevalence-Adjusted Cost-Effectiveness Threshold Framework for Pulmonary Arterial Hypertension.

Adnan Alsumali, Vasco M Pontinha, Benjamin G Cohen, Meghan Levy, William V Padula

Abstract read
In one paragraph

Article in PharmacoEconomics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Adnan Alsumali *Merck & Co., Inc., Rahway, NJ, USA.
Vasco M Pontinha *Department of Pharmacotherapy and Outcomes Research, VCU School of Pharmacy, Virginia Commonwealth University, Richmond, VA, USA.
Benjamin G CohenStage Analytics, Suwanee, GA, USA.
Meghan LevyStage Analytics, Suwanee, GA, USA.
William V PadulaStage Analytics, Suwanee, GA, USA. padula@usc.edu.ORCID http://orcid.org/0000-0003-1161-6954

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundPulmonary arterial hypertension (PAH) is a rare, progressive condition associated with high per-patient treatment costs and substantial clinical burden. Interpreting cost-effectiveness evidence for rare diseases remains challenging when uniform thresholds are applied across conditions that differ markedly in prevalence and scale of healthcare production.

objectiveThe aim of this study was to estimate a prevalence-adjusted effective cost-effectiveness threshold for PAH and illustrate how disease prevalence and production scale influence the interpretation of cost-effectiveness evidence under a fixed health care budget.

methodsWe applied a previously developed prevalence-adjusted cost-effectiveness threshold framework, referred to as a generalized dynamic prevalence (GeDP) approach, to PAH using nationally representative disease prevalence data from the Medical Expenditure Panel Survey. A flexible statistical transformation was used to accommodate the highly right skewed distribution of disease prevalence and to estimate the relationship between prevalence and effective thresholds. The analysis was anchored to an empirically estimated US health opportunity cost benchmark and applied to PAH, with comparisons to selected common and rare diseases. Illustrative scenarios examined how effective thresholds evolve under changes in disease prevalence over time.

resultsEffective cost-effectiveness thresholds increased as disease prevalence declined, reflecting production-side scale effects rather than differences in societal preferences. For PAH (prevalence ≈ 0.013%), the prevalence-adjusted effective threshold was estimated at US$582,270 per QALY (95% CI 581,319-583,163), representing more than a five-fold increase relative to the reference opportunity-cost benchmark of US$104,000 per QALY applied to highly prevalent conditions. Dynamic scenarios showed that effective cost-effectiveness thresholds decline as prevalence changes over time, with larger adjustments observed for initially rare conditions.

conclusionApplying a uniform cost-effectiveness threshold across diseases implicitly assumes homogeneous production conditions and opportunity costs. Prevalence-adjusted effective thresholds derived under the GeDP framework provide a quantitative, descriptive approach for contextualizing cost-effectiveness evidence for rare diseases such as PAH without redefining societal willingness to pay or prescribing decision rules. This approach can complement existing pharmacoeconomic evaluations by improving transparency around the role of prevalence and scale in shaping opportunity costs.

Indexed as

Health Care CostsHypertension, PulmonaryPulmonary Arterial HypertensionCost-Benefit AnalysisCost-Effectiveness AnalysisHumansModels, EconomicPrevalenceQuality-Adjusted Life Years

Identifiers

PMID42084829
PMCPMC13375668

What Socratic holds

Textmetadata
LicenceCC BY-NC
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.