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Record W4416731811 · doi:10.1002/bcp.70331

The cost‐effectiveness of cystic fibrosis transmembrane conductance regulator modulators: A systematic review of economic evaluations

2025· article· en· W4416731811 on OpenAlexaboutno aff
Andrea Katrin Faour, Andrej Belančić, Ida Štimac, Elvira Meni Maria Gkrinia, Judite Gonçalves, Elisa Pineda, Dinko Vitezić

Bibliographic record

VenueBritish Journal of Clinical Pharmacology · 2025
Typearticle
Languageen
FieldMedicine
TopicCystic Fibrosis Research Advances
Canadian institutionsnot available
Fundersnot available
KeywordsIvacaftorCystic fibrosis transmembrane conductance regulatorCystic fibrosisChecklistSystematic reviewHealth careGovernment (linguistics)Meta-analysis

Abstract

fetched live from OpenAlex

Cystic fibrosis (CF) is a life-threatening genetic disorder affecting approximately 160 000 people worldwide. Mutations in the CF transmembrane conductance regulator (CFTR) gene cause progressive multi-organ damage, particularly in the lungs. CFTR modulators have transformed CF care; however, their high costs raise concerns about cost-effectiveness. This systematic review examined cost-effectiveness studies of four CFTR modulators: ivacaftor (IVA), lumacaftor-ivacaftor (LUM-IVA), tezacaftor-ivacaftor (TEZ-IVA) and elexacaftor-tezacaftor-ivacaftor (ELX-TEZ-IVA). Ovid MEDLINE, Embase and government websites were searched for studies comparing modulators with standard care or each other. Study quality was assessed using the Consensus on Health Economic Criteria (CHEC) checklist and reporting quality using CHEERS 2022. A narrative synthesis was conducted and incremental cost-effectiveness ratios (ICERs) were discussed. The review followed PRISMA guidelines and was registered with PROSPERO (CRD42024570006). Twenty-nine studies yielded 34 ICERs (cost per quality-adjusted life-year [QALY] gained) across Canada, England, Ireland, Scotland, Wales and the United States. CFTR modulators produced significant clinical benefits, including improved QALYs and reduced pulmonary exacerbations, but were associated with extremely high costs, exceeding willingness-to-pay thresholds. IVA's ICERs ranged from US$536 472/QALY in Scotland to US$4 898 079/QALY in Canada, LUM-IVA's from US$378 503/QALY in Scotland to US$7 504 825/QALY in Canada, TEZ-IVA's from US$635 325/QALY in Scotland to US$1 657 332/QALY in the United States and ELX-TEZ-IVA's from US$334 047/QALY in Ireland to US$2 093 361/QALY in Canada. Sensitivity analyses indicated the need for substantial price reductions to be considered cost-effective. CFTR modulators provide substantial health benefits but pose significant financial challenges. Future research should broaden economic evaluations, consider societal impacts and explore strategies to improve affordability and access.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.019
metaresearch head score (Gemma)0.086
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.019
Threshold uncertainty score0.102

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0190.086
Meta-epidemiology (narrow)0.0020.001
Meta-epidemiology (broad)0.0120.014
Bibliometrics0.0100.010
Science and technology studies0.0010.001
Scholarly communication0.0040.002
Open science0.0020.002
Research integrity0.0020.002
Insufficient payload (model declined to judge)0.0060.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.044
GPT teacher head0.479
Teacher spread0.435 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designSystematic review
Domainnot available
GenreReview

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations0
Published2025
Admission routes1
Has abstractyes

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