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Abstract 279: Eligibility and Cost Estimates for Anti-inflammatory Therapy for Atherosclerotic Disease: Implications of the CANTOS Trial for the US Adult Population

2018· article· en· W2918462316 on OpenAlexaff
Rohan Khera, Anshul Saxena, Jonathan Hong, Alejandro Arrieta, Joseph S. Ross, Harlan M. Krumholz, Khurram Nasir

Bibliographic record

VenueCirculation Cardiovascular Quality and Outcomes · 2018
Typearticle
Languageen
FieldMedicine
TopicLipoproteins and Cardiovascular Health
Canadian institutionsUniversity of British Columbia
Fundersnot available
KeywordsMedicineCanakinumabStatinNational Health and Nutrition Examination SurveyPopulationInternal medicinePhysical therapyDiseaseEnvironmental health

Abstract

fetched live from OpenAlex

Background: The CANTOS trial supports the use of canakinumab to target residual inflammatory risk for secondary cardiovascular prevention. To better understand the potential impact of these findings, we use nationally representative data to estimate the number of US adults who qualify for therapy with canakinumab and the projected cost burden on the US health system based on its current pricing. Methods: In National Health and Nutrition Examination Survey (NHANES) 2005-10, we identified all adults with a prior MI and elevated hsCRP ≥2 mg/L, and fulfilling all eligibility criteria for CANTOS. Further, we also assessed the number of individuals not receiving statins who might be potentially eligible. Statin non-users were considered potentially eligible if they would have had hsCRP ≥2mg/L even after assuming a maximal hsCRP lowering of 50% with statin therapy in all patients. We used survey methods to obtain weighted estimates for the eligible adults in the US population. Annual costs were estimated at $60000/year for canakinumab therapy. Results: Of the 17689 adults sampled in NHANES during 2005-2010, 16608 (94%) had hsCRP testing. Of these, 684 (3.0%), representing an estimated 6.8 million (95% CI 5.7-7.8 million) US adults, had a history of MI (Figure 1). Among those with a prior MI, 42% did not report using a statin. Among statin-users, 44% had an hsCRP<2 mg/L (32% overall). After applying CANTOS inclusion and exclusion criteria, 21% (unweighted n=128) of adults with a prior MI on statin therapy, representing 1.4 million (95% CI 1.1-1.8 million) US adults, were canakinumab-eligible. A further 9% of AMI patients would be eligible after accounting for statin-associated hsCRP lowering in statin non-users (Figure 1). Cumulatively, 31% (unweighted n=207) of adults with a prior MI, representing 2.1 million (95% CI 1.6-2.5 million) US adults would potentially qualify for canakinumab therapy. The treatment of 5% to 100% of all CANTOS-eligible US adults would cost payers $6-$124 billion/year. Conclusion: Nearly 1 in 3 or 2.1 million US adults with a prior MI are potential treatment candidates. Assuming current canakinumab prices would incur an annual financial burden of up to 124 billion dollars in the United States. Further work is needed to define the population that achieves favorable value with treatment.

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)0.021
metaresearch head score (Gemma)0.044
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.021
Threshold uncertainty score0.113

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0210.044
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.002
Bibliometrics0.0020.003
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0010.001
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0060.001

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 head0.064
GPT teacher head0.367
Teacher spread0.303 · 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 designObservational
Domainnot available
GenreEmpirical

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".

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Citations0
Published2018
Admission routes1
Has abstractyes

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