Canadian cost-utility analysis of initiation and maintenance treatment with anti-TNF-α drugs for refractory Crohn's disease
Bibliographic record
Abstract
Objectives: Crohn's disease (CD) is a chronic inflammatory disease of the gastrointestinal tract. Symptoms include but are not limited to abdominal pain, nausea, emesis, and diarrhea. Anti-TNF-α drugs are increasingly being used in patients with CD who have inadequate response to conventional therapy. However, these medications are quite expensive. The objective of this study is to evaluate the cost-utility of two anti-TNF-α drugs (infliximab, adalimumab) for refractory CD. Methods: A Markov model was used to estimate the costs and QALYs of three treatments (usual care, infliximab, adalimumab) over a 5 year time horizon. After initial treatment, patients achieve remission, achieve treatment response or remain in the drug refractory health state. Patients who achieve remission or treatment response are at risk of relapse each 3 month model cycle. Patients in the drug refractory health state either remain in the health state or have surgery in each cycle. Different costs and utility values were assigned to the various model health states. Model input parameters including initial response rates, relapse rates, utility values were derived from published literature. Results: Usual care had both the lowest expected costs ($17,017) and QALYs (2.555), while infliximab had both the highest expected costs ($54,084) and QALYs (2.721). The incremental cost per QALY moving from usual care to adalimumab and from adalimumab to infliximab was estimated to be to be $193,305 and $451,165, respectively. Conclusions: Based on common willingness to pay thresholds, ant-TNF-α drugs would not be perceived as a cost effective treatment for refractory CD. Highlights: ► We assess the cost-effectiveness of infliximab and adalimumab for chrohn’s disease. ► A 5 year probabilistic Markov model used. ► Adalimumab costs $193,305 per quality adjusted life year (QALY)versus to usual care. ► Infliximab costs $451,165 per QALY compared to adalimumab. ► Infliximab and adalimumabmay be poor value for money for Chron’s disease.
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.014 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.002 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.007 | 0.000 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".