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Record W4391161697 · doi:10.1093/ecco-jcc/jjad212.0979

P849 Bayesian network meta-analysis of the efficacy of advanced therapies for patients with moderately to severely active ulcerative colitis naïve to advanced therapy

2024· article· en· W4391161697 on OpenAlexaff
Vipul Jairath, Thomas P. Leahy, Rahul Potluri, K Wosik, David Gruben, Joseph C. Cappelleri, Lauren Bartolome

Bibliographic record

VenueJournal of Crohn s and Colitis · 2024
Typearticle
Languageen
FieldPharmacology, Toxicology and Pharmaceutics
TopicPharmacological Effects of Natural Compounds
Canadian institutionsPfizer (Canada)Golder Associates (Canada)Western University
Fundersnot available
KeywordsUlcerative colitisMedicineMeta-analysisBayesian networkInternal medicineComputer scienceArtificial intelligenceDisease

Abstract

fetched live from OpenAlex

Abstract Background Etrasimod is an oral, once-daily, selective sphingosine 1-phosphate (S1P)1,4,5 receptor modulator for the treatment of moderately to severely active ulcerative colitis (UC). In the absence of head-to-head randomised controlled trials (RCTs), network meta-analyses (NMA) offer insight into the comparative effectiveness of treatment options. NMA were conducted to examine the relative efficacy of etrasimod vs other advanced therapies (AT) with licensed dosing (European Medicines Agency) for the treatment of UC in patients naïve to biologic agents and/or Janus kinase inhibitors. Methods A systematic literature review (SLR) was performed on 15 November 2022, and covered all available records without time limit, using NICE DSU and PRISMA guidelines. NMA were conducted under a Bayesian framework, and a multinomial fixed-effect approach was used to model outcomes, clinical response and clinical remission, in the induction phase and among induction phase responders in the maintenance phase, in patients naïve to AT. Reported outcomes from trials with a treat-through design, such as ELEVATE UC 52, were recalculated to mimic those of a responder re-randomisation design; only responders in the induction phase were analysed in the maintenance phase. Data are presented as median relative risk (RR) of the treatment vs its comparator, along with corresponding 95% credible intervals (CrI). Prespecified sensitivity analyses were performed. Results Of 81 studies identified from the SLR, 21 and 11 RCTs were included in the induction and maintenance networks, respectively. For induction and maintenance phases, all therapies demonstrated benefit over placebo, consistent with phase 3 clinical trial data. In the NMA for clinical remission in the induction phase, etrasimod 2 mg had a statistically significant benefit over adalimumab 80/40 mg and 160/80 mg (RR [95% CrI] for treatment vs etrasimod 0.49 [0.29–0.78] and 0.67 [0.50–0.92], respectively), filgotinib 100 mg (0.55 [0.37–0.84]) and placebo; conversely, upadacitinib 45 mg had statistically significant benefit vs etrasimod (1.47 [1.07–2.03]; Table). There were no statistically significant differences for etrasimod vs other comparators. Similar results were observed for clinical response. In the maintenance phase, there were no statistically significant differences between etrasimod 2 mg and other treatments for clinical remission and clinical response (Table). Conclusion With respect to clinical remission and clinical response during induction and maintenance phases, etrasimod efficacy was similar to most comparators as a first-line AT. Differences in trial design and risk-benefit profiles of AT should be considered when interpreting NMA results.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.891
Threshold uncertainty score0.713

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0000.000

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 head0.077
GPT teacher head0.409
Teacher spread0.332 · 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 teacher head, 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".

Quick stats

Citations2
Published2024
Admission routes1
Has abstractyes

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