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Record W3211587765 · doi:10.1097/mcg.0000000000001636

Week 2 Adalimumab Levels Predict Short-term Clinical Remission in Patients With Inflammatory Bowel Disease

2021· article· en· W3211587765 on OpenAlexaff
Elisa Buffone, Shaan Gupta, Bashaar Al Ibrahim, John K. Marshall, Smita Halder, Frances Tse, Siwar Albashir, David Morgan, Barry Lumb, David Armstrong, Neeraj Narula

Bibliographic record

VenueJournal of Clinical Gastroenterology · 2021
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicInflammatory Bowel Disease
Canadian institutionsMcMaster UniversityPopulation Health Research Institute
Fundersnot available
KeywordsAdalimumabMedicineOdds ratioConfidence intervalInternal medicineReceiver operating characteristicGastroenterologyInflammatory bowel diseaseArea under the curveRetrospective cohort studyLogistic regressionSurgeryTumor necrosis factor alphaDisease

Abstract

fetched live from OpenAlex

BACKGROUND AND GOALS: The role of early proactive therapeutic drug level monitoring for anti-tumor necrosis factor therapies is unclear. We aimed to determine whether a week 2 serum trough level in patients with inflammatory bowel disease (IBD) using adalimumab may predict clinical outcomes. MATERIALS AND METHODS: This was a retrospective study of consecutive IBD patients with a week 2 serum adalimumab level available. Receiver operating characteristic curve analysis was conducted to determine an optimal week 2 threshold level for adalimumab. Patients above the threshold were compared for the primary outcome of week 12 clinical remission (CR) and the secondary outcome of short-term endoscopic healing. Multivariate logistic regression analysis was performed to evaluate the relationship between week 2 adalimumab level and CR. RESULTS: Forty-six patients had a week 2 adalimumab level performed. Receiver operating characteristic curve analysis suggested an optimal adalimumab level of 11.9 mcg/mL based on the area under the curve. Patients with week 2 adalimumab levels >11.9 mcg/mL had higher odds of week 12 CR than those with levels below or equal to this threshold (odds ratio=3.34, 95% confidence interval: 1.01-12.11, P =0.04). Other covariates were not found to have a significant association with the primary outcome. The rate of short-term endoscopic healing was numerically higher in patients with adalimumab week 2 levels above 11.9 mcg/mL; however, was not statistically significant (71.4% vs. 28.5%, P =0.11). CONCLUSIONS: Serum adalimumab levels at week 2 appears to be a predictor of short-term CR. Further research should explore whether patients with a week 2 adalimumab level equal to or below 11.9 mcg/mL benefit from early dose optimization.

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)0.001
metaresearch head score (Gemma)0.005
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 score0.001
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.005
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.000
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.023
GPT teacher head0.317
Teacher spread0.294 · 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".

Quick stats

Citations1
Published2021
Admission routes1
Has abstractyes

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