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Record W3008376399 · doi:10.1093/jcag/gwz047.100

A101 USTEKINUMAB LEVELS MEASURED DURING INDUCTION ARE ASSOCIATED WITH CLINICAL AND BIOCHEMICAL OUTCOMES AT WEEK 12 OF TREATMENT IN CROHN’S DISEASE

2020· article· en· W3008376399 on OpenAlexaff
Margaret Walshe, Krzysztof Borowski, Karen Boland, Seungsoo Rho, J Stempak, Mark S. Silverberg

Bibliographic record

VenueJournal of the Canadian Association of Gastroenterology · 2020
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicInflammatory Bowel Disease
Canadian institutionsLunenfeld-Tanenbaum Research InstituteMount Sinai HospitalUniversity of Toronto
Fundersnot available
KeywordsUstekinumabMedicineCrohn's diseaseInternal medicineGastroenterologyDosingDiseaseInfliximab

Abstract

fetched live from OpenAlex

Abstract Background Therapeutic drug monitoring (TDM) helps guide use of anti-TNF drugs in IBD patients. In addition, higher anti-TNF levels during induction therapy have been shown to be associated with better clinical and endoscopic outcomes. The role of TDM for more novel biologics such as ustekinumab (an anti- IL-12/23 antibody used to treat Crohn’s disease) remains to be elucidated. Aims We set out to investigate correlations between ustekinumab drug levels measured during induction with clinical and biochemical outcomes in patients with Crohn’s disease. Methods Patients with Crohn’s disease commencing treatment with ustekinumab were recruited from a single tertiary referral centre. Standard weight-based induction dosing was used. TDM was performed at week 2 and week 6 following IV induction dose. A drug-tolerant assay (Prometheus) was used. Kruskal-Wallis test was used to examine association between induction dose and ustekinumab levels. CDAI, CRP, and faecal calprotectin (FCP) were measured at week 12. Pearson correlation co-efficient was used to assess the relationship between ustekinumab levels and i)CDAI ii)CRP and iii)FCP at week 12. Results A total of 38 ustekinumab levels in 21 patients were measured. Week 2 ustekinumab levels were available for 17 patients, 16 (94.1%) of whom had levels of greater or equal to 25μg/mL. (1 patient had a level of 19.5μg/mL.) Week 6 ustekinumab levels were available for 21 patients; median 15μg/mL (IQR 9.9–21.3). No patients had detectable antibodies to ustekinumab. There was no significant association between absolute induction dose and week 6 ustekinumab levels; p=0.46. Of the 21 patients with week 6 levels, CDAI, CRP and FCP were available for 18, 18 and 16 patients respectively; Median CDAI 103(IQR 42–249), median CRP 2.3mg/L(IQR 1.0–11.3), median FCP 269μg/g(IQR109-932). There was a significant negative correlation between week 6 ustekinumab levels and CDAI; r=-.609, p=0.007. A negative correlation between week 6 ustekinumab levels and FCP was also significant; r=-.526, p=0.037. There was no significant correlation between week 6 ustekinumab levels and CRP; r=-.259, p=0.298. Conclusions We have demonstrated inter-patient variation in drug pharmacokinetics at week 6 following induction dose of ustekinumab in patients with Crohn’s disease. Drug levels at week 6 are significantly associated with clinical and biochemical markers of disease activity (CDAI, faecal calprotectin) at week 12. Measurement of week 6 ustekinumab levels may aid early identification of patients at risk of primary non-response to ustekinumab. Funding Agencies Testing provided by Prometheus

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)0.002
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 score0.002
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.000
Scholarly communication0.0010.000
Open science0.0000.000
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

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 head0.241
Teacher spread0.218 · 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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Citations1
Published2020
Admission routes1
Has abstractyes

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