MétaCan
Menu
Back to cohort
Record W3170347835 · doi:10.1093/ecco-jcc/jjab073.042

DOP03 Early change in epithelial neutrophilic infiltrate predicts long-term response to biologics in Ulcerative Colitis

2021· article· en· W3170347835 on OpenAlexaff
Neeraj Narula, Emily C L Wong, J F Colombel, Robert H. Riddell, John K. Marshall, Walter Reinisch, Parambir S. Dulai

Bibliographic record

VenueJournal of Crohn s and Colitis · 2021
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicInflammatory Bowel Disease
Canadian institutionsMount Sinai HospitalMcMaster University
Fundersnot available
KeywordsMedicineConfidence intervalUlcerative colitisInternal medicineGastroenterologyOdds ratioReceiver operating characteristicHistopathologyLogistic regressionArea under the curveHistologyPost-hoc analysisPathologyDisease

Abstract

fetched live from OpenAlex

Abstract Background The prognostic value of histologic scores, grades, and individual histologic sub-components, alone or in combination with endoscopy, for predicting endoscopic improvement (EI) and histo-endoscopic mucosal improvement (HEMI) during maintenance therapy in ulcerative colitis (UC) remains uncertain. Methods Post-hoc analysis of participants from the VARSITY trial (n=734 with histology). Receiver operating characteristic and multi-variate logistic regression analyses were performed to assess whether baseline and/or week 14 assessments for the Robarts Histopathology Index (RHI), Geboes score, or individual histologic sub-components, could predict the achievement of EI and HEMI at week 52. Results RHI and Geboes scores at baseline, and changes in scores at week 14, had fair to poor accuracy for predicting week 52 EI or HEMI (Area Under the Curve [AUC] 0.58–0.67). Among individual sub-components, changes in epithelial neutrophil involvement from baseline to week 14 had the best performance for predicting week 52 EI (AUC 0.83, 95% confidence interval (CI) 0.74–0.91) and HEMI (AUC 0.85, 95% CI 0.76–0.94). On multivariate analyses, improvement of neutrophils in the epithelium was associated with increased odds of week 52 EI (Odds Ratio [OR] 3.63, 95% CI 1.45–9.08, p=0.0059) and HEMI (OR 6.88, 95% CI 3.29–14.36, p<0.0001), and lack of improvement of neutrophils in the epithelium was associated with lack of week 52 EI (OR 0.24, 95% CI 0.12–0.48, p<0.0001) and lack of HEMI (OR 0.03, 95% CI 0.01–0.014, p<0.0001). No other parameters significant on univariate analysis were significant within the multivariate model. Among patients with endoscopic Mayo scores of 2 or 3 at week 14, those who had >50% crypts involved with neutrophils at week 14 were significantly less likely to achieve week 52 EI (18.0%; 31/172 vs. 34.3%; 72/210, p<0.001), HEMI (9.9%; 17/172 vs. 22.4%; 47/210, p=0.001) (Figure 1) and clinical remission (11.0%; 19/172 vs. 23.3%; 49/210, p=0.002). Among patients with endoscopic Mayo scores of 0 or 1 at week 14, those who had >50% crypts involved with neutrophils were significantly less likely to achieve HEMI at week 52 (33%; 4/12 vs. 62.4%; 141/226, p=0.044) (Figure 1). Conclusion Our results on epithelial neutrophilic infiltrate following induction therapy as the only independent predictor for achievement of maintenance EI or HEMI helps clarify the clinical relevance of measuring histologic disease activity in UC. Epithelial neutrophilic infiltrate poses a means to stratify patients according to their likelihood of response to biologic 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)0.002
metaresearch head score (Gemma)0.003
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 score0.013

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0000.000
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 head0.014
GPT teacher head0.265
Teacher spread0.251 · 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

Explore more

Same venueJournal of Crohn s and ColitisSame topicInflammatory Bowel DiseaseFrench-language works237,207