MétaCan
Menu
← Back to cohort

S801 Long-Term Persistence to Ustekinumab and Adalimumab Among Bio-Naïve Patients With Crohn's Disease

2022· article· en· W4320065146 on OpenAlexaff
Maryia Zhdanava, Zhijie Ding, Ameur M. Manceur, Sumesh Kachroo, Christopher Holiday, Ruizhi Zhao, James Izanec, Dominic Pilon

Bibliographic record

VenueThe American Journal of Gastroenterology · 2022
Typearticle
Languageen
FieldBiochemistry, Genetics and Molecular Biology
TopicInflammatory Bowel Disease
Canadian institutionsGroup for Research in Decision Analysis
Fundersnot available
KeywordsUstekinumabMedicineAdalimumabInternal medicinePsoriasis Area and Severity IndexCohortCrohn's diseasePsoriasisDiseaseImmunology

Abstract

fetched live from OpenAlex

Introduction: Persistence on biologics in Crohn’s disease (CD) is an important measure, reflecting real-world treatment effectiveness, safety, and other factors. In the real world among bio-naïve patients with CD, evidence of superior one-year persistence on newer biologics, such as ustekinumab, relative to adalimumab exists, however, an understanding of persistence beyond one year is lacking. Methods: Adults with CD initiated on ustekinumab or adalimumab between 09/23/2016 (approval of ustekinumab for CD in the US) and 08/01/2019 were selected from IBM® MarketScan® Commercial Database. Patients without other CD-indicated biologics (bio-naive) and diagnoses for other autoimmune diseases in the 12 months pre-index date (baseline) were included. No minimal follow-up was imposed post-index date. Persistence on index agent was defined as absence of gaps >120 days (ustekinumab) or >60 days (adalimumab) between days of therapy supply. Composite endpoints of being persistent and corticosteroid-free (no corticosteroids with ≥14 days of supply after day 90 post-index) and persistent while on monotherapy (no immunomodulators or non-index biologics) were also assessed. Cohorts were balanced on baseline characteristics using inverse probability of treatment weights. All endpoints were estimated at 24 months post-index using weighted Kaplan-Meier and Cox's proportional hazards models. Results: There were 671 and 2,975 patients in the ustekinumab and adalimumab cohorts, respectively, and the cohorts were well-balanced at baseline (Table). At 24 months post-index, a significantly higher proportion of patients in the ustekinumab versus adalimumab cohort was persistent on index agent, as well as persistent and corticosteroid-free and persistent while on-monotherapy (Figure). At 24 months in ustekinumab versus adalimumab cohort, the rate of being persistent on index agent was 66% higher (hazard ratio [HR]: 1.66; 95% confidence interval [CI]: 1.40-1.97), the rate of being persistent and corticosteroid-free 15% higher (HR: 1.15; 95% CI: 1.01-1.31), and the rate of being persistent while on-monotherapy 44% higher (HR: 1.44; 95% CI: 1.26-1.64). Conclusion: Bio-naïve patients with CD initiated on ustekinumab versus adalimumab were significantly more persistent, more persistent and corticosteroid-free, and also more persistent while on-monotherapy 24 months after treatment initiation. These results are consistent with those in our previous work at 12 months.Figure 1.: Kaplan-Meier curves of being: a) persistent on index biologic, b) persistent and corticosteroid-free following a 90 days grace period, c) persistent and on monotherapy in weighted ustekinumab and adalimumab cohorts1,2 Notes: 1. Cohorts were weighted on baseline characteristics using inverse probability of treatment weights 2. Rates and log-rank p-values provided at 24 months. Table 1. - Selected baseline characteristics in weighted1 ustekinumab and adalimumab cohorts Mean ± SD or n (%) UstekinumabN=671 AdalimumabN=2,975 Std diff, % Age 41.7 ± 13.3 41.6 ± 13.8 0.8 Female 371 (55.3%) 1,642 (55.2%) 0.2 All-cause costs (US$ 2020) 35,258 ± 57,472 30,104 ± 52,884 9.3 Prescription drug costs 5,095 ± 11,691 5,029 ± 18,564 0.4 Total medical costs 30,163 ± 55,485 25,075 ± 47,187 9.9 Charlson Comorbidity Index 0.60 ± 1.2 0.61 ± 1.1 0.8 CD-related surgery 57 (8.5%) 221 (7.4%) 4.0 Medication Corticosteroids 440 (65.6%) 2,068 (69.5%) 8.4 ≥1 episode with ≥60 days of continuous use 164 (24.4%) 736 (24.8%) 0.7 Immunomodulators 177 (26.4%) 797 (26.8%) 1.0 5-ASA 177 (26.4%) 795 (26.7%) 0.8 Antidiarrheals 51 (7.6%) 204 (6.9%) 2.8 Abbreviations: CD: Crohn’s disease; Std diff: standardized difference; SD: standard deviation; 5-ASA: 5-aminosalicylic acid Notes: (1) Cohorts were weighted on baseline characteristics using inverse probability of treatment weights; characteristics considered well balanced if standardized difference is <10%

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 score0.003
Threshold uncertainty score0.010

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0000.000
Scholarly communication0.0010.001
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0030.001

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 head0.004
GPT teacher head0.200
Teacher spread0.196 · 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

Citations0
Published2022
Admission routes1
Has abstractyes

Explore more

Same venueThe American Journal of Gastroenterology→Same topicInflammatory Bowel Disease→French-language works237,207→