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Record W4220707089 · doi:10.1016/j.jaip.2022.02.026

Dupilumab Demonstrates Rapid Onset of Response Across Three Type 2 Inflammatory Diseases

2022· article· en· W4220707089 on OpenAlexafffund
Giorgio Walter Canonica, Arnaud Bourdin, Anju T. Peters, Martin Desrosiers, Claus Bachert, Stephan Weidinger, Eric L. Simpson, Nadia Daizadeh, Zhen Chen, Siddhesh Kamat, Asif Khan, Jingdong Chao, Neil M.H. Graham, Elizabeth Laws, Ana B. Rossi, Marius Ardeleanu, Leda Mannent, Nikhil Amin, Benjamin Ortiz, Yamo Deniz, Michel Djandji, Paul J. Rowe

Bibliographic record

VenueThe Journal of Allergy and Clinical Immunology In Practice · 2022
Typearticle
Languageen
FieldMedicine
TopicSinusitis and nasal conditions
Canadian institutionsCentre Hospitalier de l’Université de Montréal
FundersSanofi GenzymeGenentechLEO PharmaGlaxoSmithKlineMerckMedImmuneVanda PharmaceuticalsAmgenBoehringer IngelheimRegeneron PharmaceuticalsNovartisGaldermaAstraZenecaPfizerDalCor PharmaceuticalsSanofi
KeywordsMedicineDupilumabEczema Area and Severity IndexDermatology Life Quality IndexAtopic dermatitisAsthmaPlaceboInternal medicineQuality of life (healthcare)Severity of illnessBronchodilatorGastroenterologyDermatologyDiseasePathology

Abstract

fetched live from OpenAlex

Background Type 2 inflammatory diseases often coexist in patients. Dupilumab targets type 2 inflammation and has demonstrated treatment benefits in patients with atopic dermatitis (AD), asthma, and chronic rhinosinusitis with nasal polyps (CRSwNP) with an acceptable safety profile. Objective This post hoc analysis across five phase 3 studies in patients with moderate to severe AD or asthma, or severe CRSwNP, evaluated time of onset and duration of the treatment response. Methods Patients received subcutaneous dupilumab 200/300 mg or placebo. Assessments included the Eczema Area and Severity Index, Peak Pruritus Numerical Rating Scale, and Dermatology Life Quality Index in AD; pre-bronchodilator FEV 1 , daily morning peak expiratory flow, and symptom scores in asthma; and University of Pennsylvania Smell Identification Test, daily nasal congestion, and loss of smell scores in CRSwNP. Results At week 2 after the initiation of dupilumab versus placebo, 67.8% versus 36.5% of AD patients achieved a clinically meaningful benefit (Eczema Area and Severity Index: 50% or greater improvement; Peak Pruritus Numerical Rating Scale: 3 point or greater improvement; or Dermatology Life Quality Index: 4 point or greater improvement) ( P < .001). Moreover, 61.6% versus 39.9% of asthma patients achieved improvements in pre-bronchodilator FEV 1 of 100 mL or greater and 48.8% versus 26.3% achieved 200 mL or greater improvement (both P < .001); 33.2% versus 5.6% of CRSwNP patients regained a sense of smell ( P < .001). Treatment effects further improved or were sustained to the end of treatment. Conclusions Clinically meaningful responses were achieved rapidly after the first dupilumab dose in AD, asthma, or CRSwNP and were sustained throughout treatment (see Video in this article's Online Repository at www.jaci-inpractice.org).

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)0.001
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: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.002
Threshold uncertainty score0.006

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.001
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 integrity0.0010.001
Insufficient payload (model declined to judge)0.0020.001

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 head0.030
GPT teacher head0.373
Teacher spread0.343 · 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

Citations53
Published2022
Admission routes2
Has abstractno

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