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Record W4388625555 · doi:10.25251/skin.7.supp.290

A Systematic Literature Review and Network Meta-Analysis of Comparative Efficacy of Topical Fixed-Dose Combination Treatments for Moderate to Severe Acne Vulgaris

2023· article· en· W4388625555 on OpenAlexaff
Julie Harper, Hilary Baldwin, Saswata Paul Choudhury, Bikramaditya Ghosh, Deepti Rai, Md Sohail Aman, Abhra Roy Choudhury, Sekhar Kumar Dutta, S. Bhattacharyya, Tina Lin, George Joseph, Ankur A. Dashputre, Jerry Tan

Bibliographic record

VenueSKIN The Journal of Cutaneous Medicine · 2023
Typearticle
Languageen
FieldMedicine
TopicAcne and Rosacea Treatments and Effects
Canadian institutionsWestern University
Fundersnot available
KeywordsMedicineAcneMeta-analysisRandomized controlled trialMEDLINESystematic reviewInternal medicineDermatology

Abstract

fetched live from OpenAlex

INTRODUCTION: Several topical and oral monotherapies/combination treatments are available for treating patients with moderate to severe acne vulgaris and a few are currently under review with the United States (US) Food and Drug Administration (FDA). Among these treatments, topical fixed-dose combinations (FDCs) are widely used in the US. No study has assessed the comparative efficacy of topical FDCs based on the treatment success endpoint of the proportion of patients achieving ≥2 grade reduction AND "Clear" or "Almost clear” status by week 12 on an Investigator's Global Assessment (IGA) or equivalent scales. The objective of this study was to conduct a systematic literature review (SLR) and network meta-analysis (NMA) to compare the efficacy of topical FDCs for the treatment of moderate to severe acne. STUDY DESCRIPTION: An SLR was conducted for identifying randomized controlled trials (RCTs), that included at least one topical FDC (currently approved/under review with FDA) arm, in academic (MEDLINE, Embase, Cochrane CENTRAL, PEDE, and NHS EED) and non-academic databases (HTA databases, conference abstracts databases, and trial registries). The search was conducted in May 2022, based on a pre-specified inclusion/exclusion criterion. RCTs included in the analysis evaluated acne severity using IGA or equivalent (Evaluator's Global Severity Score, Investigator’s Static Global Assessment) scales. A Bayesian network meta-regression was conducted, using the proportion of patients with moderate acne, inflammatory and non-inflammatory lesion counts at baseline as covariates to account for acne severity. RESULTS: Twelve Phase II/III/IV RCTs were identified from 5,159 citations comprising 8,349 patients across 8 treatment groups. The odds ratio for treatment success with topical FDC of clindamycin phosphate 1.2%, adapalene 0.15%, and benzoyl peroxide 3.1% (first triple agent FDC) gel was estimated to be 7.61 (95% Credible Interval: 4.44 –13.20) in comparison to Vehicle gel. Comparative effectiveness ranking demonstrated that the topical triple agent FDC gel was the most effective treatment with surface under cumulative ranking of 100%. CONCLUSION: Based on this SLR/NMA, the topical triple agent FDC of clindamycin phosphate 1.2%, adapalene 0.15%, and benzoyl peroxide 3.1% gel, which is currently under FDA review (PDUFA date 10/20/2023), was clinically superior to all other topical FDC treatments for moderate to severe acne vulgaris.

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)0.024
metaresearch head score (Gemma)0.053
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Meta-analysis · Consensus signal: Meta-analysis
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.024
Threshold uncertainty score0.127

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0240.053
Meta-epidemiology (narrow)0.0030.001
Meta-epidemiology (broad)0.0210.038
Bibliometrics0.0120.011
Science and technology studies0.0010.001
Scholarly communication0.0040.003
Open science0.0030.002
Research integrity0.0030.002
Insufficient payload (model declined to judge)0.0060.000

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 head0.049
GPT teacher head0.354
Teacher spread0.305 · 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 designMeta-analysis
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
Published2023
Admission routes1
Has abstractyes

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Same venueSKIN The Journal of Cutaneous MedicineSame topicAcne and Rosacea Treatments and EffectsFrench-language works237,207