Challenging Interchangeability: Dynamic Dose-Response Modelling of Botulinum Toxin A Products.
Abstract
[INTRODUCTION] Botulinum Neurotoxin type A (BoNT-A) formulations are used worldwide for both aesthetic and therapeutic indications, yet dose conversion between products remains based on empirical ratios that ignore pharmacodynamic variability. This study aimed to generate dynamic, time-resolved dose equivalence estimates for six FDA-approved BoNT-A formulations, onabotulinumtoxinA (ONA), abobotulinumtoxinA (ABO), incobotulinumtoxinA (INCO), daxibotulinumtoxinA (DAXI), prabotulinumtoxinA (PRABO), and letibotulinumtoxinA (LETI) and to assess how their clinical performance differs over time.
[METHODS] A hybrid, time-resolved in silico pharmacodynamic model was developed to simulate onset, peak effect, and decay kinetics using data aggregated from 49 clinical trials and regulatory submissions. Each formulation was modelled in 10,000 virtual patients to capture real-world variability in EC, maximal efficacy, and decay rate. Dose equivalence relative to 20 U of ONA was determined using two independent metrics: the area under the response curve (AURC) and time above a standardized efficacy threshold. External validation was performed against independent clinical datasets.
[RESULTS] Simulated durations ranged from 10.6 weeks (ABO) to 14.5 weeks (PRABO), matching published clinical means within ±1.2 weeks. Time-resolved conversion ratios revealed significant temporal drift: ABO increased from 2.0 to 2.7 (≈35% drift), LETI from 1.1 to 1.4 (≈27 %), while DAXI and PRABO demonstrated decreasing ratios (≈15% drift), reflecting superior persistence. Efficiency analysis ranked PRABO and DAXI highest (AURC/unit = 0.059 and 0.057), followed by ONA (0.050), INCO (0.040), LETI (0.035), and ABO (0.031). Global sensitivity analysis identified decay rate (koff) as the dominant determinant of efficacy duration (Sobol index = 0.52).
[CONCLUSION] Static dose conversion ratios fail to represent the dynamic pharmacodynamic behaviour of BoNT-A formulations. This simulation-based, data-driven approach reproduces clinical outcomes with high fidelity and provides a robust framework for effect-based dose equivalence, improving precision in product substitution and individualized treatment planning.
[LEVEL OF EVIDENCE IV] This journal requires that authors assign a level of evidence to each article. For a full description of these Evidence-Based Medicine ratings, please refer to the Table of Contents or the online Instructions to Authors www.springer.com/00266.
[METHODS] A hybrid, time-resolved in silico pharmacodynamic model was developed to simulate onset, peak effect, and decay kinetics using data aggregated from 49 clinical trials and regulatory submissions. Each formulation was modelled in 10,000 virtual patients to capture real-world variability in EC, maximal efficacy, and decay rate. Dose equivalence relative to 20 U of ONA was determined using two independent metrics: the area under the response curve (AURC) and time above a standardized efficacy threshold. External validation was performed against independent clinical datasets.
[RESULTS] Simulated durations ranged from 10.6 weeks (ABO) to 14.5 weeks (PRABO), matching published clinical means within ±1.2 weeks. Time-resolved conversion ratios revealed significant temporal drift: ABO increased from 2.0 to 2.7 (≈35% drift), LETI from 1.1 to 1.4 (≈27 %), while DAXI and PRABO demonstrated decreasing ratios (≈15% drift), reflecting superior persistence. Efficiency analysis ranked PRABO and DAXI highest (AURC/unit = 0.059 and 0.057), followed by ONA (0.050), INCO (0.040), LETI (0.035), and ABO (0.031). Global sensitivity analysis identified decay rate (koff) as the dominant determinant of efficacy duration (Sobol index = 0.52).
[CONCLUSION] Static dose conversion ratios fail to represent the dynamic pharmacodynamic behaviour of BoNT-A formulations. This simulation-based, data-driven approach reproduces clinical outcomes with high fidelity and provides a robust framework for effect-based dose equivalence, improving precision in product substitution and individualized treatment planning.
[LEVEL OF EVIDENCE IV] This journal requires that authors assign a level of evidence to each article. For a full description of these Evidence-Based Medicine ratings, please refer to the Table of Contents or the online Instructions to Authors www.springer.com/00266.
추출된 의학 개체 (NER)
| 유형 | 영어 표현 | 한국어 / 풀이 | UMLS CUI | 출처 | 등장 |
|---|---|---|---|---|---|
| 시술 | botulinum toxin
|
보툴리눔독소 주사 | dict | 1 | |
| 해부 | DAXI
→ daxibotulinumtoxinA
|
scispacy | 1 | ||
| 약물 | incobotulinumtoxinA
|
C2930113
incobotulinumtoxinA
|
scispacy | 1 | |
| 약물 | PRABO
→ prabotulinumtoxinA
|
C4762545
PRABOTULINUMTOXINA
|
scispacy | 1 | |
| 약물 | [INTRODUCTION] Botulinum Neurotoxin type A
|
scispacy | 1 | ||
| 약물 | BoNT-A
→ Botulinum Neurotoxin type A
|
scispacy | 1 | ||
| 약물 | onabotulinumtoxinA
|
scispacy | 1 | ||
| 약물 | abobotulinumtoxinA
|
scispacy | 1 | ||
| 질환 | ONA
→ onabotulinumtoxinA
|
C2719767
onabotulinumtoxinA
|
scispacy | 1 | |
| 질환 | INCO
→ incobotulinumtoxinA
|
scispacy | 1 | ||
| 기타 | Botulinum Toxin A
|
scispacy | 1 | ||
| 기타 | patients
|
scispacy | 1 | ||
| 기타 | ABO
→ abobotulinumtoxinA
|
scispacy | 1 | ||
| 기타 | BoNT-A formulations
|
scispacy | 1 |
📑 인용 관계
이 논문이 참조한 문헌 50
- Breaking the 4-hour rule: Multiscale computational modelling redefines post-injection restrictions f…
- Science or Spectacle? A Critical Evaluation of the Decade of Aesthetic Medicine Conferences Using th…
- Diffusion characteristics and efficacy of letibotulinum toxin a in forehead wrinkle treatment.
- Computational Modelling Suggests Bacteriostatic Saline Does Not Reverse Botulinum Toxin-Induced Brow…
- Glabellar dynamics decoded to refine precision in botulinum toxin treatment.
- Efficacy and Safety of RelabotulinumtoxinA, a New Ready-to-Use Liquid Formulation Botulinum Toxin: R…
- Comparative study between the efficacy of prabotulinum toxin-A versus onabotulinum toxin-A for the t…
- Immunogenicity of Botulinum Toxin A: Insights.
- IncobotulinumtoxinA for the Treatment of Glabella and Forehead Dynamic Lines: A Real-Life Longitudin…
- PrabotulinumtoxinA vs OnabotulinumtoxinA for the Treatment of Adult Males With Moderate to Severe Gl…
- PrabotulinumtoxinA-xvfs for the Treatment of Moderate-to-Severe Glabellar Lines.
- The Second of Two One-Year, Multicenter, Open-Label, Repeat-Dose, Phase II Safety Studies of Prabotu…
- Dose conversion ratio, comparative efficacy, and adverse events after switching from onabotulinum to…
- A Multicenter, Randomized, Double-Blind, Placebo-Controlled, Single-Dose, Phase III, Non-Inferiority…
- DaxibotulinumtoxinA for Injection for the Treatment of Glabellar Lines: Results from Each of Two Mul…
- The efficacy and complications of a new technique of Abobotulinum-toxin A (Dysport) injection in pat…
- Efficacy and Safety of PrabotulinumtoxinA for the Treatment of Glabellar Lines in Adult Subjects: Re…
- Conversion Ratio between Botox®, Dysport®, and Xeomin® in Clinical Practice.
- OnabotulinumtoxinA and AbobotulinumtoxinA Dose Conversion: a Systematic Literature Review.
- Six-month safety results of calcium hydroxylapatite for treatment of nasolabial folds in Fitzpatrick…
외부 PMID 30건 (DB 미수집)
- PMID 11909903 ↗
- PMID 12973229 ↗
- PMID 16416645 ↗
- PMID 17097394 ↗
- PMID 18086061 ↗
- PMID 19490208 ↗
- PMID 19757543 ↗
- PMID 20115956 ↗
- PMID 21054567 ↗
- PMID 21214666 ↗
- PMID 22804914 ↗
- PMID 23123690 ↗
- PMID 23506308 ↗
- PMID 23895113 ↗
- PMID 25548846 ↗
- PMID 26366966 ↗
- PMID 27490274 ↗
- PMID 27787269 ↗
- PMID 31135570 ↗
- PMID 32217842 ↗
- PMID 33065953 ↗
- PMID 33721365 ↗
- PMID 34028391 ↗
- PMID 34555509 ↗
- PMID 34818283 ↗
- PMID 35092418 ↗
- PMID 35704394 ↗
- PMID 36241754 ↗
- PMID 36342250 ↗
- PMID 36615406 ↗
🔗 함께 등장하는 도메인
이 논문이 속한 카테고리와 같은 논문에서 자주 함께 다뤄지는 카테고리들
관련 논문
- Local therapeutic strategies for neurocutaneous dysesthesia: from capsaicin to cannabinoids.
- Comparative efficacy of intralesional therapies for keloid scars: a network meta-analysis.
- Adverse neurological events following botulinum toxin type A: A case series of post-injection seizures and paralysis.
- Decreased utilization of component separation techniques over time in complex abdominal wall reconstruction following introduction of preoperative botulinum toxin A.
- Current Perspectives on Pectoralis Minor Syndrome: A Narrative Review.