Variant-aware computational assessment of neutralizing antibody binding robustness to botulinum toxin A.
Abstract
Botulinum neurotoxin type A (BoNT/A) is a widely used biologic therapeutic, yet the influence of natural toxin sequence variation on the stability of neutralizing antibody binding remains poorly understood. In this study, we performed a comprehensive computational analysis to quantitatively assess antibody binding robustness across naturally occurring BoNT/A variants. Using a curated dataset spanning all major subtypes, we integrated sequence variability mapping, ensemble antibody docking, explicit-solvent molecular dynamics simulations (totalling >30 μs), Bayesian hierarchical modelling, and interface network analysis. Sequence analysis revealed that amino acid variability is strongly enriched in solvent-exposed regions, with mean Shannon entropy increasing from 0.07 in the light-chain core to 0.48 in surface loops of the heavy chain, and a significant association between entropy and solvent accessibility (Wilcoxon p < 10). Docking showed modest variant-dependent energetic dispersion (Cohen's d < 0.5) that poorly correlated with dynamic stability metrics (ρ = 0.18-0.31). In contrast, molecular dynamics simulations identified large variant-specific effects on interface stability, with multiple variants exhibiting >1 standard deviation increases in interface root-mean-square deviation (RMSD, a measure of average atomic displacement between structures) and reductions in contact persistence and hydrogen-bond occupancy. A composite Binding Robustness Index (BRI) separated high- and low-robustness variants by 2.1 to 2.7 standard deviations within antibody systems. Bayesian modelling indicated that 31-46% of variants had high posterior probability (>0.95) for reduced binding robustness. Interface network analysis revealed that low-robustness variants consistently disrupted cooperative interface topology, with 35-61% loss of high-betweenness residues and increased modularity, strongly correlating with Bayesian effect estimates (ρ = 0.74). These results demonstrate that natural BoNT/A sequence variation leads to substantial, antibody-specific differences in binding robustness, driven by localized disruption of cooperative interface networks rather than uniform binding weakening. This study provides a quantitative computational framework for assessing antibody binding stability across toxin variants, with implications for therapeutic durability and resistance mechanisms.
추출된 의학 개체 (NER)
| 유형 | 영어 표현 | 한국어 / 풀이 | UMLS CUI | 출처 | 등장 |
|---|---|---|---|---|---|
| 시술 | botulinum toxin
|
보툴리눔독소 주사 | dict | 1 | |
| 약물 | BoNT/A
→ Botulinum neurotoxin type A
|
C0006050
botulinum toxin type A
|
scispacy | 1 | |
| 약물 | amino acid
|
C0002520
Amino Acids
|
scispacy | 1 | |
| 약물 | hydrogen-bond
|
scispacy | 1 | ||
| 기타 | Botulinum neurotoxin type A
|
scispacy | 1 | ||
| 기타 | BoNT/A
→ Botulinum neurotoxin type A
|
scispacy | 1 | ||
| 기타 | amino acid
|
scispacy | 1 | ||
| 기타 | light-chain
|
scispacy | 1 | ||
| 기타 | variant-dependent
|
scispacy | 1 | ||
| 기타 | variant-specific
|
scispacy | 1 | ||
| 기타 | antibody-specific
|
scispacy | 1 |
🔗 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.