When Genes Meet Gels: Computational Immunogenetics of Dermal Fillers and Stratified Risk of Immune and Fibrotic Reactions across Compositions and Genotypes.
Abstract
[BACKGROUND] Delayed inflammatory and fibrotic reactions to dermal fillers remain unpredictable, reflecting complex interactions between product composition and host genetics.
[OBJECTIVE] To develop and validate a computational framework integrating filler physicochemical attributes with simulated genetic variation to estimate relative immunologic and fibrotic risk across commercially available products.
[METHODS] Twenty-six fillers were analysed using a hierarchical Bayesian model combining rheologic, structural, and compositional parameters with genotype-specific modifiers in AesthetiSIM™, a reproducible Docker-based environment. Posterior distributions were derived for biostimulatory, immunogenic, and fibrotic indices, and composite scores were normalized to the [0-1] interval. Sensitivity analyses included exposure-adjusted validation, leave-one-product-out cross-validation, and variance decomposition to assess robustness.
[RESULTS] Risk scores formed a continuous spectrum. Profhilo, Juvéderm Volite, Voluma XC, and Evolysse™ SMOOTH occupied the lowest strata (mean < 0.15), whereas Sculptra, Radiesse, and HArmonyCa showed the highest (mean > 0.75). The scores quantify relative risk gradients rather than absolute event probabilities. Cluster and heatmap analyses revealed distinct mechanistic classes consistent with known material properties.
[CONCLUSION] Dermal filler safety exists on a graded continuum determined jointly by composition and genetic susceptibility. This integrative, reproducible model provides an evidence-organized framework for personalized product selection and informed patient counselling in precision aesthetic practice.
[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 .
[OBJECTIVE] To develop and validate a computational framework integrating filler physicochemical attributes with simulated genetic variation to estimate relative immunologic and fibrotic risk across commercially available products.
[METHODS] Twenty-six fillers were analysed using a hierarchical Bayesian model combining rheologic, structural, and compositional parameters with genotype-specific modifiers in AesthetiSIM™, a reproducible Docker-based environment. Posterior distributions were derived for biostimulatory, immunogenic, and fibrotic indices, and composite scores were normalized to the [0-1] interval. Sensitivity analyses included exposure-adjusted validation, leave-one-product-out cross-validation, and variance decomposition to assess robustness.
[RESULTS] Risk scores formed a continuous spectrum. Profhilo, Juvéderm Volite, Voluma XC, and Evolysse™ SMOOTH occupied the lowest strata (mean < 0.15), whereas Sculptra, Radiesse, and HArmonyCa showed the highest (mean > 0.75). The scores quantify relative risk gradients rather than absolute event probabilities. Cluster and heatmap analyses revealed distinct mechanistic classes consistent with known material properties.
[CONCLUSION] Dermal filler safety exists on a graded continuum determined jointly by composition and genetic susceptibility. This integrative, reproducible model provides an evidence-organized framework for personalized product selection and informed patient counselling in precision aesthetic practice.
[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 | filler
|
필러 주입술 | dict | 1 | |
| 시술 | dermal filler
|
필러 주입술 | dict | 1 | |
| 재료 | radiesse
|
칼슘하이드록시아파타이트 | dict | 1 | |
| 재료 | sculptra
|
폴리락트산 | dict | 1 |
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