Viscoelastic properties of sodium hyaluronate and their mathematical optimization in intra-articular injections: a predictive model for enhancing clinical efficacy

Objective: To develop and validate a biomechanical and mathematical model capable of predicting the clinical efficacy of intra-articular sodium hyaluronate injections (HA) in osteoarthritis (OA), by aligning viscoelastic properties of HA formulations with joint-specific mechanical demands and patient phenotypes. Design: A predictive simulation model based on linear viscoelastic theory and non-Newtonian fluid mechanics was constructed to replicate intra-articular HA behavior during physiologic gait cycles. Input variables included HA-specific parameters (molecular weight, concentration, viscosity), joint-specific mechanics (loading frequency, anatomical volume), and patient factors (BMI, Kellgren-Lawrence grade, activity level). Three-dimensional finite element models (FEM) of the knee, hip, and shoulder were developed to assess HA distribution, mechanical damping, and synovial retention. Model predictions were validated retrospectively against clinical outcomes (WOMAC scores at 3 months) in 126 knee OA patients treated with single-injection HA. Partial least squares regression was used to evaluate predictive accuracy. Results: = 0.61; RMSE = 7.8). Clinical benefit was most pronounced in KL II-III patients with preserved joint mechanics and moderate-to-high activity levels. Simulations also demonstrated the need for joint-specific tailoring of HA volume and stiffness, particularly in the hip and shoulder. Conclusion: This study provides a validated, patient-specific, and joint-adaptive model for optimizing HA viscosupplementation in OA. The findings support a shift from empirical selection to precision-based rheological personalization of HA therapy, enhancing treatment outcomes and biomechanical integration.

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Publication Details

Journal
Frontiers in Bioengineering and Biotechnology
Published
2026-04-13
DOI
https://doi.org/10.3389/fbioe.2026.1742722
Primary Topic
Osteoarthritis Treatment and Mechanisms
Type
article
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article

Viscoelastic properties of sodium hyaluronate and their mathematical optimization in intra-articular injections: a predictive model for enhancing clinical efficacy

S Guerrasio, Francisco Endara Urresta, Bautista Rivarola, Luciano Trinchese et al.
Frontiers in Bioengineering and Biotechnology
Osteoarthritis Treatment and Mechanisms
article

Viscoelastic properties of sodium hyaluronate and their mathematical optimization in intra-articular injections: a predictive model for enhancing clinical efficacy

S Guerrasio, Francisco Endara Urresta, Bautista Rivarola, Luciano Trinchese, Horacio Rivarola
article en

Abstract

Objective: To develop and validate a biomechanical and mathematical model capable of predicting the clinical efficacy of intra-articular sodium hyaluronate injections (HA) in osteoarthritis (OA), by aligning viscoelastic properties of HA formulations with joint-specific mechanical demands and patient phenotypes. Design: A predictive simulation model based on linear viscoelastic theory and non-Newtonian fluid mechanics was constructed to replicate intra-articular HA behavior during physiologic gait cycles. Input variables included HA-specific parameters (molecular weight, concentration, viscosity), joint-specific mechanics (loading frequency, anatomical volume), and patient factors (BMI, Kellgren-Lawrence grade, activity level). Three-dimensional finite element models (FEM) of the knee, hip, and shoulder were developed to assess HA distribution, mechanical damping, and synovial retention. Model predictions were validated retrospectively against clinical outcomes (WOMAC scores at 3 months) in 126 knee OA patients treated with single-injection HA. Partial least squares regression was used to evaluate predictive accuracy. Results: = 0.61; RMSE = 7.8). Clinical benefit was most pronounced in KL II-III patients with preserved joint mechanics and moderate-to-high activity levels. Simulations also demonstrated the need for joint-specific tailoring of HA volume and stiffness, particularly in the hip and shoulder. Conclusion: This study provides a validated, patient-specific, and joint-adaptive model for optimizing HA viscosupplementation in OA. The findings support a shift from empirical selection to precision-based rheological personalization of HA therapy, enhancing treatment outcomes and biomechanical integration.

Frontiers in Bioengineering and BiotechnologyVol. 14
Istituto per la Ricerca Sociale (IT), Hospital Universitario Austral (AR), University of Milano-Bicocca (IT)
Openalex Percentile: Top 28%
Osteoarthritis Treatment and Mechanisms
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