Bridging the gap: towards a digital twin to optimize therapeutic cell-seeding strategies in nerve tissue engineering
Open Access
- 24 June 2026
- journal article
- Published by The Royal Society in Journal of The Royal Society Interface
- Vol. 23 (239)
Abstract
Peripheral nerve injuries impose a substantial strain on the lives of millions of people worldwide. Engineered neural tissues provide a promising avenue to improve peripheral nerve repair strategies, potentially allowing the precise seeding of cells and materials that support regenerative processes. Current optimization of cell-seeding strategies relies on testing the impact of relevant parameters in vivo, requiring considerable time and resources. We propose an alternative approach to the design of cellular hydrogels based on a mathematical cell–solute model, informed via in vitro experiment, to identify promising cell-seeding strategies in silico at a limited cost. These designs are manufactured using 3D-printed moulds and validated in vivo. We evaluate the regenerative potential of these designs by focusing on the impact of different cell-seeding strategies on vascular endothelial growth factor secretion and gradient generation, both crucial elements of regenerative angiogenesis in early nerve repair. In this way, we provide a first proof-of-concept of a digital twin for nerve tissue engineering, which uses in silico, in vitro and in vivo repair models.Keywords
Funding Information
- Engineering and Physical Sciences Research Council (EP/R004463/1)
- Cancer Research UK (C44767/A29458)
- Rosetrees Trust (OoR2022\100002)
This publication has 58 references indexed in Scilit:
- Mathematical Modeling for Nerve Repair Research2022
- A combined experimental and computational framework to evaluate the behavior of therapeutic cells for peripheral nerve regenerationBiotechnology and Bioengineering, 2022
- A Tutorial on Sobol’ Global Sensitivity Analysis Applied to Biological Models2020
- Maximizing neotissue growth kinetics in a perfusion bioreactor: An in silico strategy using model reduction and Bayesian optimizationBiotechnology and Bioengineering, 2017
- Computational modelling of the scaffold-free chondrocyte regeneration: a two-way coupling between the cell growth and local fluid flow and nutrient concentrationBiomechanics and Modeling in Mechanobiology, 2015
- Effect of glucose concentration on peripheral nerve and its response to anoxiaMuscle & Nerve, 2013
- Continuum Modelling of In Vitro Tissue Engineering: A Review2012
- The role of VEGF in the regulation of physiological and pathological angiogenesis2005
- Calculation of effective diffusivities for biofilms and tissuesBiotechnology and Bioengineering, 2002
- Retroviral labeling of Schwann cells: In vitro characterization and in vivo transplantation to improve peripheral nerve regenerationGlia, 2001