In silico model of axonal pathfinding during spinal cord regeneration in zebrafish larvae

Neumann O, Kravikass M, John N, Gopalan Ramachandran R, Steinmann P, Zaburdaev V, Wehner D, Budday S (2026)


Publication Status: Submitted

Publication Type: Unpublished / Preprint

Future Publication Type: Journal article

Publication year: 2026

Original Authors: Oskar Neumann, Mathar Kravikass, Nora John, Rahul Gopalan Ramachandran, Paul Steinmann, Vasily Zaburdaev, Daniel Wehner, Silvia Budday

DOI: 10.64898/2026.04.17.719187

Abstract

Functional spinal cord repair in zebrafish is governed by regeneration-favorable biochemical and mechanical cues within the lesion microenvironment. Alterations in extracellular matrix composition and stiffness are closely associated with axon regeneration. However, experimentally dissecting the interplay between mechanical signals and axonal regrowth in vivo remains technically challenging. Here, we present an agent-based modeling framework to simulate stiffness-mediated axonal growth trajectories across the lesion. We use this model to explore potential mechanisms underlying the characteristic growth patterns observed during zebrafish spinal cord regeneration. Computational predictions were qualitatively compared with confocal imaging data obtained from larval zebrafish. These phenomenological comparisons revealed a close agreement between simulated and experimentally observed axon growth, indicating that experimentally observed patterns could be governed by transient changes in the stiffness profile of the spinal cord and lesion microenvironment. Hence, our computational framework provides an in silico platform for investigating the role of mechanical cues in axon regeneration in the injured spinal cord.

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APA:

Neumann, O., Kravikass, M., John, N., Gopalan Ramachandran, R., Steinmann, P., Zaburdaev, V.,... Budday, S. (2026). In silico model of axonal pathfinding during spinal cord regeneration in zebrafish larvae. (Unpublished, Submitted).

MLA:

Neumann, Oskar, et al. In silico model of axonal pathfinding during spinal cord regeneration in zebrafish larvae. Unpublished, Submitted. 2026.

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