4.6 Article

Validated computational models predict vagus nerve stimulation thresholds in preclinical animals and humans

Journal

JOURNAL OF NEURAL ENGINEERING
Volume 20, Issue 3, Pages -

Publisher

IOP Publishing Ltd
DOI: 10.1088/1741-2552/acda64

Keywords

vagus nerve stimulation; neural computational modeling; peripheral nerve stimulation

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This study demonstrated the accurate simulation of nerve responses to electrical stimulation by using automated simulations to characterize electrical nerve thresholds. The models were able to accurately predict activation thresholds across different species and fiber types, while also revealing the need for improved models of unmyelinated nerve fibers. The findings are significant in terms of accurately modeling nerve responses, understanding the impact of individual differences on neural and physiological responses, and predicting mechanisms of VNS therapeutic and side effects.
Objective. We demonstrated how automated simulations to characterize electrical nerve thresholds, a recently published open-source software for modeling stimulation of peripheral nerves, can be applied to simulate accurately nerve responses to electrical stimulation. Approach. We simulated vagus nerve stimulation (VNS) for humans, pigs, and rats. We informed our models using histology from sample-specific or representative nerves, device design features (i.e. cuff, waveform), published material and tissue conductivities, and realistic fiber models. Main results. Despite large differences in nerve size, cuff geometry, and stimulation waveform, the models predicted accurate activation thresholds across species and myelinated fiber types. However, our C fiber model thresholds overestimated thresholds across pulse widths, suggesting that improved models of unmyelinated nerve fibers are needed. Our models of human VNS yielded accurate thresholds to activate laryngeal motor fibers and captured the inter-individual variability for both acute and chronic implants. For B fibers, our small-diameter fiber model underestimated threshold and saturation for pulse widths >0.25 ms. Our models of pig VNS consistently captured the range of in vivo thresholds across all measured nerve and physiological responses (i.e. heart rate, A delta/B fibers, A gamma fibers, electromyography, and A alpha fibers). In rats, our smallest diameter myelinated fibers accurately predicted fast fiber thresholds across short and intermediate pulse widths; slow unmyelinated fiber thresholds overestimated thresholds across shorter pulse widths, but there was overlap for pulse widths >0.3 ms. Significance. We elevated standards for models of peripheral nerve stimulation in populations of models across species, which enabled us to model accurately nerve responses, demonstrate that individual-specific differences in nerve morphology produce variability in neural and physiological responses, and predict mechanisms of VNS therapeutic and side effects.

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