Using neural biomarkers to personalize dosing of vagus nerve stimulation.

Antonin Berthon, Lorenz Wernisch, Myrta Stoukidi, Michael Thornton, Olivier Tessier-Lariviere, Pascal Fortier-Poisson, Jorin Mamen, Max Pinkney, Susannah Lee, Elvijs Sarkans, Luca Annecchino, Ben Appleton, Philip Garsed, Bret Patterson, Samuel Gonshaw, Matjaz Jakopec, Sudhakaran Shunmugam, Tristan Edwards, Aleksi Tukiainen, Joel Jennings, Guillaume Lajoie, Emil Hewage, Oliver Armitage
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引用次数: 0

Abstract

Background: Vagus nerve stimulation (VNS) is an established therapy for treating a variety of chronic diseases, such as epilepsy, depression, obesity, and for stroke rehabilitation. However, lack of precision and side-effects have hindered its efficacy and extension to new conditions. Achieving a better understanding of the relationship between VNS parameters and neural and physiological responses is therefore necessary to enable the design of personalized dosing procedures and improve precision and efficacy of VNS therapies.

Methods: We used biomarkers from recorded evoked fiber activity and short-term physiological responses (throat muscle, cardiac and respiratory activity) to understand the response to a wide range of VNS parameters in anaesthetised pigs. Using signal processing, Gaussian processes (GP) and parametric regression models we analyse the relationship between VNS parameters and neural and physiological responses.

Results: Firstly, we illustrate how considering multiple stimulation parameters in VNS dosing can improve the efficacy and precision of VNS therapies. Secondly, we describe the relationship between different VNS parameters and the evoked fiber activity and show how spatially selective electrodes can be used to improve fiber recruitment. Thirdly, we provide a detailed exploration of the relationship between the activations of neural fiber types and different physiological effects. Finally, based on these results, we discuss how recordings of evoked fiber activity can help design VNS dosing procedures that optimize short-term physiological effects safely and efficiently.

Conclusion: Understanding of evoked fiber activity during VNS provide powerful biomarkers that could improve the precision, safety and efficacy of VNS therapies.

利用神经生物标志物个性化迷走神经刺激剂量。
背景:迷走神经刺激疗法(VNS)是一种治疗癫痫、抑郁症、肥胖症等多种慢性疾病和中风康复的成熟疗法。然而,缺乏精确性和副作用阻碍了它的疗效和在新病症上的推广。因此,有必要更好地了解 VNS 参数与神经和生理反应之间的关系,以便设计个性化的剂量程序,提高 VNS 疗法的精确度和疗效:我们利用诱发纤维活动记录和短期生理反应(喉肌、心脏和呼吸活动)中的生物标记来了解麻醉猪对各种 VNS 参数的反应。利用信号处理、高斯过程(GP)和参数回归模型,我们分析了 VNS 参数与神经和生理反应之间的关系:结果:首先,我们说明了在 VNS 剂量中考虑多个刺激参数可如何提高 VNS 治疗的疗效和精确度。其次,我们描述了不同 VNS 参数与诱发纤维活动之间的关系,并展示了如何使用空间选择性电极来改善纤维招募。第三,我们详细探讨了神经纤维类型的激活与不同生理效应之间的关系。最后,基于这些结果,我们讨论了诱发纤维活动记录如何帮助设计 VNS 剂量程序,从而安全高效地优化短期生理效应:了解 VNS 期间的诱发纤维活动可提供强大的生物标志物,从而提高 VNS 治疗的精确性、安全性和有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
6.90
自引率
0.00%
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审稿时长
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