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Design and development of a machine-learning-driven opioid overdose risk prediction tool integrated in electronic health records in primary care settings. 设计和开发一种机器学习驱动的阿片类药物过量风险预测工具,并将其整合到初级医疗机构的电子健康记录中。
Pub Date : 2024-10-18 DOI: 10.1186/s42234-024-00156-3
Khoa Nguyen, Debbie L Wilson, Julie Diiulio, Bradley Hall, Laura Militello, Walid F Gellad, Christopher A Harle, Motomori Lewis, Siegfried Schmidt, Eric I Rosenberg, Danielle Nelson, Xing He, Yonghui Wu, Jiang Bian, Stephanie A S Staras, Adam J Gordon, Jerry Cochran, Courtney Kuza, Seonkyeong Yang, Weihsuan Lo-Ciganic

Background: Integrating advanced machine-learning (ML) algorithms into clinical practice is challenging and requires interdisciplinary collaboration to develop transparent, interpretable, and ethically sound clinical decision support (CDS) tools. We aimed to design a ML-driven CDS tool to predict opioid overdose risk and gather feedback for its integration into the University of Florida Health (UFHealth) electronic health record (EHR) system.

Methods: We used user-centered design methods to integrate the ML algorithm into the EHR system. The backend and UI design sub-teams collaborated closely, both informed by user feedback sessions. We conducted seven user feedback sessions with five UF Health primary care physicians (PCPs) to explore aspects of CDS tools, including workflow, risk display, and risk mitigation strategies. After customizing the tool based on PCPs' feedback, we held two rounds of one-on-one usability testing sessions with 8 additional PCPs to gather feedback on prototype alerts. These sessions informed iterative UI design and backend processes, including alert frequency and reappearance circumstances.

Results: The backend process development identified needs and requirements from our team, information technology, UFHealth, and PCPs. Thirteen PCPs (male = 62%, White = 85%) participated across 7 user feedback sessions and 8 usability testing sessions. During the user feedback sessions, PCPs (n = 5) identified flaws such as the term "high risk" of overdose potentially leading to unintended consequences (e.g., immediate addiction services referrals), offered suggestions, and expressed trust in the tool. In the first usability testing session, PCPs (n = 4) emphasized the need for natural risk presentation (e.g., 1 in 200) and suggested displaying the alert multiple times yearly for at-risk patients. Another 4 PCPs in the second usability testing session valued the UFHealth-specific alert for managing new or unfamiliar patients, expressed concerns about PCPs' workload when prescribing to high-risk patients, and recommended incorporating the details page into training sessions to enhance usability.

Conclusions: The final backend process for our CDS alert aligns with PCP needs and UFHealth standards. Integrating feedback from PCPs in the early development phase of our ML-driven CDS tool helped identify barriers and facilitators in the CDS integration process. This collaborative approach yielded a refined prototype aimed at minimizing unintended consequences and enhancing usability.

背景:将先进的机器学习(ML)算法整合到临床实践中具有挑战性,需要跨学科合作才能开发出透明、可解释且符合道德规范的临床决策支持(CDS)工具。我们的目标是设计一种 ML 驱动的 CDS 工具,用于预测阿片类药物过量的风险,并收集反馈意见,以便将其整合到佛罗里达大学健康中心(UFHealth)的电子健康记录(EHR)系统中:我们采用以用户为中心的设计方法,将 ML 算法集成到 EHR 系统中。后台和用户界面设计子团队密切合作,双方都从用户反馈会议中获得信息。我们与五位和睦家医疗集团的初级保健医生(PCP)进行了七次用户反馈会议,探讨 CDS 工具的各个方面,包括工作流程、风险显示和风险缓解策略。在根据初级保健医生的反馈定制工具后,我们又与另外 8 名初级保健医生进行了两轮一对一的可用性测试,以收集他们对原型警报的反馈意见。这些会议为迭代用户界面设计和后台流程(包括警报频率和再次出现情况)提供了依据:后台流程开发确定了我们团队、信息技术、UFHealth 和初级保健医生的需求和要求。13 名初级保健医生(男性占 62%,白人占 85%)参加了 7 次用户反馈会议和 8 次可用性测试会议。在用户反馈环节中,初级保健医生(n = 5)指出了一些缺陷,如用药过量的 "高风险 "一词可能会导致意想不到的后果(如立即转介成瘾服务),他们提出了建议,并表达了对该工具的信任。在第一次可用性测试中,初级保健医生(n = 4)强调了自然风险呈现的必要性(如 200 分之 1),并建议每年多次为高危患者显示警报。在第二次可用性测试中,另有 4 名初级保健医生重视 UFHealth 针对管理新患者或不熟悉患者的警报,对初级保健医生为高风险患者开处方时的工作量表示担忧,并建议将详情页纳入培训课程以提高可用性:我们的 CDS 警报的最终后台程序符合初级保健医生的需求和 UFHealth 的标准。在 ML 驱动的 CDS 工具的早期开发阶段,整合初级保健医生的反馈意见有助于识别 CDS 整合过程中的障碍和促进因素。这种合作方式产生了一个改进的原型,旨在最大限度地减少意外后果并提高可用性。
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引用次数: 0
Virtual reality in stroke recovery: a meta-review of systematic reviews. 虚拟现实技术在中风康复中的应用:系统综述荟萃。
Pub Date : 2024-10-05 DOI: 10.1186/s42234-024-00150-9
Ammar Khan, Yahia Z Imam, Mohamed Muneer, Salman Al Jerdi, Sumanjit K Gill

Background: Virtual Reality (VR) is an emerging technology in post stroke recovery. However, its precise role in stroke rehabilitation is not well defined. The aim of this paper is to conduct an overview of systematic reviews on the role of VR in stroke rehabilitation.

Methods: A meta-review with results from a search of 7 databases from inception till 5th December 2022 with subsequent quality appraisal was conducted. The primary outcome was to produce a narrative review on the efficacy of VR versus usual or other care in stroke recovery. Data was synthesized in a descriptive fashion and high-quality systematic reviews were emphasized. The AMSTAR-2 tool was used for quality assessment of the included studies.

Results: Evidence from high-quality systematic reviews suggests that there is benefit from VR in upper limb, lower limb, gait, and balance recovery particularly when additive to conventional therapy. There is also limited evidence to suggest that VR has a positive effect in those with impaired cognition.

Conclusion: VR is safe and effective as an adjunct to conventional therapy for adults after stroke and should be used routinely for upper and lower limb motor recovery. Further high-quality studies that evaluate its efficacy and explore ways to increase its positive impact in areas such as cognition are required. There is also a scope for the development of stroke-specific virtual environments. (PROSPERO registration # CRD42022372926).

背景:虚拟现实(VR)是中风后康复领域的一项新兴技术。然而,它在中风康复中的确切作用还没有得到很好的界定。本文旨在对虚拟现实技术在中风康复中的作用进行系统综述:方法:通过对 7 个数据库从开始到 2022 年 12 月 5 日的搜索结果进行荟萃综述,并随后进行质量评估。主要结果是就虚拟现实与常规或其他护理在中风康复中的疗效进行叙述性综述。数据以描述性方式进行综合,并强调高质量的系统性综述。采用 AMSTAR-2 工具对纳入的研究进行质量评估:结果:来自高质量系统综述的证据表明,虚拟现实技术对上肢、下肢、步态和平衡的恢复有好处,尤其是在常规治疗的基础上。此外,还有有限的证据表明,虚拟现实技术对认知能力受损的患者有积极作用:结论:VR 作为成人中风后常规治疗的辅助手段是安全有效的,应常规用于上肢和下肢运动的恢复。需要进一步开展高质量的研究,评估其疗效并探索如何提高其在认知等方面的积极影响。此外,还可以开发专门针对中风的虚拟环境。(PROSPERO 注册号:CRD42022372926)。
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引用次数: 0
Vagal nerve stimulation in myocardial ischemia/reperfusion injury: from bench to bedside. 迷走神经刺激在心肌缺血/再灌注损伤中的应用:从工作台到床边。
Pub Date : 2024-09-13 DOI: 10.1186/s42234-024-00153-6
Giuseppe Giannino, Lorenzo Nocera, Maria Andolfatto, Valentina Braia, Federico Giacobbe, Francesco Bruno, Andrea Saglietto, Filippo Angelini, Ovidio De Filippo, Fabrizio D'Ascenzo, Gaetano Maria De Ferrari, Veronica Dusi

The identification of acute cardioprotective strategies against myocardial ischemia/reperfusion (I/R) injury that can be applied in the catheterization room is currently an unmet clinical need and several interventions evaluated in the past at the pre-clinical level have failed in translation. Autonomic imbalance, sustained by an abnormal afferent signalling, is a key component of I/R injury. Accordingly, there is a strong rationale for neuromodulation strategies, aimed at reducing sympathetic activity and/or increasing vagal tone, in this setting. In this review we focus on cervical vagal nerve stimulation (cVNS) and on transcutaneous auricular vagus nerve stimulation (taVNS); the latest has the potential to overcome several of the issues of invasive cVNS, including the possibility of being used in an acute setting, while retaining its beneficial effects. First, we discuss the pathophysiology of I/R injury, that is mostly a consequence of the overproduction of reactive oxygen species. Second, we describe the functional anatomy of the parasympathetic branch of the autonomic nervous system and the most relevant principles of bioelectronic medicine applied to electrical vagal modulation, with a particular focus on taVNS. Then, we provide a detailed and comprehensive summary of the most relevant pre-clinical studies of invasive and non-invasive VNS that support its strong cardioprotective effect whenever there is an acute or chronic cardiac injury and specifically in the setting of myocardial I/R injury. The potential benefit in the emerging field of post cardiac arrest syndrome (PCAS) is also mentioned. Indeed, electrical cVNS has a strong anti-adrenergic, anti-inflammatory, antioxidants, anti-apoptotic and pro-angiogenic effect; most of the involved molecular pathways were already directly confirmed to take place at the cardiac level for taVNS. Pre-clinical data clearly show that the sooner VNS is applied, the better the outcome, with the possibility of a marked infarct size reduction and almost complete left ventricular reverse remodelling when VNS is applied immediately before and during reperfusion. Finally, we describe in detail the limited but very promising clinical experience of taVNS in I/R injury available so far.

目前,针对心肌缺血/再灌注(I/R)损伤确定可在导管室应用的急性心脏保护策略是一项尚未得到满足的临床需求,过去在临床前水平评估过的几种干预措施都未能转化为现实。传入信号异常导致的自主神经失衡是 I/R 损伤的关键因素。因此,在这种情况下,采取旨在减少交感神经活动和/或增加迷走神经张力的神经调节策略是非常合理的。在这篇综述中,我们将重点讨论颈迷走神经刺激(cVNS)和经皮耳廓迷走神经刺激(taVNS);最新的疗法有可能克服侵入性 cVNS 的几个问题,包括在急性环境中使用的可能性,同时保留其有益效果。首先,我们讨论了 I/R 损伤的病理生理学,这主要是活性氧过度产生的结果。其次,我们描述了自律神经系统副交感神经分支的功能解剖学,以及应用于迷走神经电调节的生物电子医学最相关的原理,尤其侧重于 taVNS。然后,我们详细而全面地总结了有创和无创迷走神经电刺激最相关的临床前研究,这些研究支持迷走神经电刺激在急性或慢性心脏损伤时,特别是在心肌I/R损伤的情况下具有强大的心脏保护作用。此外,还提到了在心脏骤停后综合征(PCAS)这一新兴领域的潜在益处。事实上,cVNS 电疗具有很强的抗肾上腺素能、抗炎、抗氧化、抗细胞凋亡和促进血管生成的作用;大多数涉及的分子通路已被直接证实发生在 taVNS 的心脏水平。临床前数据清楚地表明,VNS 应用越早,疗效越好,在再灌注前和再灌注过程中立即应用 VNS 有可能显著缩小梗死面积,并几乎完全逆向重塑左心室。最后,我们详细介绍了目前在 I/R 损伤中应用 taVNS 的有限但非常有前景的临床经验。
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引用次数: 0
The brain-heart-immune axis: a vago-centric framework for predicting and enhancing resilient recovery in older surgery patients. 脑-心-免疫轴:一个以瓦戈为中心的框架,用于预测和提高老年手术患者的恢复能力。
Pub Date : 2024-09-02 DOI: 10.1186/s42234-024-00155-4
Leah Acker, Kevin Xu, J P Ginsberg

Nearly all geriatric surgical complications are studied in the context of a single organ system, e.g., cardiac complications and the heart; delirium and the brain; infections and the immune system. Yet, we know that advanced age, physiological stress, and infection all increase sympathetic and decrease parasympathetic nervous system function. Parasympathetic function is mediated through the vagus nerve, which connects the heart, brain, and immune system to form, what we have termed, the brain-heart-immune axis. We hypothesize that this brain-heart-immune axis plays a critical role in surgical recovery among older adults. In particular, we hypothesize that the brain-heart-immune axis plays a critical role in the most common surgical complication among older adults: postoperative delirium. Further, we present heart rate variability as a measure that may eventually become a multi-system vital sign evaluating brain-heart-immune axis function. Finally, we suggest the brain-heart-immune axis as a potential interventional target for bio-electronic neuro-immune modulation to enhance resilient surgical recovery among older adults.

几乎所有的老年外科并发症都是在单一器官系统的背景下进行研究的,例如心脏并发症与心脏、谵妄与大脑、感染与免疫系统。然而,我们知道高龄、生理压力和感染都会增加交感神经系统的功能,降低副交感神经系统的功能。副交感神经功能通过迷走神经介导,迷走神经连接心脏、大脑和免疫系统,形成我们所说的脑-心-免疫轴。我们假设脑-心-免疫轴在老年人的手术恢复中起着至关重要的作用。特别是,我们假设脑-心-免疫轴在老年人最常见的手术并发症:术后谵妄中起着关键作用。此外,我们将心率变异性作为一种测量指标,最终可能成为评估脑-心-免疫轴功能的多系统生命体征。最后,我们建议将脑心免疫轴作为生物电子神经免疫调节的潜在干预目标,以提高老年人手术后的恢复能力。
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引用次数: 0
Characterization of a conductive hydrogel@Carbon fibers electrode as a novel intraneural interface. 作为新型神经内界面的导电水凝胶@碳纤维电极的特性。
Pub Date : 2024-08-27 DOI: 10.1186/s42234-024-00154-5
Alice Giannotti, Ranieri Santanché, Ciro Zinno, Jacopo Carpaneto, Silvestro Micera, Eugenio Redolfi Riva

Peripheral neural interfaces facilitate bidirectional communication between the nervous system and external devices, enabling precise control for prosthetic limbs, sensory feedback systems, and therapeutic interventions in the field of Bioelectronic Medicine. Intraneural interfaces hold great promise since they ensure high selectivity in communicating only with the desired nerve fascicles. Despite significant advancements, challenges such as chronic immune response, signal degradation over time, and lack of long-term biocompatibility remain critical considerations in the development of such devices. Here we report on the development and benchtop characterization of a novel design of an intraneural interface based on carbon fiber bundles. Carbon fibers possess low impedance, enabling enhanced signal detection and stimulation efficacy compared to traditional metal electrodes. We provided a 3D-stabilizing structure for the carbon fiber bundles made of PEDOT:PSS hydrogel, to enhance the biocompatibility between the carbon fibers and the nervous tissue. We further coated the overall bundles with a thin layer of elastomeric material to provide electrical insulation. Taken together, our results demonstrated that our electrode possesses adequate structural and electrochemical properties to ensure proper stimulation and recording of peripheral nerve fibers and a biocompatible interface with the nervous tissue.

外周神经接口可促进神经系统与外部设备之间的双向通信,从而实现假肢、感觉反馈系统和生物电子医学领域治疗干预的精确控制。神经内接口可确保只与所需的神经束进行高选择性通信,因此前景广阔。尽管取得了重大进展,但慢性免疫反应、信号随时间衰减和缺乏长期生物兼容性等挑战仍然是开发此类设备的关键因素。在此,我们报告了一种基于碳纤维束的新型神经内界面设计的开发和台式表征。与传统的金属电极相比,碳纤维具有低阻抗的特点,能增强信号检测和刺激效果。我们为由 PEDOT:PSS 水凝胶制成的碳纤维束提供了三维稳定结构,以增强碳纤维与神经组织之间的生物相容性。我们还在整个纤维束上涂上一层薄薄的弹性材料,以提供电绝缘性。总之,我们的研究结果表明,我们的电极具有足够的结构和电化学特性,可确保对周围神经纤维进行适当的刺激和记录,并与神经组织形成生物兼容的界面。
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引用次数: 0
The rise of bioelectronic medicine. 生物电子医学的兴起。
Pub Date : 2024-08-21 DOI: 10.1186/s42234-024-00151-8
Dimitrios A Koutsouras, George G Malliaras, Geert Langereis

Bioelectronic Medicine (BEM), which uses implantable electronic medical devices to interface with electrically active tissues, aspires to revolutionize the way we understand and fight disease. By leveraging knowledge from microelectronics, materials science, information technology, neuroscience and medicine, BEM promises to offer novel solutions that address unmet clinical needs and change the concept of therapeutics. This perspective communicates our vision for the future of BEM and presents the necessary steps that need to be taken and the challenges that need to be faced before this new technology can flourish.

生物电子医学(BEM)利用植入式电子医疗设备与电活性组织连接,希望彻底改变我们了解和对抗疾病的方式。通过利用微电子学、材料科学、信息技术、神经科学和医学知识,生物电子医学有望提供新颖的解决方案,满足未得到满足的临床需求,并改变治疗方法的概念。这一观点传达了我们对 BEM 未来的愿景,并介绍了在这一新技术蓬勃发展之前需要采取的必要步骤和面临的挑战。
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引用次数: 0
Correction: The role of spinal cord neuroanatomy in the variances of epidural spinal recordings. 更正:脊髓神经解剖学在硬膜外脊髓记录差异中的作用。
Pub Date : 2024-08-07 DOI: 10.1186/s42234-024-00152-7
Danny V Lam, Justin Chin, Meagan K Brucker-Hahn, Megan Settell, Ben Romanauski, Nishant Verma, Aniruddha Upadhye, Ashlesha Deshmukh, Aaron Skubal, Yuichiro Nishiyama, Jian Hao, J Luis Lujan, Simeng Zhang, Bruce Knudsen, Stephan Blanz, Scott F Lempka, Kip A Ludwig, Andrew J Shoffstall, Hyun-Joo Park, Erika Ross Ellison, Mingming Zhang, Igor Lavrov
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引用次数: 0
The role of spinal cord neuroanatomy and the variances of epidurally evoked spinal responses. 脊髓神经解剖学的作用和硬膜外诱发脊髓反应的差异。
Pub Date : 2024-07-17 DOI: 10.1186/s42234-024-00149-2
Danny V Lam, Justin Chin, Meagan K Brucker-Hahn, Megan Settell, Ben Romanauski, Nishant Verma, Aniruddha Upadhye, Ashlesha Deshmukh, Aaron Skubal, Yuichiro Nishiyama, Jian Hao, J Luis Lujan, Simeng Zhang, Bruce Knudsen, Stephan Blanz, Scott F Lempka, Kip A Ludwig, Andrew J Shoffstall, Hyun-Joo Park, Erika Ross Ellison, Mingming Zhang, Igor Lavrov

Background: Spinal cord stimulation (SCS) has demonstrated multiple benefits in treating chronic pain and other clinical disorders related to sensorimotor dysfunctions. However, the underlying mechanisms are still not fully understood, including how electrode placement in relation to the spinal cord neuroanatomy influences epidural spinal recordings (ESRs). To characterize this relationship, this study utilized stimulation applied at various anatomical sections of the spinal column, including at levels of the intervertebral disc and regions correlating to the dorsal root entry zone.

Method: Two electrode arrays were surgically implanted into the dorsal epidural space of the swine. The stimulation leads were positioned such that the caudal-most electrode contact was at the level of a thoracic intervertebral segment. Intraoperative cone beam computed tomography (CBCT) images were utilized to precisely determine the location of the epidural leads relative to the spinal column. High-resolution microCT imaging and 3D-model reconstructions of the explanted spinal cord illustrated precise positioning and dimensions of the epidural leads in relation to the surrounding neuroanatomy, including the spinal rootlets of the dorsal and ventral columns of the spinal cord. In a separate swine cohort, implanted epidural leads were used for SCS and recording evoked ESRs.

Results: Reconstructed 3D-models of the swine spinal cord with epidural lead implants demonstrated considerable distinctions in the dimensions of a single electrode contact on a standard industry epidural stimulation lead compared to dorsal rootlets at the dorsal root entry zone (DREZ). At the intervertebral segment, it was observed that a single electrode contact may cover 20-25% of the DREZ if positioned laterally. Electrode contacts were estimated to be ~0.75 mm from the margins of the DREZ when placed at the midline. Furthermore, ventral rootlets were observed to travel in proximity and parallel to dorsal rootlets at this level prior to separation into their respective sides of the spinal cord. Cathodic stimulation at the level of the intervertebral disc, compared to an 'off-disc' stimulation (7 mm rostral), demonstrated considerable variations in the features of recorded ESRs, such as amplitude and shape, and evoked unintended motor activation at lower stimulation thresholds. This substantial change may be due to the influence of nearby ventral roots. To further illustrate the influence of rootlet activation vs. dorsal column activation, the stimulation lead was displaced laterally at ~2.88 mm from the midline, resulting in variances in both evoked compound action potential (ECAP) components and electromyography (EMG) components in ESRs at lower stimulation thresholds.

Conclusion: The results of this study suggest that the ECAP and EMG components of recorded ESRs can vary depending on small differences in

背景:脊髓刺激(SCS)在治疗慢性疼痛和其他与感觉运动功能障碍有关的临床疾病方面具有多种优势。然而,人们对其基本机制仍不完全了解,包括电极位置与脊髓神经解剖的关系如何影响硬膜外脊髓记录(ESR)。为了描述这种关系,本研究在脊柱的不同解剖部位(包括椎间盘水平和与背根入口区相关的区域)施加了刺激:方法:通过手术将两个电极阵列植入猪的背侧硬膜外腔。刺激导线的位置应使最尾端的电极接触到胸椎椎节水平。术中利用锥形束计算机断层扫描(CBCT)图像精确确定硬膜外导线与脊柱的相对位置。植入脊髓的高分辨率显微CT成像和三维模型重建显示了硬膜外导线相对于周围神经解剖结构的精确定位和尺寸,包括脊髓背柱和腹柱的椎弓根。在一个单独的猪群中,植入的硬膜外导线用于 SCS 和记录诱发 ESR:硬膜外导线植入猪脊髓的三维模型重建结果表明,与背根入口区(DREZ)的背根小体相比,标准工业硬膜外刺激导线上的单个电极触点的尺寸有很大不同。据观察,在椎间段,如果横向定位,单个电极触点可覆盖 20-25% 的背根进入区。据估计,当电极触点位于中线时,其与椎间根入口区边缘的距离约为 0.75 毫米。此外,还观察到腹侧小根与背侧小根在此水平靠近和平行移动,然后分离到脊髓的各自一侧。在椎间盘水平进行阴极刺激与 "椎间盘外 "刺激(喙突 7 毫米)相比,记录到的 ESR 的特征(如振幅和形状)有相当大的变化,并在较低刺激阈值下诱发意外的运动激活。这种显著变化可能是由于附近腹侧根的影响。为进一步说明小根激活对背柱激活的影响,刺激导线从中线向侧方移出约 2.88 毫米,导致较低刺激阈值下 ESR 的诱发复合动作电位(ECAP)成分和肌电图(EMG)成分出现差异:本研究结果表明,记录的 ESR 中的 ECAP 和 EMG 成分会因刺激电极在脊柱解剖结构中的位置(如椎节间水平)的微小差异而不同。此外,刺激导线从中线向外侧位移亚厘米也会导致电生理指标发生显著变化。这项试验性研究的结果揭示了电极微小位移的重要性,它可导致 SCS 诱发反应发生显著变化。这些结果可为了解其潜在机制提供更多有价值的见解,并有助于优化未来的 SCS 相关应用。
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引用次数: 0
A multi-channel stimulator with an active electrode array implant for vagal-cardiac neuromodulation studies. 用于迷走神经-心脏神经调制研究的多通道刺激器与主动电极阵列植入物。
Pub Date : 2024-07-06 DOI: 10.1186/s42234-024-00148-3
Fangqi Liu, Maryam Habibollahi, Yu Wu, Nazanin Neshatvar, Jiaxing Zhang, Ciro Zinno, Outman Akouissi, Fabio Bernini, Lisa Alibrandi, Khatia Gabisonia, Vincenzo Lionetti, Jacopo Carpaneto, Henry Lancashire, Dai Jiang, Silvestro Micera, Andreas Demosthenous

Background: Implantable vagus nerve stimulation is a promising approach for restoring autonomic cardiovascular functions after heart transplantation. For successful treatment a system should have multiple electrodes to deliver precise stimulation and complex neuromodulation patterns.

Methods: This paper presents an implantable multi-channel stimulation system for vagal-cardiac neuromodulation studies in swine species. The system comprises an active electrode array implant percutaneously connected to an external wearable controller. The active electrode array implant has an integrated stimulator ASIC mounted on a ceramic substrate connected to an intraneural electrode array via micro-rivet bonding. The implant is silicone encapsulated for biocompatibility and implanted lifetime. The stimulation parameters are remotely transmitted via a Bluetooth telemetry link.

Results: The size of the encapsulated active electrode array implant is 8 mm × 10 mm × 3 mm. The stimulator ASIC has 10-bit current amplitude resolution and 16 independent output channels, each capable of delivering up to 550 µA stimulus current and a maximum voltage of 20 V. The active electrode array implant was subjected to in vitro accelerated lifetime testing at 70 °C for 7 days with no degradation in performance. After over 2 h continuous stimulation, the surface temperature change of the implant was less than 0.5 °C. In addition, in vivo testing on the sciatic nerve of a male Göttingen minipig demonstrated that the implant could effectively elicit an EMG response that grew progressively stronger on increasing the amplitude of the stimulation.

Conclusions: The multi-channel stimulator is suitable for long term implantation. It shows potential as a useful tool in vagal-cardiac neuromodulation studies in animal models for restoring autonomic cardiovascular functions after heart transplantation.

背景:植入式迷走神经刺激是心脏移植后恢复自主心血管功能的一种很有前景的方法。为了成功治疗,系统应具有多个电极,以提供精确的刺激和复杂的神经调控模式:本文介绍了一种用于猪迷走神经-心脏神经调控研究的植入式多通道刺激系统。该系统包括一个经皮连接到外部可穿戴控制器的有源电极阵列植入体。有源电极阵列植入体有一个集成刺激器 ASIC,安装在陶瓷基板上,通过微型铆钉与神经内电极阵列连接。植入体采用硅胶封装,具有生物相容性和植入寿命。刺激参数通过蓝牙遥测链路远程传输:封装有源电极阵列植入体的尺寸为 8 毫米 × 10 毫米 × 3 毫米。刺激器 ASIC 具有 10 位电流振幅分辨率和 16 个独立输出通道,每个通道可提供高达 550 µA 的刺激电流和 20 V 的最大电压。有源电极阵列植入体在 70 °C 下进行了 7 天的体外加速寿命测试,性能没有下降。连续刺激超过 2 小时后,植入体表面温度变化小于 0.5 °C。此外,在一只雄性哥廷根小型猪的坐骨神经上进行的体内测试表明,该植入物能有效地引起肌电图反应,随着刺激幅度的增加,肌电图反应逐渐增强:结论:多通道刺激器适合长期植入。结论:多通道刺激器适合长期植入,在心脏移植后恢复自律性心血管功能的动物模型迷走神经-心脏神经调控研究中具有潜力。
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引用次数: 0
Using neural biomarkers to personalize dosing of vagus nerve stimulation. 利用神经生物标志物个性化迷走神经刺激剂量。
Pub Date : 2024-06-17 DOI: 10.1186/s42234-024-00147-4
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

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.

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。
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Bioelectronic medicine
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