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Using a standalone ear-EEG device for focal-onset seizure detection. 使用独立的耳部电子脑电图设备检测局灶性癫痫发作。
Pub Date : 2024-02-07 DOI: 10.1186/s42234-023-00135-0
McGregor Joyner, Sheng-Hsiou Hsu, Stephanie Martin, Jennifer Dwyer, Denise Fay Chen, Reza Sameni, Samuel H Waters, Konstantin Borodin, Gari D Clifford, Allan I Levey, John Hixson, Daniel Winkel, Jonathan Berent

Background: Seizure detection is challenging outside the clinical environment due to the lack of comfortable, reliable, and practical long-term neurophysiological monitoring devices. We developed a novel, discreet, unobstructive in-ear sensing system that enables long-term electroencephalography (EEG) recording. This is the first study we are aware of that systematically compares the seizure detection utility of in-ear EEG with that of simultaneously recorded intracranial EEG. In addition, we present a similar comparison between simultaneously recorded in-ear EEG and scalp EEG.

Methods: In this foundational research, we conducted a clinical feasibility study and validated the ability of the ear-EEG system to capture focal-onset seizures against 1255 hrs of simultaneous ear-EEG data along with scalp or intracranial EEG in 20 patients with refractory focal epilepsy (11 with scalp EEG, 8 with intracranial EEG, and 1 with both).

Results: In a blinded, independent review of the ear-EEG signals, two epileptologists were able to detect 86.4% of the seizures that were subsequently identified using the clinical gold standard EEG modalities, with a false detection rate of 0.1 per day, well below what has been reported for ambulatory monitoring. The few seizures not detected on the ear-EEG signals emanated from deep within the mesial temporal lobe or extra-temporally and remained very focal, without significant propagation. Following multiple sessions of recording for a median continuous wear time of 13 hrs, patients reported a high degree of tolerance for the device, with only minor adverse events reported by the scalp EEG cohort.

Conclusions: These preliminary results demonstrate the potential of using ear-EEG to enable routine collection of complementary, prolonged, and remote neurophysiological evidence, which may permit real-time detection of paroxysmal events such as seizures and epileptiform discharges. This study suggests that the ear-EEG device may assist clinicians in making an epilepsy diagnosis, assessing treatment efficacy, and optimizing medication titration.

背景:由于缺乏舒适、可靠和实用的长期神经电生理监测设备,癫痫发作检测在临床环境之外具有挑战性。我们开发了一种新颖、隐蔽、无障碍的耳内传感系统,可进行长期脑电图(EEG)记录。据我们所知,这是第一项系统比较耳内脑电图与同时记录的颅内脑电图的癫痫发作检测效用的研究。此外,我们还对同时记录的耳内脑电图和头皮脑电图进行了类似的比较:在这项基础研究中,我们对 20 名难治性局灶性癫痫患者(其中 11 人使用头皮脑电图,8 人使用颅内脑电图,1 人同时使用头皮脑电图和颅内脑电图)进行了临床可行性研究,并对照 1255 小时的同步耳内脑电图数据和头皮或颅内脑电图数据,验证了耳内脑电图系统捕捉局灶性癫痫发作的能力:在对耳部脑电图信号进行盲法独立审查时,两位癫痫专家能够检测出 86.4% 的癫痫发作,随后使用临床金标准脑电图模式进行识别,误检率为每天 0.1 次,远低于非卧床监测的误检率。耳部脑电图信号未检测到的少数癫痫发作来自颞叶中叶深部或颞叶外侧,仍然非常集中,没有明显的传播。在连续佩戴时间中位数为 13 小时的多次记录后,患者对该设备的耐受性很高,头皮脑电图组只报告了轻微的不良事件:这些初步结果表明,使用耳部电子脑电图可以常规收集补充性、长时间和远程神经生理学证据,从而可以实时检测癫痫发作和癫痫样放电等阵发性事件。这项研究表明,耳部电子脑电图设备可协助临床医生进行癫痫诊断、评估疗效和优化药物滴定。
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引用次数: 0
Interfering with sleep apnea. 干扰睡眠呼吸暂停。
Pub Date : 2024-01-24 DOI: 10.1186/s42234-023-00139-w
Nigel Paul Pedersen, Raul Castillo Astorga

The effects of electromagnetic interference have been hiding in plain sight for millennia and are now being applied to the non-invasive stimulation of deep tissues. In the article by Missey et al., the effect of non-invasive stimulation of the hypoglossal nerve by an interference envelope of interfering carrier waves is examined in mice and participants with sleep apnea. This stimulation is capable of activating the nerve and reducing apnea-hypopnea events. Temporally interfering electric fields have potential applications far beyond hypoglossal stimulation and may represent a revolutionary new approach to treating illness and understanding the functional organization of the nervous system.

千百年来,电磁干扰的影响一直隐藏在人们的视线中,现在正被应用于对深层组织的非侵入性刺激。在 Missey 等人的文章中,通过干扰载波的干扰包络对舌下神经进行非侵入性刺激的效果在小鼠和睡眠呼吸暂停患者中进行了研究。这种刺激能够激活神经,减少呼吸暂停-低通气事件。时间干扰电场的潜在应用远远超出了舌下神经刺激,可能是治疗疾病和了解神经系统功能组织的革命性新方法。
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引用次数: 0
Evoked compound action potential (ECAP)-controlled closed-loop spinal cord stimulation in an experimental model of neuropathic pain in rats. 大鼠神经性疼痛实验模型中的诱发复合动作电位(ECAP)控制闭环脊髓刺激。
Pub Date : 2024-01-10 DOI: 10.1186/s42234-023-00134-1
Eline M Versantvoort, Birte E Dietz, Dave Mugan, Quoc C Vuong, Saimir Luli, Ilona Obara

Background: Preclinical models of spinal cord stimulation (SCS) are lacking objective measurements to inform translationally applicable SCS parameters. The evoked compound action potential (ECAP) represents a measure of dorsal column fiber activation. This measure approximates the onset of SCS-induced sensations in humans and provides effective analgesia when used with ECAP-controlled closed-loop (CL)-SCS systems. Therefore, ECAPs may provide an objective surrogate for SCS dose in preclinical models that may support better understanding of SCS mechanisms and further translations to the clinics. This study assessed, for the first time, the feasibility of recording ECAPs and applying ECAP-controlled CL-SCS in freely behaving rats subjected to an experimental model of neuropathic pain.

Methods: Adult male Sprague-Dawley rats (200-300 g) were subjected to spared nerve injury (SNI). A custom-made six-contact lead was implanted epidurally covering T11-L3, as confirmed by computed tomography or X-ray. A specially designed multi-channel system was used to record ECAPs and to apply ECAP-controlled CL-SCS for 30 min at 50 Hz 200 µs. The responses of dorsal column fibers to SCS were characterized and sensitivity towards mechanical and cold stimuli were assessed to determine analgesic effects from ECAP-controlled CL-SCS. Comparisons between SNI rats and their controls as well as between stimulation parameters were made using omnibus analysis of variance (ANOVA) tests and t-tests.

Results: The recorded ECAPs showed the characteristic triphasic morphology and the ECAP amplitude (mV) increased as higher currents (mA) were applied in both SNI animals and controls (SNI SCS-ON and sham SCS-ON). Importantly, the use of ECAP-based SCS dose, implemented in ECAP-controlled CL-SCS, significantly reduced mechanical and cold hypersensitivity in SNI SCS-ON animals through the constant and controlled activation of dorsal column fibers. An analysis of conduction velocities of the evoked signals confirmed the involvement of large, myelinated fibers.

Conclusions: The use of ECAP-based SCS dose implemented in ECAP-controlled CL-SCS produced analgesia in animals subjected to an experimental model of neuropathic pain. This approach may offer a better method for translating SCS parameters between species that will improve understanding of the mechanisms of SCS action to further advance future clinical applications.

背景:脊髓刺激(SCS)的临床前模型缺乏客观的测量指标,无法提供可转化应用的脊髓刺激参数。诱发复合动作电位(ECAP)代表了背柱纤维激活的一种测量方法。这种测量方法近似于 SCS 在人体中诱发感觉的起始时间,在使用 ECAP 控制的闭环 (CL) SCS 系统时可提供有效的镇痛效果。因此,ECAP 可为临床前模型中的 SCS 剂量提供客观的替代指标,有助于更好地了解 SCS 机制并进一步应用于临床。本研究首次评估了在神经病理性疼痛实验模型中对行为自由的大鼠记录ECAPs并应用ECAP控制的CL-SCS的可行性:方法:成年雄性 Sprague-Dawley 大鼠(200-300 克)接受幸免神经损伤(SNI)。经计算机断层扫描或 X 光确认,在大鼠 T11-L3 硬膜外植入定制的六触点导线。使用专门设计的多通道系统记录ECAP,并以50 Hz 200 µs的频率应用ECAP控制的CL-SCS 30分钟。对背柱纤维对 SCS 的反应进行了鉴定,并评估了对机械和冷刺激的敏感性,以确定 ECAP 控制的 CL-SCS 的镇痛效果。采用方差分析(ANOVA)检验和 t 检验对 SNI 大鼠及其对照组以及刺激参数进行比较:记录到的ECAP显示出特征性的三相形态,SNI动物和对照组(SNI SCS-ON和假SCS-ON)的ECAP振幅(mV)随着施加的电流(mA)增加而增加。重要的是,在 ECAP 控制的 CL-SCS 中使用基于 ECAP 的 SCS 剂量,通过持续和受控地激活背柱纤维,显著降低了 SNI SCS-ON 动物的机械和冷过敏性。对诱发信号传导速度的分析证实了大的髓鞘纤维的参与:结论:在 ECAP 控制的 CL-SCS 中使用基于 ECAP 的 SCS 剂量可对神经病理性疼痛实验模型动物产生镇痛效果。这种方法可为不同物种之间的 SCS 参数转换提供更好的方法,从而增进对 SCS 作用机制的了解,进一步推动未来的临床应用。
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引用次数: 0
Beyond pediatrics: noninvasive spinal neuromodulation improves motor function in an adult with cerebral palsy. 超越儿科:无创脊髓神经调控改善了一名成年脑瘫患者的运动功能。
Pub Date : 2024-01-03 DOI: 10.1186/s42234-023-00133-2
Rahul Sachdeva, Kristin Girshin, Yousef Shirkhani, Parag Gad

Regaining motor function in individuals with cerebral palsy (CP) has been predominantly studied in children, resulting in an underrepresentation of adults in research efforts. We tested the efficacy of noninvasive spinal neuromodulation with neurorehabilitation (Spinal Cord Innovation in Pediatrics; SCiP™ therapy). A 60-year-old CP participant underwent 8 weeks of SCiP™ therapy, resulting in significant motor recovery measured by 14.2-points increase in gross motor function measure (GMFM-88) score, ~ three times the Minimal Clinically Important Difference (MCID) of 5-points. This represented gains in kneeling, sitting, and walking functions. The improvement in GMFM-88 score was maintained above the MCID at the follow up visit (10.3 points above the baseline), twenty weeks following the last therapy session, indicating a persistent effect of the therapy. Our preliminary findings support the therapeutic promise of SCiP™ therapy for enhancing motor function in CP adults. Broader investigations are needed to establish its wider applicability.

对脑瘫(CP)患者恢复运动功能的研究主要集中在儿童身上,导致成人在研究工作中的代表性不足。我们测试了无创脊髓神经调控与神经康复(儿科脊髓创新;SCiP™疗法)的疗效。一名 60 岁的脊髓灰质炎患者接受了 8 周的 SCiP™ 治疗,运动功能显著恢复,粗大运动功能测量(GMFM-88)得分提高了 14.2 分,是 5 分最小临床意义差异(MCID)的三倍。这表明患者在跪姿、坐姿和行走功能方面都有所提高。在最后一次治疗二十周后的随访中,GMFM-88 分值的提高仍保持在 MCID 以上(比基线高出 10.3 分),这表明该疗法具有持续效果。我们的初步研究结果表明,SCiP™疗法有望增强成年脊髓灰质炎患者的运动功能。要确定其更广泛的适用性,还需要进行更广泛的调查。
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引用次数: 0
The brain-liver cholinergic anti-inflammatory pathway and viral infections. 脑-肝胆碱能抗炎途径与病毒感染
Pub Date : 2023-12-20 DOI: 10.1186/s42234-023-00132-3
Samuel Martínez-Meza, Bhavya Singh, Douglas F Nixon, Nicholas Dopkins, Louie Mar A Gangcuangco

Efferent cholinergic signaling is a critical and targetable source of immunoregulation. The vagus nerve (VN) is the primary source of cholinergic signaling in the body, and partially innervates hepatic functionality through the liver-brain axis. Virus-induced disruption of cholinergic signaling may promote pathogenesis in hepatotropic and neurotropic viruses. Therefore, restoring VN functionality could be a novel therapeutic strategy to alleviate pathogenic inflammation in hepatotropic and neurotropic viral infections alike. In this minireview, we discuss the physiological importance of cholinergic signaling in maintaining liver-brain axis homeostasis. Next, we explore mechanisms by which the VN is perturbed by viral infections, and how non-invasive restoration of cholinergic signaling pathways with bioelectronic medicine (BEM) might ameliorate hepatic inflammation and neuroinflammation in certain viral infections.

传出胆碱能信号是免疫调节的关键和目标来源。迷走神经(VN)是体内胆碱能信号的主要来源,并通过肝脑轴部分支配肝脏功能。病毒引起的胆碱能信号干扰可能会促进致肝和致神经病毒的致病机理。因此,恢复 VN 功能可能是一种新的治疗策略,可减轻致肝性和致神经性病毒感染的致病性炎症。在本小视图中,我们将讨论胆碱能信号传导在维持肝脑轴平衡中的生理重要性。接下来,我们将探讨病毒感染对神经网络的扰动机制,以及生物电子医学(BEM)如何通过非侵入性恢复胆碱能信号通路来改善某些病毒感染的肝脏炎症和神经炎症。
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引用次数: 0
Trigeminal nerve stimulation: a current state-of-the-art review. 三叉神经刺激疗法:最新进展综述。
Pub Date : 2023-12-13 DOI: 10.1186/s42234-023-00128-z
Keren Powell, Kanheng Lin, Willians Tambo, Andrea Palomo Saavedra, Daniel Sciubba, Yousef Al Abed, Chunyan Li

Nearly 5 decades ago, the effect of trigeminal nerve stimulation (TNS) on cerebral blood flow was observed for the first time. This implication directly led to further investigations and TNS' success as a therapeutic intervention. Possessing unique connections with key brain and brainstem regions, TNS has been observed to modulate cerebral vasodilation, brain metabolism, cerebral autoregulation, cerebral and systemic inflammation, and the autonomic nervous system. The unique range of effects make it a prime therapeutic modality and have led to its clinical usage in chronic conditions such as migraine, prolonged disorders of consciousness, and depression. This review aims to present a comprehensive overview of TNS research and its broader therapeutic potentialities. For the purpose of this review, PubMed and Google Scholar were searched from inception to August 28, 2023 to identify a total of 89 relevant studies, both clinical and pre-clinical. TNS harnesses the release of vasoactive neuropeptides, modulation of neurotransmission, and direct action upon the autonomic nervous system to generate a suite of powerful multitarget therapeutic effects. While TNS has been applied clinically to chronic pathological conditions, these powerful effects have recently shown great potential in a number of acute/traumatic pathologies. However, there are still key mechanistic and methodologic knowledge gaps to be solved to make TNS a viable therapeutic option in wider clinical settings. These include bimodal or paradoxical effects and mechanisms, questions regarding its safety in acute/traumatic conditions, the development of more selective stimulation methods to avoid potential maladaptive effects, and its connection to the diving reflex, a trigeminally-mediated protective endogenous reflex. The address of these questions could overcome the current limitations and allow TNS to be applied therapeutically to an innumerable number of pathologies, such that it now stands at the precipice of becoming a ground-breaking therapeutic modality.

近 50 年前,人们首次观察到三叉神经刺激(TNS)对脑血流的影响。这一影响直接导致了进一步的研究,并使 TNS 成功成为一种治疗干预手段。TNS 与大脑和脑干的关键区域有着独特的联系,已被观察到可调节脑血管扩张、脑代谢、脑自动调节、脑和全身炎症以及自主神经系统。这些独特的作用使其成为一种主要的治疗方式,并被临床用于治疗偏头痛、长时间意识障碍和抑郁症等慢性疾病。本综述旨在全面概述 TNS 研究及其更广泛的治疗潜力。为了撰写这篇综述,我们检索了从开始到2023年8月28日的PubMed和Google Scholar,共发现了89项临床和临床前相关研究。TNS 可利用血管活性神经肽的释放、神经递质的调节以及对自律神经系统的直接作用,产生一整套强大的多靶点治疗效果。虽然 TNS 已被临床应用于慢性病变,但这些强大的作用最近在一些急性/创伤性病变中显示出巨大的潜力。然而,要使 TNS 成为更广泛临床环境中的可行治疗方案,仍有一些关键的机理和方法学知识缺口有待解决。其中包括双模或矛盾效应和机制、在急性/创伤情况下的安全性问题、开发更具选择性的刺激方法以避免潜在的适应不良反应,以及它与潜水反射(一种三叉神经介导的保护性内源性反射)之间的联系。这些问题的解决可以克服目前的局限性,使 TNS 能够应用于无数病症的治疗,从而使其成为一种开创性的治疗方式。
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引用次数: 0
Innovative solutions for disease management. 疾病管理的创新解决方案。
Pub Date : 2023-12-06 DOI: 10.1186/s42234-023-00131-4
Dafni Carmina, Valentina Benfenati, Claudia Simonelli, Alessia Rotolo, Paola Cardano, Nicoletta Grovale, Lorenza Mangoni di S Stefano, Tiziana de Santo, Roberto Zamboni, Vincenzo Palermo, Michele Muccini, Francesco De Seta

The increasing prevalence of chronic diseases is a driver for emerging big data technologies for healthcare including digital platforms for data collection, systems for active patient engagement and education, therapy specific predictive models, optimized patient pathway models. Powerful bioelectronic medicine tools for data collection, analysis and visualization allow for joint processing of large volumes of heterogeneous data, which in turn can produce new insights about patient outcomes and alternative interpretations of clinical patterns that can lead to implementation of optimized clinical decisions and clinical patient pathway by healthcare professionals.With this perspective, we identify innovative solutions for disease management and evaluate their impact on patients, payers and society, by analyzing their impact in terms of clinical outcomes (effectiveness, safety, and quality of life) and economic outcomes (cost-effectiveness, savings, and productivity).As a result, we propose a new approach based on the main pillars of innovation in the disease management area, i.e. progressive patient care models, patient-centric approaches, bioelectronics for precise medicine, and lean management that, combined with an increase in appropriate private-public-citizen-partnership, leads towards Patient-Centric Healthcare.

慢性疾病的发病率不断上升,推动了新兴医疗保健大数据技术的发展,包括数据收集数字平台、患者主动参与和教育系统、特定疗法预测模型、优化患者路径模型。用于数据收集、分析和可视化的功能强大的生物电子医学工具可对大量异构数据进行联合处理,进而产生有关患者预后的新见解以及对临床模式的其他解释,从而促使医疗保健专业人员实施优化的临床决策和临床患者路径。从这一角度出发,我们确定了疾病管理的创新解决方案,并通过分析其对临床结果(有效性、安全性和生活质量)和经济结果(成本效益、节约和生产率)的影响,评估其对患者、支付方和社会的影响。因此,我们提出了一种基于疾病管理领域主要创新支柱的新方法,即渐进式患者护理模式、以患者为中心的方法、用于精确医疗的生物电子技术和精益管理,再加上适当增加私人-公共-公民伙伴关系,从而实现以患者为中心的医疗保健。
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引用次数: 0
Non-invasive vagus nerve stimulation: the future of inflammatory bowel disease treatment? 无创迷走神经刺激:炎症性肠病治疗的未来?
Pub Date : 2023-11-29 DOI: 10.1186/s42234-023-00129-y
Bruno Bonaz

The vagus nerve regulates inflammation and cytokine release through the inflammatory reflex. Recent pilot clinical trials using implantable bioelectronic devices have demonstrated the efficacy of vagus nerve stimulation (VNS) in adult patients with inflammatory bowel diseases (IBD) as an alternative to drug treatments. However, the use of non-invasive VNS should be of interest in adults with IBD and even more in pediatric IBD. In this issue of Bioelectronic Medicine, Sahn et al. report that non-invasive transcutaneous auricular VNS attenuated signs and symptoms in a pediatric cohort with mild to moderate IBD thus opening new therapeutic avenues in the management of pediatric but also adult IBD patients.

迷走神经通过炎症反射调节炎症和细胞因子的释放。最近使用植入式生物电子设备的试点临床试验已经证明迷走神经刺激(VNS)作为一种替代药物治疗炎症性肠病(IBD)成人患者的疗效。然而,非侵入性VNS的应用应该引起成人IBD患者的兴趣,在儿童IBD患者中更是如此。在这一期的《生物电子医学》中,Sahn等人报道了无创经皮耳VNS减轻了轻度至中度IBD儿童队列的体征和症状,从而为儿童和成人IBD患者的治疗开辟了新的治疗途径。
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引用次数: 0
Non-invasive neuromodulation: an emerging intervention for visceral pain in gastrointestinal disorders. 非侵入性神经调节:一种新兴的干预胃肠疾病内脏疼痛。
Pub Date : 2023-11-22 DOI: 10.1186/s42234-023-00130-5
Md Jahangir Alam, Jiande D Z Chen

Gastrointestinal (GI) disorders, which extend from the esophagus to the anus, are the most common diseases of the GI tract. Among these disorders, pain, encompassing both abdominal and visceral pain, is a predominant feature, affecting the patients' quality of life and imposing a substantial financial burden on society. Pain signals originating from the gut intricately shape brain dynamics. In response, the brain sends appropriate descending signals to respond to pain through neuronal inhibition. However, due to the heterogeneous nature of the disease and its limited pathophysiological understanding, treatment options are minimal and often controversial. Consequently, many patients with GI disorders use complementary and alternative therapies such as neuromodulation to treat visceral pain. Neuromodulation intervenes in the central, peripheral, or autonomic nervous system by alternating or modulating nerve activity using electrical, electromagnetic, chemical, or optogenetic methodologies. Here, we review a few emerging noninvasive neuromodulation approaches with promising potential for alleviating pain associated with functional dyspepsia, gastroparesis, irritable bowel syndrome, inflammatory bowel disease, and non-cardiac chest pain. Moreover, we address critical aspects, including the efficacy, safety, and feasibility of these noninvasive neuromodulation methods, elucidate their mechanisms of action, and outline future research directions. In conclusion, the emerging field of noninvasive neuromodulation appears as a viable alternative therapeutic avenue for effectively managing visceral pain in GI disorders.

胃肠道(GI)疾病,从食道延伸到肛门,是最常见的胃肠道疾病。在这些疾病中,疼痛,包括腹部和内脏疼痛,是一个主要特征,影响患者的生活质量,给社会带来巨大的经济负担。来自肠道的疼痛信号错综复杂地影响着大脑动力学。作为回应,大脑通过神经元抑制,发出适当的下行信号,对疼痛做出反应。然而,由于该疾病的异质性及其有限的病理生理学认识,治疗方案很少,而且经常引起争议。因此,许多胃肠道疾病患者使用补充和替代疗法,如神经调节来治疗内脏疼痛。神经调节通过使用电、电磁、化学或光遗传学方法交替或调节神经活动来干预中枢、外周或自主神经系统。在这里,我们回顾了一些新兴的无创神经调节方法,它们有望缓解与功能性消化不良、胃轻瘫、肠易激综合征、炎症性肠病和非心源性胸痛相关的疼痛。此外,我们讨论了这些非侵入性神经调节方法的有效性、安全性和可行性等关键方面,阐明了它们的作用机制,并概述了未来的研究方向。总之,无创神经调节的新兴领域似乎是有效管理胃肠道疾病内脏疼痛的可行替代治疗途径。
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引用次数: 0
Rib detection using pitch-catch ultrasound and classification algorithms for a novel ultrasound therapy device. 一种新型超声治疗装置的肋骨检测与分类算法。
Pub Date : 2023-11-15 DOI: 10.1186/s42234-023-00127-0
Claire R W Kaiser, Adam B Tuma, Maryam Zebarjadi, Daniel P Zachs, Anna J Organ, Hubert H Lim, Morgan N Collins

Background: Noninvasive ultrasound (US) has been used therapeutically for decades, with applications in tissue ablation, lithotripsy, and physical therapy. There is increasing evidence that low intensity US stimulation of organs can alter physiological and clinical outcomes for treatment of health disorders including rheumatoid arthritis and diabetes. One major translational challenge is designing portable and reliable US devices that can be used by patients in their homes, with automated features to detect rib location and aid in efficient transmission of energy to organs of interest. This feasibility study aimed to assess efficacy in rib bone detection without conventional imaging, using a single channel US pitch-catch technique integrated into an US therapy device to detect pulsed US reflections from ribs.

Methods: In 20 healthy volunteers, the location of the ribs and spleen were identified using a diagnostic US imaging system. Reflected ultrasound signals were recorded at five positions over the spleen and adjacent ribs using the therapy device. Signals were classified as between ribs (intercostal), partially over a rib, or fully over a rib using four models: threshold-based time domain classification, threshold-based frequency domain classification, logistic regression, and support vector machine (SVM).

Results: SVM performed best overall on the All Participants cohort with accuracy up to 96.25%. All models' accuracies were improved by separating participants into two cohorts based on Body Mass Index (BMI) and re-fitting each model. After separation into Low BMI and High BMI cohorts, a simple time-thresholding approach achieved accuracies up to 100% and 93.75%, respectively.

Conclusion: These results demonstrate that US reflection signal classification can accurately provide low complexity, real-time automated onboard rib detection and user feedback to advance at-home therapeutic US delivery.

背景:无创超声(US)用于治疗已有几十年的历史,应用于组织消融、碎石术和物理治疗。越来越多的证据表明,低强度的器官US刺激可以改变包括类风湿关节炎和糖尿病在内的健康疾病治疗的生理和临床结果。一个主要的转化挑战是设计便携式和可靠的美国设备,可以让患者在家中使用,具有自动检测肋骨位置的功能,并帮助有效地将能量传输到感兴趣的器官。这项可行性研究旨在评估在没有常规成像的情况下肋骨检测的有效性,将单通道超声pitch-catch技术集成到超声治疗设备中,以检测肋骨的脉冲超声反射。方法:在20名健康志愿者中,使用诊断性超声成像系统确定肋骨和脾脏的位置。利用该治疗装置在脾脏和邻近肋骨上方的五个位置记录反射超声信号。使用四种模型将信号分类为肋骨之间(肋间),部分在肋骨上或完全在肋骨上:基于阈值的时域分类,基于阈值的频域分类,逻辑回归和支持向量机(SVM)。结果:支持向量机在所有参与者队列中表现最好,准确率高达96.25%。通过根据身体质量指数(BMI)将参与者分成两个队列并重新拟合每个模型,所有模型的准确性都得到了提高。在分成低BMI和高BMI队列后,简单的时间阈值方法的准确率分别达到100%和93.75%。结论:这些结果表明,US反射信号分类可以准确地提供低复杂性,实时自动化机载肋骨检测和用户反馈,以推进家庭治疗US递送。
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引用次数: 0
期刊
Bioelectronic medicine
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