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Using artificial intelligence to optimize anti-seizure treatment and EEG-guided decisions in severe brain injury
IF 5.6 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2025-01-01 DOI: 10.1016/j.neurot.2025.e00524
Zade Akras , Jin Jing , M. Brandon Westover , Sahar F. Zafar
Electroencephalography (EEG) is invaluable in the management of acute neurological emergencies. Characteristic EEG changes have been identified in diverse neurologic conditions including stroke, trauma, and anoxia, and the increased utilization of continuous EEG (cEEG) has identified potentially harmful activity even in patients without overt clinical signs or neurologic diagnoses. Manual annotation by expert neurophysiologists is a major resource limitation in investigating the prognostic and therapeutic implications of these EEG patterns and in expanding EEG use to a broader set of patients who are likely to benefit. Artificial intelligence (AI) has already demonstrated clinical success in guiding cEEG allocation for patients at risk for seizures, and its potential uses in neurocritical care are expanding alongside improvements in AI itself. We review both current clinical uses of AI for EEG-guided management as well as ongoing research directions in automated seizure and ischemia detection, neurologic prognostication, and guidance of medical and surgical treatment.
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引用次数: 0
Plasma brain-related biomarkers and potential therapeutic targets in pediatric ECMO
IF 5.6 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2025-01-01 DOI: 10.1016/j.neurot.2024.e00521
Sue J. Hong , Bradley J. De Souza , Kristen K. Penberthy , Lisa Hwang , David E. Procaccini , John N. Kheir , Melania M. Bembea
Extracorporeal membrane oxygenation (ECMO) is a technique used to support severe cardiopulmonary failure. Its potential life-saving benefits are tempered by the significant risk for acute brain injury (ABI), from both primary pathophysiologic factors and ECMO-related complications through central nervous system cellular injury, blood-brain barrier dysfunction (BBB), systemic inflammation and neuroinflammation, and coagulopathy. Plasma biomarkers are an emerging tool used to stratify risk for and diagnose ABI, and prognosticate neurofunctional outcomes. Components of the neurovascular unit have been rational targets for this inquiry in ECMO. Central nervous system (CNS) neuronal and astroglial cellular-derived neuron-specific enolase (NSE), tau, glial fibrillary acidic protein (GFAP) and S100β elevations have been detected in ABI and are associated with poorer outcomes. Evidence of BBB breakdown through peripheral blood detection of CNS cellular components NSE, GFAP, and S100β, as well as evidence of elevated BBB components vWF and PDGFRβ are associated with higher mortality and worse neurofunctional outcomes. Higher concentrations of pro-inflammatory cytokines (IL-1β, IL-6, IFN-γ, TNF-α) are associated with abnormal neuroimaging, and proteomic expression panels reveal different coagulation and inflammatory responses. Abnormal coagulation profiles are common in ECMO with ongoing studies attempting to describe specific abnormalities either being causal or associated with neurologic outcomes; vWF has shown some promise. Understanding these mechanisms of injury through biomarker analysis supports potential neuroprotective strategies such as individualized blood pressure targets, judicious hypercarbia and hypoxemia correction, and immunomodulation (inhaled hydrogen and N-acetylcysteine). Further research continues to elucidate the role of biomarkers as predictors, prognosticators, and therapeutic targets.
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引用次数: 0
Increase in beta frequency phase synchronization and power after a session of high frequency repetitive transcranial magnetic stimulation to the primary motor cortex 对初级运动皮层进行高频重复经颅磁刺激后,β 频率相位同步和功率增加。
IF 5.6 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2025-01-01 DOI: 10.1016/j.neurot.2024.e00497
Enrico De Martino , Adenauer Girardi Casali , Bruno Andry Nascimento Couto , Thomas Graven-Nielsen , Daniel Ciampi de Andrade
High-frequency repetitive transcranial magnetic stimulation (rTMS) to the primary motor cortex (M1) is used to treat several neuropsychiatric disorders, but the detailed temporal dynamics of its effects on cortical connectivity remain unclear. Here, we stimulated four cortical targets used for rTMS (M1; dorsolateral-prefrontal cortex, DLPFC; anterior cingulate cortex, ACC; posterosuperior insula, PSI) with TMS coupled with high-density electroencephalography (TMS-EEG) to measure cortical excitability and oscillatory dynamics before and after active- and sham-M1-rTMS. Before and immediately after active or sham M1-rTMS (15 ​min, 3000 pulses at 10 ​Hz), single-pulse TMS-evoked EEG was recorded at the four targets in 20 healthy individuals. Cortical excitability and oscillatory measures were extracted at the main frequency bands (α [8–13 ​Hz], low-β [14–24 ​Hz], high-β [25–35 ​Hz]). Active-M1-rTMS increased high-β synchronization in electrodes near the stimulation area and remotely, in the contralateral hemisphere (p ​= ​0.026). Increased high-β synchronization (48–83 ​ms after TMS-EEG stimulation) was succeeded by enhancement in low-β power (86–144 ​ms after TMS-EEG stimulation) both locally and in the contralateral hemisphere (p ​= ​0.006). No significant differences were observed in stimulating the DLPFC, ACC, or PSI by TMS-EEG. M1-rTMS engaged a sequence of enhanced phase synchronization, followed by an increase in power occurring within M1, which spread to remote areas and persisted after the end of the stimulation session. These results are relevant to understanding the M1 neuroplastic effects of rTMS in health and may help in the development of informed rTMS therapies in disease.
对初级运动皮层(M1)的高频重复经颅磁刺激(rTMS)可用于治疗多种神经精神疾病,但其对皮层连通性影响的详细时间动态仍不清楚。在这里,我们用TMS结合高密度脑电图(TMS-EEG)刺激了用于经颅磁刺激的四个皮层靶点(M1;背外侧-前额叶皮层,DLPFC;前扣带回皮层,ACC;后上岛叶,PSI),以测量主动经颅磁刺激和假经颅磁刺激前后的皮层兴奋性和振荡动态。在主动或假M1-经颅磁刺激(15分钟,3000脉冲,10赫兹)前后,记录了20名健康人在四个目标处的单脉冲TMS诱发脑电图。提取了主要频段(α [8-13 Hz]、低β [14-24 Hz]、高β [25-35 Hz])的皮层兴奋性和振荡测量值。主动-M1-经颅磁刺激增加了刺激区附近电极和对侧半球远程电极的高β同步性(p = 0.026)。高β同步化(TMS-EEG 刺激后 48-83 毫秒)的增加在局部和对侧半球都被低β功率(TMS-EEG 刺激后 86-144 毫秒)的增强所取代(p = 0.006)。通过 TMS-EEG 刺激 DLPFC、ACC 或 PSI 没有观察到明显差异。M1 经颅磁刺激产生了一连串的相位同步增强现象,随后在 M1 内出现了功率增加,这种现象扩散到了远端区域,并在刺激疗程结束后持续存在。这些结果有助于了解经颅磁刺激在健康状态下对 M1 神经可塑性的影响,并有助于开发出适合疾病的经颅磁刺激疗法。
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引用次数: 0
Evolving concepts in intracranial pressure monitoring - from traditional monitoring to precision medicine 颅内压监测概念的演变——从传统监测到精准医学。
IF 5.6 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2025-01-01 DOI: 10.1016/j.neurot.2024.e00507
Rohan Mathur , Lin Cheng , Josiah Lim , Tej D. Azad , Peter Dziedzic , Eleanor Belkin , Ivanna Joseph , Bhagyashri Bhende , Sudha Yellapantula , Niteesh Potu , Austen Lefebvre , Vishank Shah , Susanne Muehlschlegel , Julian Bosel , Tamas Budavari , Jose I. Suarez
A wide range of acute brain injuries, including both traumatic and non-traumatic causes, can result in elevated intracranial pressure (ICP), which in turn can cause further secondary injury to the brain, initiating a vicious cascade of propagating injury. Elevated ICP is therefore a neurological injury that requires intensive monitoring and time-sensitive interventions. Patients at high risk for developing elevated ICP undergo placement of invasive ICP monitors including external ventricular drains, intraparenchymal ICP monitors, and lumbar drains. These monitors all generate an ICP waveform, but each has its own unique caveats in monitoring and accuracy. Current ICP monitoring and management clinical guidelines focus on the mean ICP derived from the ICP waveform, with standard thresholds of treating ICP greater than 20 ​mmHg or 22 ​mmHg applied broadly to a wide range of patients. However, this one-size fits all approach has been criticized and there is a need to develop personalized, evidence-based and possibly multi-factorial precision-medicine based approaches to the problem. This paper provides historical and physiological context to the problem of elevated ICP, provides an overview of the challenges of the current paradigm of ICP management strategies, and discusses advances in ICP waveform analysis, emerging non-invasive ICP monitoring techniques, and applications of machine learning to create predictive algorithms.
广泛的急性脑损伤,包括创伤性和非创伤性原因,可导致颅内压升高,颅内压升高反过来可引起进一步的脑继发性损伤,引发恶性级联的传播性损伤。因此,ICP升高是一种神经损伤,需要密切监测和及时干预。有ICP升高高风险的患者应放置有创ICP监测仪,包括脑室外引流管、胆管内ICP监测仪和腰椎引流管。这些监测器都产生ICP波形,但每个监测器在监测和精度方面都有自己独特的警告。目前的ICP监测和管理临床指南侧重于从ICP波形中得出的平均ICP,治疗ICP大于20mmhg或22mmhg的标准阈值广泛适用于各种患者。然而,这种一刀切的方法受到了批评,有必要开发个性化的、基于证据的、可能是多因素的精准医学方法来解决这个问题。本文提供了ICP升高问题的历史和生理背景,概述了当前ICP管理策略范式的挑战,并讨论了ICP波形分析、新兴的非侵入性ICP监测技术以及机器学习在创建预测算法中的应用方面的进展。
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引用次数: 0
Role of astrocytes connexins - pannexins in acute brain injury
IF 5.6 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2025-01-01 DOI: 10.1016/j.neurot.2025.e00523
Juan E. Tichauer, Maximiliano Rovegno
Acute brain injuries (ABIs) encompass a broad spectrum of primary injuries such as ischemia, hypoxia, trauma, and hemorrhage that converge into secondary injury where some mechanisms show common determinants. In this regard, astroglial connexin and pannexin channels have been shown to play an important role. These channels are transmembrane proteins sharing similar topology and form gateways between adjacent cells named gap junctions (GJs) and pores into unopposed membranes named hemichannels (HCs). In astrocytes, GJs and HCs enable intercellular communication and have active participation in normal brain physiological processes, such as calcium waves, synapsis modulation, regional blood flow regulation, and homeostatic control of the extracellular environment, among others. However, after acute brain injury, astrocytes can change their phenotype and modify the activity of both channels and hemichannels, which can result in the amplification of danger signals, increased mediators of inflammation, and neuronal death, contributing to the expansion of brain damage and neurological deterioration. This is known as secondary brain damage. In this review, we discussed the main biological mechanism of secondary brain damage with a particular focus on astroglial connexin and pannexin participation during acute brain injuries.
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引用次数: 0
IGF-1 impacts neocortical interneuron connectivity in epileptic spasm generation and resolution IGF-1 在癫痫痉挛的产生和缓解过程中影响新皮层中间神经元的连接。
IF 5.6 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2025-01-01 DOI: 10.1016/j.neurot.2024.e00477
Carlos J. Ballester-Rosado , John T. Le , Trang T. Lam , Anne E. Anderson , James D. Frost Jr. , John W. Swann
Little is known about the mechanisms that generate epileptic spasms following perinatal brain injury. Recent studies have implicated reduced levels of Insulin-like Growth Factor 1 (IGF-1) in these patients’ brains. Other studies have reported low levels of the inhibitory neurotransmitter, GABA. In the TTX brain injury model of epileptic spasms, we undertook experiments to evaluate the impact of IGF-1 deficiencies on neocortical interneurons and their role in spasms. Quantitative immunohistochemical analyses revealed that neocortical interneurons that express glutamic acid decarboxylase, parvalbumin, or synaptotagmin 2 co-express IGF-1. In epileptic rats, expression of these three interneuron markers were reduced in the neocortex. IGF-1 expression was also reduced, but surprisingly this loss was confined to interneurons. Interneuron connectivity was reduced in tandem with IGF-1 deficiencies. Similar changes were observed in surgically resected neocortex from infantile epileptic spasms syndrome (IESS) patients. To evaluate the impact of IGF-1 deficiencies on interneuron development, IGF-1R levels were reduced in the neocortex of neonatal conditional IGF-1R knock out mice by viral injections. Four weeks later, this experimental maneuver resulted in similar reductions in interneuron connectivity. Treatment with the IGF-1 derived tripeptide, (1–3)IGF-1, abolished epileptic spasms in most animals, rescued interneuron connectivity, and restored neocortical levels of IGF-1. Our results implicate interneuron IGF-1 deficiencies, possibly impaired autocrine IGF-1 signaling and a resultant interneuron dysmaturation in epileptic spasm generation. By restoring IGF-1 levels, (1–3)IGF-1 likely suppresses spasms by rescuing interneuron connectivity. Results point to (1–3)IGF-1 and its analogues as potential novel disease-modifying therapies for this neurodevelopmental disorder.
人们对围产期脑损伤后产生癫痫痉挛的机制知之甚少。最近的研究表明,这些患者大脑中的胰岛素样生长因子 1(IGF-1)水平降低。其他研究报告称,抑制性神经递质 GABA 的水平较低。在 TTX 脑损伤癫痫痉挛模型中,我们进行了实验,以评估 IGF-1 缺乏对新皮质中间神经元的影响及其在痉挛中的作用。定量免疫组化分析表明,表达谷氨酸脱羧酶、parvalbumin 或 synaptotagmin 2 的新皮层中间神经元共同表达 IGF-1。在癫痫大鼠的新皮层中,这三种中间神经元标记物的表达量减少。IGF-1 的表达也减少了,但令人惊讶的是,这种损失仅限于中间神经元。在 IGF-1 缺乏的同时,神经元间的连接也减少了。在婴儿癫痫痉挛综合征(IESS)患者手术切除的新皮层中也观察到了类似的变化。为了评估 IGF-1 缺乏对中间神经元发育的影响,通过病毒注射降低了新生条件性 IGF-1R 基因敲除小鼠新皮层中的 IGF-1R 水平。四周后,这种实验操作导致神经元间的连接性出现类似的降低。用IGF-1衍生的三肽--(1-3)IGF-1治疗可消除大多数动物的癫痫痉挛,恢复神经元间的连接性,并恢复新皮层的IGF-1水平。我们的研究结果表明,神经元间 IGF-1 缺乏、自分泌 IGF-1 信号可能受损以及由此导致的神经元间发育不良与癫痫痉挛的产生有关。通过恢复 IGF-1 水平,(1-3)IGF-1 可能会通过修复神经元间的连接来抑制痉挛。研究结果表明,(1-3)IGF-1 及其类似物是治疗这种神经发育障碍的潜在新型疾病调节疗法。
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引用次数: 0
Cancer-related cognitive impairment and hippocampal functioning: The role of dynamin-1 癌症相关认知障碍与海马功能:动力蛋白-1的作用。
IF 5.6 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2025-01-01 DOI: 10.1016/j.neurot.2024.e00508
Barbara Johanne Thomas Nordhjem, Lisa Lyngsie Hjalgrim
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引用次数: 0
Optical approaches for neurocritical care: Toward non-invasive recording of cerebral physiology in acute brain injury 神经危重症的光学照护:对急性脑损伤脑生理的无创记录。
IF 5.6 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2025-01-01 DOI: 10.1016/j.neurot.2024.e00520
Austen T. Lefebvre , Nicole E. Steiner , Carissa L. Rodriguez , Joseph P. Angelo , Eyal Bar-Kochba , Rohan Mathur , Marek Mirski , David W. Blodgett
Acute brain injury (ABI) is a complex disease process that begins with an initial insult followed by secondary injury resulting from disturbances in cerebral physiology. In the metabolically active brain, early recognition of physiologic derangements is critical in enabling clinicians with the insight to adjust therapeutic interventions and reduce risk of ischemia and permanent injury. Current established approaches for monitoring cerebral physiology include the neurologic physical examination, traditional brain imaging such as computed tomography (CT) and magnetic resonance imaging (MRI), electroencephalography (EEG), and bedside modalities such as invasive parenchymal probes and transcranial doppler ultrasound. Diffuse optical spectroscopy (DOS), diffuse correlation spectroscopy (DCS), and optical coherence tomography (OCT) are non-invasive optical techniques that have shown promise in measuring clinically relevant changes in cerebral physiology. These new modalities may offer clinicians significant benefits as they are safe, can be utilized at the point-of-care, and provide continuous measurements. This paper reviews major causes of primary and secondary ABI encountered in neurocritical care units, conventional measures of cerebral physiology during ABI, and emerging non-invasive optical techniques that have significant potential for translation to the bedside.
急性脑损伤(ABI)是一个复杂的疾病过程,始于最初的损伤,随后是脑生理学紊乱引起的继发性损伤。在代谢活跃的大脑中,早期识别生理紊乱对于临床医生调整治疗干预措施和降低缺血和永久性损伤的风险至关重要。目前建立的监测大脑生理的方法包括神经物理检查,传统的脑成像,如计算机断层扫描(CT)和磁共振成像(MRI),脑电图(EEG),以及床边模式,如侵入性脑实质探针和经颅多普勒超声。漫射光谱学(DOS)、漫射相关光谱学(DCS)和光学相干断层扫描(OCT)是非侵入性光学技术,在测量临床相关的大脑生理变化方面显示出前景。这些新模式可以为临床医生提供显著的好处,因为它们是安全的,可以在护理点使用,并提供连续的测量。本文回顾了在神经危重症监护病房中遇到的原发性和继发性ABI的主要原因,ABI期间的常规脑生理学测量,以及新兴的非侵入性光学技术,这些技术具有转化为床边的重大潜力。
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引用次数: 0
Development of web- and mobile-based shared decision-making tools in the neurological intensive care unit 神经重症监护病房中基于网络和移动的共享决策工具的开发。
IF 5.6 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2025-01-01 DOI: 10.1016/j.neurot.2024.e00503
Winnie L. Liu , Lidan Zhang , Soussan Djamasbi , Bengisu Tulu , Susanne Muehlschlegel
In the neurological intensive care unit (neuroICU), patients with severe acute brain injury (SABI) are rendered unable to make their own healthcare decisions. The responsibility of making life-or-death decisions, such as goals of care, is carried by surrogate decision-makers, usually families. In addition to the burden of decision-making, the emotional burden on families is further compounded by prognostication uncertainty, time-pressure for decision-making, and difficulties in understanding and interpreting the patient's values and preferences, ultimately resulting in potential clinician-family communication breakdown. Despite these challenges, there is currently no guidance on how to best approach these difficult decisions. Shared decision-making (SDM) has emerged as the recommended approach to improve clinician-family communication, empowering surrogates to take an active role in decision-making by providing a structured framework for information exchange, deliberation, and treatment decisions. Decision aids (DAs) facilitate SDM by offering balanced, accessible, unbiased information and helping surrogates decide according to patients' values. This review highlights the potential advantage of digital over paper-based DAs, including improved accessibility, interactivity, and personalization, and the integration of emerging technologies to enhance DA effectiveness. Additionally, we review the current digital DAs developed for the neuroICU setting.
在神经重症监护室(neuroICU),严重急性脑损伤(SABI)患者无法做出自己的医疗保健决定。作出生死决定的责任,例如护理目标,由代理决策者承担,通常是家庭。除了决策负担之外,由于预测的不确定性、决策的时间压力以及难以理解和解释患者的价值观和偏好,家庭的情感负担进一步加重,最终导致潜在的临床医生与家庭沟通破裂。尽管存在这些挑战,但目前还没有指导如何最好地处理这些困难的决定。共同决策(SDM)已成为改善临床医生与家庭沟通的推荐方法,通过提供信息交换、审议和治疗决策的结构化框架,使代理人在决策中发挥积极作用。决策辅助(DAs)通过提供平衡、可获取、无偏见的信息,帮助代理人根据患者的价值观做出决定,从而促进SDM。这篇综述强调了数字数据相对于纸质数据分析的潜在优势,包括改进的可访问性、交互性和个性化,以及整合新兴技术以提高数据分析的有效性。此外,我们回顾了目前为神经icu设置开发的数字DAs。
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引用次数: 0
Mitochondrial-targeted therapies in traumatic brain injury: From bench to bedside 线粒体靶向治疗外伤性脑损伤:从实验室到床边。
IF 5.6 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2025-01-01 DOI: 10.1016/j.neurot.2024.e00515
Sidra Tabassum , Silin Wu , Chang-Hun Lee , Bosco Seong Kyu Yang , Aaron M. Gusdon , Huimahn A. Choi , Xuefang S. Ren
Traumatic brain injury (TBI) is a leading cause of morbidity and mortality worldwide, with limited effective therapeutic options currently available. Recent research has highlighted the pivotal role of mitochondrial dysfunction in the pathophysiology of TBI, making mitochondria an attractive target for therapeutic intervention. This review comprehensively examines advancements in mitochondrial-targeted therapies for TBI, bridging the gap from basic research to clinical applications. We discuss the underlying mechanisms of mitochondrial damage in TBI, including oxidative stress, impaired bioenergetics, mitochondrial dynamics, and apoptotic pathways. Furthermore, we highlight the complex interplay between mitochondrial dysfunction, inflammation, and blood-brain barrier (BBB) integrity, elucidating how these interactions exacerbate injury and impede recovery. We also evaluate various preclinical studies exploring pharmacological agents, gene therapy, and novel drug delivery systems designed to protect and restore mitochondrial function. Clinical trials and their outcomes are assessed to evaluate the translational potential of mitochondrial-targeted therapies in TBI. By integrating findings from bench to bedside, this review emphasizes promising therapeutic avenues and addresses remaining challenges. It also provides guidance for future research to pave the way for innovative treatments that improve patient outcomes in TBI.
创伤性脑损伤(TBI)是世界范围内发病率和死亡率的主要原因,目前可用的有效治疗方案有限。最近的研究强调了线粒体功能障碍在TBI病理生理中的关键作用,使线粒体成为治疗干预的一个有吸引力的靶点。本文综述了线粒体靶向治疗TBI的进展,弥合了从基础研究到临床应用的差距。我们讨论了TBI中线粒体损伤的潜在机制,包括氧化应激、生物能量学受损、线粒体动力学和凋亡途径。此外,我们强调了线粒体功能障碍、炎症和血脑屏障(BBB)完整性之间复杂的相互作用,阐明了这些相互作用如何加剧损伤并阻碍恢复。我们还评估了各种临床前研究,探索旨在保护和恢复线粒体功能的药理药物、基因治疗和新型药物传递系统。评估临床试验及其结果,以评估线粒体靶向治疗在TBI中的转化潜力。通过整合从实验室到临床的发现,本综述强调了有希望的治疗途径,并解决了仍然存在的挑战。它还为未来的研究提供指导,为改善TBI患者预后的创新治疗铺平道路。
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引用次数: 0
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Neurotherapeutics
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