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Ability of a Composite Brain Magnetic Resonance Imaging Score to Predict Neurologic Outcomes in Survivors of Out-Of-Hospital Cardiac Arrest. 复合脑磁共振成像评分预测院外心脏骤停幸存者神经系统预后的能力
IF 3.6 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-01 Epub Date: 2025-06-19 DOI: 10.1007/s12028-025-02295-0
Thuhien Nguyen, Nicolas Poilvert, Victor Lin, Hope Opara, Nassim Matin, Arielle P Davis, Breana L Taylor, Catherine R Counts, Penelope Chung Thomas, Monisha Sharma, James A Town, Sarah Wahlster, Nicholas J Johnson

Background: Brain magnetic resonance imaging (MRI) has been investigated as a neuroprognostication (NP) test after out-of-hospital cardiac arrest (OHCA); however, most studies have focused on predicting poor neurologic outcomes or death.

Methods: We examined the ability of a composite brain MRI score ("NP score") to predict neurologic outcomes in an OHCA cohort (2017-2023) who underwent brain MRI within 2-7 days post arrest and survived to hospital discharge. NP scores (range 0-214) were calculated from diffusion weighted imaging and fluid attenuated inversion recovery signals in prespecified neuroanatomical regions. We categorized neurologic outcomes as "independent" (Cerebral Performance Categories [CPC] 1-2), "dependent" (CPC 3), and "vegetative state" (CPC 4). We conducted correlation analyses and used computational modeling for probabilities to identify transition points between the outcome categories.

Results: Forty-two OHCA survivors were included (median age 47 years; 74% male, 43% shockable rhythm; 88% underwent targeted temperature management). At hospital discharge, 50% (n = 21) had recovered to independent, 24% (n = 10) were dependent, and 26% (n = 11) remained in a vegetative state. MRIs were obtained at a median of 4 days post arrest, (interquartile range 3-5). NP scores (range 0-136, median 11.5, interquartile range 0-41.5, intraclass correlation coefficient 0.89) strongly correlated with CPC (rs = 0.69, p < 0.001) and were significantly different between CPC groups (p < 0.001); thresholds of 15 and 54 were identified as transition points between independent-dependent and dependent-vegetative state, respectively. Among survivors with bilaterally intact somatosensory evoked potentials, median NP scores were 0, 29, 68.5 for independent, dependent, and vegetative state patients, respectively.

Conclusions: Quantitative brain MRI-based scoring may predict neurologic outcomes at discharge among OHCA survivors. External validation in larger prospective multicenter cohorts, assessment of long-term outcomes, and examination of the score in deceased patients are needed to establish the prognostic value and address concerns about generalizability.

背景:脑磁共振成像(MRI)已被研究作为院外心脏骤停(OHCA)后神经预后(NP)测试;然而,大多数研究都集中在预测不良的神经系统预后或死亡上。方法:我们研究了复合脑MRI评分(“NP评分”)预测OHCA队列(2017-2023)神经系统预后的能力,这些队列患者在骤停后2-7天内接受了脑MRI检查,并存活至出院。NP评分(范围0-214)由预先指定的神经解剖区域的扩散加权成像和流体衰减反演恢复信号计算。我们将神经系统预后分为“独立”(脑功能分类[CPC] 1-2)、“依赖”(CPC 3)和“植物人状态”(CPC 4)。我们进行了相关分析,并使用概率计算模型来确定结果类别之间的过渡点。结果:纳入42例OHCA幸存者(中位年龄47岁;男性占74%,震荡性心律占43%;88%接受了针对性的温度管理)。出院时,50% (n = 21)恢复独立,24% (n = 10)依赖,26% (n = 11)仍处于植物人状态。在停搏后4天的中位数(四分位数范围3-5)获得mri。NP评分(范围0-136,中位数11.5,四分位数范围0-41.5,类内相关系数0.89)与CPC密切相关(rs = 0.69, p)。结论:基于脑mri的定量评分可以预测OHCA幸存者出院时的神经系统预后。需要在更大的前瞻性多中心队列中进行外部验证,评估长期结果,并检查死亡患者的评分,以确定预后价值并解决对通用性的担忧。
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引用次数: 0
Is it Time to Upgrade Neuromonitoring in ECPR Recipients to Evaluate Cerebral Perfusion Imbalances Adequately? 是时候升级ECPR受者的神经监测以充分评估脑灌注失衡了吗?
IF 3.6 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-01 Epub Date: 2025-08-07 DOI: 10.1007/s12028-025-02331-z
Alberto Marabotti, Giovanni Cianchi, Andrea Franci, Manuela Bonizzoli
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引用次数: 0
Clinical Applications of Point-of-Care and Diagnostic Transcranial Doppler in the Pediatric Acute Care Setting: A Scoping Review. 即时护理和诊断经颅多普勒在儿科急症护理中的临床应用:范围综述。
IF 3.6 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-01 Epub Date: 2025-08-25 DOI: 10.1007/s12028-025-02341-x
Virginie Plante, Nicole O'Brien, Simon MacDonald, Laurence Tabone, Camille Jutras, Eric Dornoff, Catherine Boulet, Kerri LaRovere

Transcranial Doppler (TCD) is increasingly used in pediatric acute care with emerging point-of-care ultrasound (POCUS) applications. However, no standardized definition distinguishes POCUS TCD from diagnostic/consultative TCD. This scoping review aims to (1) examine how the terminology "POCUS TCD" is used in pediatric literature, (2) describe physiologic indications driving TCD use in pediatric acute care settings, and (3) compare contexts of performance and operational characteristics across these indications. A comprehensive scoping review was conducted following published guidelines. Databases were searched from inception to June 2024 for studies addressing TCD use in children (≤ 18 years) in emergency departments, inpatient services, or intensive care units. Full-text eligibility and data extraction were performed in duplicate by independent reviewers. Of 4,066 screened studies, 660 full texts were assessed, and 307 studies met eligibility criteria (258 original studies and 49 reviews, guidelines, or surveys). The term "POCUS TCD" was mentioned in only 3% of original studies and 26% of included reviews and guidelines, which were mostly published after 2018. Eleven physiologic indications for TCD use were identified, and specific subtypes of context of use emerged. TCD operational characteristics varied widely and were often incompletely reported. However, notable differences were observed across physiologic indications, particularly in TCD extent, operator type, and use of point-of-care machines. The terminology "POCUS TCD" is infrequently used in current pediatric research, and most studies do not specify the type of TCD performed or intended. Significant differences in the context of performance and operational characteristics across physiologic indications suggest the coexistence of distinct forms of TCD in current clinical practice despite the lack of explicit distinction between POCUS and diagnostic/consultative TCD. Standardizing terminology and improving reporting of operational contexts in future research will be essential to support safe and effective clinical integration of TCD in pediatric critical care.

经颅多普勒(TCD)越来越多地用于儿科急性护理与新兴的点护理超声(POCUS)的应用。然而,POCUS TCD与诊断性/咨询性TCD之间没有标准化的定义。本综述旨在(1)研究“POCUS TCD”这一术语在儿科文献中的使用情况,(2)描述驱动TCD在儿科急性护理环境中使用的生理适应症,以及(3)比较这些适应症的表现和操作特征。根据已公布的指导方针进行了全面的范围审查。数据库从成立到2024年6月进行检索,以研究急诊科、住院服务或重症监护病房儿童(≤18岁)TCD的使用情况。全文合格性和数据提取由独立审稿人一式两份进行。在4066项筛选的研究中,评估了660篇全文,307项研究符合资格标准(258项原始研究和49项综述、指南或调查)。“POCUS TCD”一词仅在3%的原始研究和26%的纳入评论和指南中被提及,这些研究大多是在2018年之后发表的。确定了使用TCD的11种生理适应症,并出现了使用背景的特定亚型。TCD的操作特点差别很大,而且经常报告不完整。然而,在生理适应症中观察到显着差异,特别是在TCD程度,操作人员类型和即时护理机器的使用方面。“POCUS TCD”这个术语在目前的儿科研究中很少使用,而且大多数研究都没有具体说明所进行或打算进行的TCD类型。尽管POCUS和诊断性/咨询性TCD之间缺乏明确的区分,但在生理适应症的表现和操作特征方面的显著差异表明,在当前的临床实践中,不同形式的TCD共存。在未来的研究中,标准化术语和改进操作环境的报告对于支持TCD在儿科重症监护中安全有效的临床整合至关重要。
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引用次数: 0
In vivo Testing of the Pressio Intracranial Pressure Monitor. 颅内压监护仪的体内试验。
IF 3.6 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-01 Epub Date: 2025-06-20 DOI: 10.1007/s12028-025-02303-3
Laurent Gergelé, Jérémy Mallard, Clément Magand, Kevin Lagarde, Russel Chabanne, Jérôme Morel, Jean François Payen, Yoann Launey

Background: Measuring reliable intracranial pressure (ICP) is critical for patients with acute brain injuries. The aim of this study was to evaluate zero drift of the intraparenchymal strain gauge Pressio transducer (Sophysa, Orsay, France) in clinical conditions.

Methods: A prospective observational multicenter study was conducted in four French intensive care units of university hospitals. Patients with acute brain injuries were included if they needed ICP measurement using the Pressio transducer. The zero drift was measured at the explantation of the sensor. ICP-related adverse events were also collected.

Results: Between January 1, 2018, and March 31, 2020, 235 patients were included in this study for a monitoring time of 2,180 days. The zero drift assessment was determined in 223 transducers (95%). The median duration of ICP monitoring was 8 days (interquartile range [IQR] 4 to 13 days). The median zero drift was 1 mm Hg (IQR 1 to 3 mm Hg), and a weak correlation was observed between the duration of ICP monitoring and zero drift (ρ = 0.141; P = 0.0357), which lacks clinical significance. Zero drifts higher than 5 mm Hg were found in 10% of transducers. Four patients (1.8%) had ICP-related hematomas, with no clinical impact, and none had ICP-related brain infection. Failures or technical dysfunctions of the monitoring were found in six patients (2.6%).

Conclusions: The Pressio catheter from the Sophysa system exhibited a minor zero drift after a median monitoring period of 8 days. The transducer's precision was comparable to that of other ICP devices using strain gauge technology.

背景:测量可靠的颅内压(ICP)对急性脑损伤患者至关重要。本研究的目的是评估肝实质内应变计压力传感器(Sophysa, Orsay, France)在临床条件下的零漂移。方法:对法国四所大学附属医院重症监护病房进行前瞻性多中心观察性研究。急性脑损伤患者如果需要使用Pressio换能器测量颅内压,也包括在内。在传感器外移处测量了零点漂移。还收集了与icp相关的不良事件。结果:2018年1月1日至2020年3月31日,235例患者纳入本研究,监测时间为2180天。对223个换能器(95%)进行了零漂移评估。ICP监测的中位持续时间为8天(四分位数间距[IQR] 4至13天)。中位零漂移为1 mm Hg (IQR为1 ~ 3 mm Hg),观察到ICP监测时间与零漂移之间存在弱相关性(ρ = 0.141;P = 0.0357),缺乏临床意义。在10%的换能器中发现零漂移高于5毫米汞柱。4例患者(1.8%)有icp相关血肿,无临床影响,无icp相关脑感染。6例患者(2.6%)出现监测失败或技术功能障碍。结论:来自Sophysa系统的Pressio导管在8天的中位监测期后表现出轻微的零漂移。该传感器的精度可与其他使用应变片技术的ICP设备相媲美。
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引用次数: 0
Vagus Nerve Stimulation Attenuates Cognitive Impairment in Traumatic Brain Injury via the mtDNA/cGAS-STING/NLRP3 Inflammasome Axis. 迷走神经刺激通过mtDNA/cGAS-STING/NLRP3炎症小体轴减轻外伤性脑损伤的认知障碍
IF 3.6 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-01 Epub Date: 2025-09-04 DOI: 10.1007/s12028-025-02351-9
Bingkai Ren, Junwei Kang, Xiaoyang Dong, Lianghua Huang, Xiao Wu, Yunliang Tang

Background: Traumatic brain injury (TBI) is a major life-threatening event. In addition to neurological deficits, it can lead to long-term impairments of cognitive function. The vagus nerve (VN) provides a direct communication conduit between the central nervous system and the periphery, and modulation of the inflammatory reflex via electrical stimulation of the vagus nerve (VNS) shows efficacy in ameliorating pathology in neurodegenerative diseases. Our objective was to investigate the impact and underlying mechanism of VNS for cognitive impairment in a rat model of TBI.

Methods: Male rats were implanted with VNS electrodes on the left VN 1 week prior to controlled cortical impact. Mitochondrial permeability transition pore blocker cyclosporin A (CsA) and stimulator of interferon genes (STING) agonist 2'3'-cGAMP were delivered by intranasal administration or intraventricular injection. Post-VNS assessments included Morris water maze, Nissl staining, hematoxylin and eosin staining, Western blotting, quantitative polymerase chain reaction, mitochondrial membrane potential, and enzyme-linked immunosorbent assay.

Results: We found that VNS treatment significantly improved cognitive impairment, increased mitochondrial membrane potential, reduced accumulation of cytosolic mitochondrial DNA, attenuated cyclic GMP-AMP synthase (cGAS)-STING pathway, suppressed nucleotide-binding domain, leucine-rich-containing family, pyrin domain-containing-3 (NLRP3) inflammasome activation, and partially reversed hippocampus neuronal damage and loss caused by TBI. However, 2'3'-cGAMP delivery significantly abrogated these effects of VNS. In addition, CsA also showed neuroprotective effects, including improved cognitive impairment, decreased levels of cGAS, phosphorylated STING, and suppressed the expressions of NLRP3 inflammasome and pyroptosis-pertinent components containing cleaved Caspase-1, ASC, and N-terminal Gasdermin D. CsA also inhibited interleukin-1β and interleukin-18 proinflammatory cytokine concentration.

Conclusions: Stimulation of the VN attenuates the pyroptosis and neuroinflammatory cascades in the rat of the TBI model by regulating the mitochondrial DNA/cGAS/STING /NLRP3 pathway.

背景:创伤性脑损伤(TBI)是危及生命的重大事件。除了神经功能缺陷外,它还会导致认知功能的长期损害。迷走神经(VN)是中枢神经系统和外周神经系统之间的直接交流通道,通过电刺激迷走神经(VNS)调节炎症反射在神经退行性疾病的病理改善中显示出有效的效果。我们的目的是研究VNS对脑外伤大鼠模型认知障碍的影响及其潜在机制。方法:在控制性皮质撞击前1周,在雄性大鼠的左下丘脑植入VNS电极。线粒体通透性过渡孔阻断剂环孢素A (CsA)和干扰素基因刺激剂(STING)激动剂2'3'-cGAMP分别经鼻或脑室注射给药。vns后评估包括Morris水迷宫、尼氏染色、苏木精和伊红染色、Western blotting、定量聚合酶链反应、线粒体膜电位和酶联免疫吸附测定。结果:我们发现VNS治疗显著改善了认知障碍,增加了线粒体膜电位,减少了细胞质线粒体DNA的积累,减弱了环GMP-AMP合成酶(cGAS)-STING途径,抑制了核苷酸结合结构域、富含亮氨酸的家族、含pyrin结构域-3 (NLRP3)炎性体的激活,部分逆转了脑损伤引起的海马神经元损伤和丢失。然而,2'3'-cGAMP递送显著消除了VNS的这些影响。此外,CsA还具有神经保护作用,包括改善认知障碍,降低cGAS水平,磷酸化STING,抑制NLRP3炎症小体和含有裂解Caspase-1, ASC和n端Gasdermin d的焦热相关成分的表达。CsA还抑制白细胞介素-1β和白细胞介素-18促炎细胞因子浓度。结论:VN刺激通过调节线粒体DNA/cGAS/STING /NLRP3通路减轻TBI模型大鼠的焦亡和神经炎症级联反应。
{"title":"Vagus Nerve Stimulation Attenuates Cognitive Impairment in Traumatic Brain Injury via the mtDNA/cGAS-STING/NLRP3 Inflammasome Axis.","authors":"Bingkai Ren, Junwei Kang, Xiaoyang Dong, Lianghua Huang, Xiao Wu, Yunliang Tang","doi":"10.1007/s12028-025-02351-9","DOIUrl":"10.1007/s12028-025-02351-9","url":null,"abstract":"<p><strong>Background: </strong>Traumatic brain injury (TBI) is a major life-threatening event. In addition to neurological deficits, it can lead to long-term impairments of cognitive function. The vagus nerve (VN) provides a direct communication conduit between the central nervous system and the periphery, and modulation of the inflammatory reflex via electrical stimulation of the vagus nerve (VNS) shows efficacy in ameliorating pathology in neurodegenerative diseases. Our objective was to investigate the impact and underlying mechanism of VNS for cognitive impairment in a rat model of TBI.</p><p><strong>Methods: </strong>Male rats were implanted with VNS electrodes on the left VN 1 week prior to controlled cortical impact. Mitochondrial permeability transition pore blocker cyclosporin A (CsA) and stimulator of interferon genes (STING) agonist 2'3'-cGAMP were delivered by intranasal administration or intraventricular injection. Post-VNS assessments included Morris water maze, Nissl staining, hematoxylin and eosin staining, Western blotting, quantitative polymerase chain reaction, mitochondrial membrane potential, and enzyme-linked immunosorbent assay.</p><p><strong>Results: </strong>We found that VNS treatment significantly improved cognitive impairment, increased mitochondrial membrane potential, reduced accumulation of cytosolic mitochondrial DNA, attenuated cyclic GMP-AMP synthase (cGAS)-STING pathway, suppressed nucleotide-binding domain, leucine-rich-containing family, pyrin domain-containing-3 (NLRP3) inflammasome activation, and partially reversed hippocampus neuronal damage and loss caused by TBI. However, 2'3'-cGAMP delivery significantly abrogated these effects of VNS. In addition, CsA also showed neuroprotective effects, including improved cognitive impairment, decreased levels of cGAS, phosphorylated STING, and suppressed the expressions of NLRP3 inflammasome and pyroptosis-pertinent components containing cleaved Caspase-1, ASC, and N-terminal Gasdermin D. CsA also inhibited interleukin-1β and interleukin-18 proinflammatory cytokine concentration.</p><p><strong>Conclusions: </strong>Stimulation of the VN attenuates the pyroptosis and neuroinflammatory cascades in the rat of the TBI model by regulating the mitochondrial DNA/cGAS/STING /NLRP3 pathway.</p>","PeriodicalId":19118,"journal":{"name":"Neurocritical Care","volume":" ","pages":"226-240"},"PeriodicalIF":3.6,"publicationDate":"2026-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"145001027","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Transfusion in Surgical SAH: Between Guidelines, New Evidence, and Physiology. 外科SAH输血:指南、新证据和生理学之间的关系。
IF 3.6 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-01 Epub Date: 2025-08-25 DOI: 10.1007/s12028-025-02346-6
Cyril Pernod, Hilaire de Malleray, Philippe Goutorbe
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引用次数: 0
Blood Pressure Variability Targets in Stroke Care: The Need for Prospective Validation Before Clinical Implementation. 卒中治疗中的血压变异性目标:临床实施前需要前瞻性验证。
IF 3.6 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-01 Epub Date: 2025-10-06 DOI: 10.1007/s12028-025-02388-w
Arnaldo Alves da Silva, Rogerio da Hora Passos, Mauricio Reis Pedrosa, João Manoel da Silva
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引用次数: 0
Volume of Aneurysmal Subarachnoid Hemorrhage and Cognitive Outcomes. 动脉瘤性蛛网膜下腔出血的体积与认知结局。
IF 3.6 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-01 Epub Date: 2025-07-16 DOI: 10.1007/s12028-025-02326-w
Elena Sagues, Navami Shenoy, Alex Van Dam, Lidia Diaz, Andres Gudino, Carlos Dier, Domenica Cifuentes, Ruben Calle, Linder Wendt, Kathleen Dlouhy, Mario Zanaty, Santiago Ortega-Gutierrez, Natalia Garcia-Casares, Edgar A Samaniego

Background: The modified Fisher score is commonly used after aneurysmal subarachnoid hemorrhage (aSAH) to estimate hemorrhage burden and support early prognostication, although its accuracy in predicting cognitive outcomes remains limited. This study compares the predictive value of the subjective asessment of aSAH volume through the modified Fisher score with an objetive volumetric quantification in prognosticating cognitive outcomes.

Methods: This retrospective observational study included patients with aSAH between 2009 and 2024 and good functional recovery (modified Rankin score ≤ 2) at least 6 months after aSAH. Cognitive outcomes were assessed using Montreal Cognitive Assessment scores normalized to population data, with poor outcomes defined as Montreal Cognitive Assessment scores < 25th percentile for normative data. A semiautomated method was used to quantify hemorrhage volume from presentation on computed tomography scans. Logistic regression, receiver operating characteristic curves, and mediation analyses were conducted to evaluate the potential relationship between aSAH volume, clinical variables, and cognitive outcomes.

Results: A total of 142 patients with aSAH were included in the study, with 30% of patients (43/142) experiencing poor cognitive outcomes. The objective quantification of hemorrhage volume demonstrated a superior predictive performance compared with the modified Fisher score in determining poor cognitive outcomes (area under the curve 0.75 vs. 0.66, p = 0.037). An aSAH volume cutoff of 24 mL yielded a sensitivity of 72% and a specificity of 60% in predicting poor cognitive outcomes. Mediation analysis revealed partial mediation by vasospasm in the relationship between hemorrhage volume and poor cognitive outcomes.

Conclusions: There is a high rate of cognitive impairment among survivors with aSAH with good functional recovery. Volume quantification outperformed the modified Fisher score in predicting cognitive outcomes after aSAH. aSAH volumes more than 24 mL are linked to worse outcomes, with vasospasm contributing to this association.

背景:改进的Fisher评分通常用于动脉瘤性蛛网膜下腔出血(aSAH)后评估出血负担和支持早期预后,尽管其预测认知结果的准确性仍然有限。本研究比较了通过改良Fisher评分主观评估aSAH体积与客观体积量化预测认知结果的预测价值。方法:本回顾性观察研究纳入2009年至2024年间aSAH患者,aSAH术后至少6个月功能恢复良好(改良Rankin评分≤2)。认知结果采用蒙特利尔认知评估评分归一化人群数据进行评估,不良结果定义为蒙特利尔认知评估评分。结果:共有142例aSAH患者纳入研究,30%的患者(43/142)出现不良认知结果。与修正Fisher评分相比,出血量的客观量化在判断认知预后不良方面表现出更好的预测性能(曲线下面积0.75 vs. 0.66, p = 0.037)。24ml的aSAH容量临界值在预测不良认知预后方面的敏感性为72%,特异性为60%。中介分析显示血管痉挛在出血量和认知预后差的关系中起部分中介作用。结论:aSAH幸存者认知功能障碍发生率高,功能恢复良好。体积量化在预测aSAH后认知结果方面优于改良Fisher评分。aSAH容量大于24ml与较差的结果相关,血管痉挛与此相关。
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引用次数: 0
Development and Validation of Machine Learning Models for Predicting 7-Day Mortality in Critically Ill Patients with Traumatic Spinal Cord Injury: A Multicenter Retrospective Study. 预测外伤性脊髓损伤危重患者7天死亡率的机器学习模型的开发和验证:一项多中心回顾性研究。
IF 3.6 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-01 Epub Date: 2025-06-25 DOI: 10.1007/s12028-025-02308-y
Yixi Wang, Xinkai Luo, Jingjie Wang, Wenzhe Li, Jian Cui, Yuqian Li

Background: Traumatic spinal cord injury (TSCI), a severe central nervous system injury, despite treatment advances, critically ill patients with TSCI face high short-term mortality. This study leverages machine learning to integrate standard intensive care unit (ICU) indicators, identifying 7-day high-mortality risk patients with TSCI to optimize treatment.

Methods: Using critically ill patients with TSCI data from the Medical Information Mart for Intensive Care 2.2 database, this study employs the Boruta and LASSO regression algorithms to identify key features, developing a 7-day mortality risk prediction model in critically ill patients with TSCI using ten machine learning algorithms including Adaptive Boosting, Categorical Boosting, Gradient Boosting Machine, k-Nearest Neighbors, Light Gradient Boosting Machine, Logistic Regression, Neural Network, Random Forest (RF), Support Vector Machine, and Extreme Gradient Boosting. Model Performance is evaluated via receiver operating characteristic curves, calibration curves, decision curve analysis, accuracy, sensitivity, specificity, precision, and F1 score, whereas Shapley Additive Explanations ensure model interpretability. External validation with ICU data from the First Affiliated Hospital of Xinjiang Medical University further assesses the model's generalizability.

Results: This study, collecting data from 261 and 45 critically ill patients with TSCI from the Medical Information Mart for Intensive Care database and the First Affiliated Hospital of Xinjiang Medical University's ICU, respectively, identified ten key features for model development, in which the RF model consistently outperformed others across raw and Synthetic Minority Over-sampling Technique-balanced synthetic datasets in receiver operating characteristic curves, calibration curves, decision curve analysis, and performance metrics. Shapley Additive Explanation analysis highlighted minimum body temperature, lowest systolic blood pressure, and Charlson Comorbidity Index as critical predictors in the RF model. External validation initially demonstrated the model's robustness and clinical applicability, leading to an online calculator that enables clinicians to estimate the 7-day survival probability of critically ill patients with TSCI.

Conclusions: The RF model exhibits favorable performance in predicting 7-day mortality risk among critically ill patients with TSCI, indicating its potential utility in supporting clinical decision-making.

背景:创伤性脊髓损伤(Traumatic spinal cord injury, TSCI)是一种严重的中枢神经系统损伤,尽管治疗取得了进展,但危重患者仍面临着较高的短期死亡率。本研究利用机器学习整合标准重症监护病房(ICU)指标,识别7天高死亡率的TSCI患者,以优化治疗。方法:本研究利用重症监护医疗信息市场2.2数据库中的TSCI危重患者数据,采用Boruta和LASSO回归算法识别关键特征,利用自适应增强、分类增强、梯度增强机、k近邻增强、轻梯度增强机、逻辑回归、神经网络、神经网络等10种机器学习算法建立TSCI危重患者7天死亡风险预测模型。随机森林(RF),支持向量机和极端梯度增强。模型性能通过受试者工作特征曲线、校准曲线、决策曲线分析、准确性、灵敏度、特异性、精度和F1评分来评估,而Shapley加性解释确保模型的可解释性。利用新疆医科大学第一附属医院ICU数据进行外部验证,进一步评估模型的通用性。结果:本研究分别从重症监护医学信息市场数据库和新疆医科大学第一附属医院ICU收集了261例和45例TSCI危重患者的数据,确定了模型开发的十个关键特征,其中RF模型在原始和合成少数民族过采样技术平衡的合成数据集上始终优于其他模型,包括受试者工作特征曲线、校准曲线、决策曲线分析和绩效指标。Shapley加性解释分析强调了最低体温、最低收缩压和Charlson合并症指数是RF模型的关键预测因子。外部验证最初证明了该模型的稳健性和临床适用性,从而产生了一个在线计算器,使临床医生能够估计危重TSCI患者的7天生存率。结论:射频模型在预测TSCI危重患者7天死亡风险方面表现良好,表明其在支持临床决策方面的潜在效用。
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引用次数: 0
Hypothermia Alleviates TBI-Induced Tau Hyperphosphorylation Through RBM3-Dependent GSK-3β and AMPK Pathways. 低温通过rbm3依赖性GSK-3β和AMPK通路减轻tbi诱导的Tau过度磷酸化。
IF 3.6 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-01 Epub Date: 2025-06-02 DOI: 10.1007/s12028-025-02293-2
Bingjin Liu, Qunfang Zhao, Qingqing Shi, Weiqi Xu, Fangxiao Shi, Ruhui Yang, Xinwen Zhou

Background: Traumatic brain injury (TBI) often results in tau hyperphosphorylation, a key pathological feature of neurodegenerative diseases such as Alzheimer's disease. Hypothermia (HT) is a promising therapeutic intervention for TBI, but the underlying molecular mechanisms remain unclear. This study investigates the role of RNA-binding motif protein 3 (RBM3) in mediating the neuroprotective effects of HT on tau phosphorylation and its involvement in glycogen synthase kinase 3 beta (GSK-3β) and AMP-activated protein kinase (AMPK) signaling.

Methods: We used a TBI mouse model to assess the effects of HT on tau phosphorylation using Western blotting and immunohistochemistry. The phosphorylation status of GSK-3β (Ser9) and AMPK (Thr172) was also analyzed to explore key signaling pathways. RBM3 expression was modulated using RBM3 short hairpin RNA (knockdown) and adenovirus-RBM3 plasmid (overexpression) to determine its role in HT-induced changes in tau phosphorylation.

Results: Hypothermia treatment significantly reduced tau hyperphosphorylation in TBI mice compared with controls. Western blotting revealed a significant increase in GSK-3β Ser9 phosphorylation (p < 0.01) and AMPK Thr172 phosphorylation (p < 0.05) in the HT group. Manipulation of RBM3 expression showed that both RBM3 knockdown and overexpression affected the extent of tau dephosphorylation mediated by HT. Specifically, RBM3 overexpression enhanced the protective effects of HT, whereas knockdown diminished its efficacy.

Conclusions: Our findings suggest that RBM3 is a crucial mediator of the neuroprotective effects of hypothermia in TBI, acting through modulation of GSK-3β and AMPK signaling pathways. These results provide new insights into the molecular mechanisms of TBI treatment and highlight RBM3 as a potential therapeutic target for neurodegenerative diseases associated with tauopathies. Limitations include the need for further validation in clinical models.

背景:创伤性脑损伤(TBI)经常导致tau蛋白过度磷酸化,这是阿尔茨海默病等神经退行性疾病的一个关键病理特征。低温治疗(HT)是一种很有前途的治疗方法,但其潜在的分子机制尚不清楚。本研究探讨了rna结合基序蛋白3 (RBM3)在介导HT对tau磷酸化的神经保护作用及其参与糖原合成酶激酶3β (GSK-3β)和amp活化蛋白激酶(AMPK)信号传导中的作用。方法:采用Western blotting和免疫组织化学方法,建立脑外伤小鼠模型,观察HT对tau蛋白磷酸化的影响。我们还分析了GSK-3β (Ser9)和AMPK (Thr172)的磷酸化状态,以探索关键的信号通路。利用RBM3短发夹RNA(敲低)和腺病毒-RBM3质粒(过表达)调节RBM3的表达,以确定其在ht诱导的tau磷酸化变化中的作用。结果:与对照组相比,低温治疗显著降低了TBI小鼠的tau过度磷酸化。结论:我们的研究结果表明RBM3是低温对TBI患者神经保护作用的重要介质,通过调节GSK-3β和AMPK信号通路起作用。这些结果为TBI治疗的分子机制提供了新的见解,并突出了RBM3作为与tau病相关的神经退行性疾病的潜在治疗靶点。局限性包括需要在临床模型中进一步验证。
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Neurocritical Care
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