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Auditory Stimuli Most Effective in Eliciting Reactivity in Critically Ill Patients with an Impaired Consciousness. 听觉刺激对危重病人意识受损的反应性诱导最有效。
IF 3.6 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-11 DOI: 10.1007/s12028-026-02457-8
Wolmet E Haksteen, Lis N K Zandbergen, Nick Eleveld, Janneke Horn, A Fleur van Rootselaar

Background: Electroencephalograpy (EEG) reactivity may aid functional outcome prediction in the intensive care unit (ICU). Different types of stimuli could vary in their ability to evoke reactivity. This study explored which type of stimulus is best to elicit EEG reactivity in ICU patients with an impaired consciousness. We also investigated associations between reactivity and hospital survival and functional outcome. Lastly, we compared standardized testing with random stimuli application.

Methods: Adult ICU patients with an impaired consciousness and an EEG with reactivity testing were screened for eligibility. Stimuli were auditory (clapping and calling patient's name), visual, tactile, and noxious. Three raters, blinded to clinical outcomes, scored each EEG recording and stimulus for reactivity. Interrater reliability was assessed using Fleiss' kappa. Associations between reactivity and outcomes were analyzed with logistic regression.

Results: In total, 72 patients were included, most commonly with traumatic brain injury which was present in 19 patients (26.4%) and a median GCS score of 6 (interquartile range, IQR 3-11). EEG reactivity was present in 30.6% of patients. Auditory stimuli were most effective, accounting for 57% of all reactive stimuli. Interrater reliability was highest for clapping (κ = 0.633, 77% raw agreement) and calling the patient's name (κ = 0.584, 74% raw agreement). Reactivity was not associated with hospital survival or 6-month functional outcome. Standardized testing was applied in 23.6% of patients and improved raters' certainty in detecting reactivity compared with the application of random stimuli (88.2% vs. 41.8%, p = 0.002).

Conclusions: Auditory stimuli (clapping and calling the patient's name) proved most effective in eliciting EEG reactivity. Reactivity was not associated with outcomes. Standardized testing increased raters' certainty in detecting reactivity.

背景:脑电图(EEG)反应性可以帮助预测重症监护病房(ICU)的功能结局。不同类型的刺激引起反应的能力可能不同。本研究探讨哪种类型的刺激最能引起ICU意识受损患者的脑电图反应性。我们还调查了反应性与医院生存和功能结局之间的关系。最后,我们比较了标准化测试和随机刺激应用。方法:对意识受损的ICU成人患者和脑电图反应性测试进行筛选。刺激包括听觉刺激(鼓掌和叫病人的名字)、视觉刺激、触觉刺激和有害刺激。对临床结果不知情的三名评分者对每个脑电图记录和刺激的反应性进行评分。采用Fleiss' kappa法评估互信度。用逻辑回归分析反应性与结果之间的关系。结果:共纳入72例患者,最常见的是外伤性脑损伤,19例(26.4%),GCS评分中位数为6(四分位数范围,IQR 3-11)。30.6%的患者存在脑电图反应性。听觉刺激最有效,占所有反应性刺激的57%。鼓掌(κ = 0.633, 77%原始一致性)和呼唤患者姓名(κ = 0.584, 74%原始一致性)的量表间信度最高。反应性与医院生存或6个月功能结局无关。标准化测试在23.6%的患者中应用,与随机刺激相比,评分者在检测反应性方面的确定性提高(88.2%对41.8%,p = 0.002)。结论:听觉刺激(拍手和喊病人名字)对诱发脑电图反应性最有效。反应性与结果无关。标准化测试提高了评分员在检测反应性方面的确定性。
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引用次数: 0
Cognitive Processing of Novel Auditory Stimuli in Children with Acute Disorders of Consciousness. 急性意识障碍儿童新听觉刺激的认知加工。
IF 3.6 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-11 DOI: 10.1007/s12028-026-02456-9
Brian L Appavu, Sarah Wykhoff, Brian Burrows, Geetika Chahal, Manon Breton, Lionel Naccache, Jacobo Sitt

Background/objective: Prognostication of critically ill children appearing acutely comatose remains challenging. Event-related potentials (ERPs) using electroencephalography (EEG) offer a noninvasive method to detect covert consciousness. These include the mismatched negativity (MMN) and P300b responses. We investigated ERPs using the auditory local-global oddball paradigm to assess inattentive or attentive cortical processing in critically ill, clinically unresponsive children.

Methods: We prospectively enrolled pediatric intensive care unit (PICU) patients undergoing continuous EEG with Glasgow coma scale scores < 8. Each patient underwent testing with the local-global oddball paradigm. In each trial, five brief tones were delivered; the fifth tone was either identical (local-standard) or different (local-deviant). In total, 80% of trials shared the same local structure (global-standard), and 20% deviated (global-deviant). MMN-like responses were assessed by contrasting local-deviant vs. local-standard trials (100-250 ms post-stimulus) at frontocentral electrodes; P300b-like responses were assessed by contrasting global-deviant vs. global-standard trials (250-700 ms post-stimulus) at centroparietal electrodes. Cluster-based permutation testing identified significant ERPs. Functional outcomes were assessed at 10-12 months using the Glasgow outcome scale extended-Pediatrics (GOSE-Peds), and ERP-outcome associations were analyzed using the Mann-Whitney U test.

Results: Among 29 children, 6 (20.7%) showed reproducible ERPs-2 (6.9%) with MMN-like responses and 4 (13.8%) with P300b-like responses. Presence of either ERP response was associated with lower GOSE-Peds scores (p = 0.029), indicating more favorable outcomes.

Conclusions: ERPs can detect both inattentive and attentive cortical processing in critically ill clinically unresponsive children. The presence of reproducible responses resembling MMN or P300b may be associated with better long-term functional recovery.

背景/目的:出现急性昏迷的危重患儿的预后仍然具有挑战性。使用脑电图(EEG)检测事件相关电位(ERPs)为检测隐性意识提供了一种无创的方法。其中包括失配负性反应(MMN)和P300b反应。我们使用听觉局部-全局古怪范式研究了ERPs,以评估危重症、临床无反应儿童的注意力不集中或注意力皮质加工。结果:29例儿童中,6例(20.7%)表现出可重复的ERPs-2(6.9%)表现出mmn样反应,4例(13.8%)表现出p300b样反应。任何一种ERP反应的存在与较低的GOSE-Peds评分相关(p = 0.029),表明更有利的结果。结论:erp可以检测临床反应不良的危重儿童的注意力不集中和注意力皮质加工。类似MMN或P300b的可重复反应的存在可能与较好的长期功能恢复有关。
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引用次数: 0
Experimental Study on Changes in the Structure of the Blood-Brain Barrier after Treatment with Bevacizumab for Traumatic Cerebral Edema. 贝伐单抗治疗创伤性脑水肿后血脑屏障结构变化的实验研究
IF 3.6 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-11 DOI: 10.1007/s12028-026-02458-7
Xiao-Yi Lin, Muhammad Usman, Li Ai, Hui Kuang, Xun Wang, Hong Lu

Objective: To investigate the effect of bevacizumab on traumatic cerebral edema and its relationship with the blood-brain barrier (BBB) in traumatic brain injury (TBI).

Methods: Seventy rats were randomly divided into the control, sham, TBI, TBI + normal saline (TBI-NS), and TBI + bevacizumab (TBI-Beva) groups. A total of 24 h after TBI, western blotting was used to detect vascular endothelial growth factor (VEGF) and occludin. Pathological examination was used to observe cerebral edema. Magnetic resonance imaging (MRI) was performed to observe cerebral edema and brain tissue enhancement. Transmission electron microscope was used to observe the structure of BBB. Immunofluorescence was used to detect immunoglobulin G (IgG) intensity.

Results: The expression of VEGF increased after TBI, whereas bevacizumab inhibited the expression of VEGF. MRI showed obvious cerebral edema and enhancement areas around the trauma site after TBI, and bevacizumab treatment reduced both the cerebral edema and enhancement range. Compared with the Sham group, cerebral edema occurred after TBI, including vasogenic and intracellular edema, but bevacizumab treatment simultaneously reduced both types of cerebral edema. The expression of occludin was down-regulated and IgG intensity was up-regulated, and the BBB structure was damaged after TBI. The expression of occludin was up-regulated and IgG intensity was down-regulated after treatment with bevacizumab. Meanwhile, the extent of damage to the BBB structure was reduced.

Conclusion: Bevacizumab promotes recovery from traumatic cerebral edema by repairing BBB damage and is a potential drug for TBI treatment.

目的:探讨贝伐单抗对外伤性脑损伤(TBI)患者脑水肿的影响及其与血脑屏障(BBB)的关系。方法:将70只大鼠随机分为对照组、假手术组、TBI组、TBI +生理盐水组(TBI- ns)和TBI +贝伐单抗组(TBI- beva)。TBI后共24 h,采用western blotting检测血管内皮生长因子(VEGF)和occludin。病理检查观察脑水肿情况。磁共振成像(MRI)观察脑水肿及脑组织增强。透射电镜观察血脑屏障的结构。免疫荧光法检测免疫球蛋白G (IgG)浓度。结果:TBI后VEGF表达升高,而贝伐单抗抑制VEGF表达。MRI显示创伤部位周围有明显的脑水肿和增强区,贝伐单抗治疗可减轻脑水肿和增强范围。与Sham组相比,TBI后出现脑水肿,包括血管源性和细胞内水肿,但贝伐单抗治疗同时减少了这两种类型的脑水肿。脑外伤后,occludin表达下调,IgG表达强度上调,血脑屏障结构受损。贝伐单抗治疗后,occludin表达上调,IgG强度下调。同时,对血脑屏障结构的损伤程度减小。结论:贝伐单抗通过修复血脑屏障损伤促进外伤性脑水肿的恢复,是一种潜在的TBI治疗药物。
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引用次数: 0
Evaluation of Intracranial Pressure in Patients with Severe Brain Injury Using Contrast-Enhanced Ultrasound: A Pilot Study with Preliminary Findings. 利用对比增强超声评估重型颅脑损伤患者的颅内压:一项初步研究结果。
IF 3.6 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-10 DOI: 10.1007/s12028-026-02447-w
Xixi Sun, Jiayuan Chai, Qian Li, Lizhi Zheng, Jia Sun, Nan Cao, Caibao Hu, Bin Huang

Background: Contrast-enhanced ultrasound (CEUS) has great potential for assessing increased intracranial pressure (ICP); however, the most appropriate parameters remain unknown. This study aimed to explore the application of quantitative analysis of CEUS diagnosing increased ICP in patients with severe brain injury after surgery, and to provide a novel idea for the non-invasive evaluation of ICP.

Methods: This observational study included 34 patients with craniocerebral injuries admitted to the intensive care unit from May 2022 to December 2023. Patients were divided into a normal cranial pressure group (< 20 mm Hg) and an intracranial hypertension group (≥ 20 mm Hg) on the basis of the invasive ICP monitoring values. All patients underwent CEUS examination within 24 h postoperatively. Time-intensity curves of the central retinal artery and short posterior ciliary artery were generated using CEUS quantitative analysis software. Quantitative parameters were obtained, and the difference was calculated. The diagnostic accuracy of each parameter was assessed by computing the area under the receiver operating characteristic curve (AUC).

Results: In total, 15 patients (44%) had intracranial hypertension. The arrival time difference (ΔAT) and peak time difference (ΔTP) were significantly higher in the intracranial hypertension group than in the normal cranial pressure group (P < 0.001 and P = 0.010, respectively). The peak intensity difference (ΔPkI) was significantly lower in the intracranial hypertension group than in the normal cranial pressure group (P = 0.025). The diagnostic accuracy of ΔAT for identifying intracranial hypertension was excellent, with an AUC of 0.944 [95% confidence interval (CI) 0.874-1.014], which yielded an optimal cutoff value of 0.86 s with 93.3% sensitivity (95% CI 0.849-1.017) and 84.2% specificity (95% CI 0.719-0.964). The AUC of ΔAT was significantly higher than that of ΔTP and ΔPkI (AUC 0.761 and 0.721, respectively; both P < 0.05).

Conclusions: The CEUS quantitative analysis parameter, ΔAT, is a promising parameter for evaluating postoperative ICP elevation in patients with severe brain injury.

背景:对比增强超声(CEUS)在评估颅内压(ICP)升高方面具有很大的潜力;然而,最合适的参数仍然未知。本研究旨在探讨超声造影定量分析在重型颅脑损伤术后颅内压增高中的应用,为颅内压的无创评估提供新的思路。方法:本观察性研究纳入了2022年5月至2023年12月重症监护病房收治的34例颅脑损伤患者。结果:颅内高压15例(44%)。颅内压高组到达时差(ΔAT)和峰值时差(ΔTP)明显高于正常颅内压组(P)。结论:超声造影定量分析参数ΔAT是评价重型颅脑损伤患者术后颅内压升高的一个有前景的参数。
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引用次数: 0
Comparative Analysis of CSF Drainage from Lumbar and External Ventricular Drains in Aneurysmal Subarachnoid Hemorrhage. 动脉瘤性蛛网膜下腔出血腰椎脑脊液引流与脑室外引流的对比分析。
IF 3.6 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-10 DOI: 10.1007/s12028-026-02455-w
Andrew B Koo, Adam de Havenon, Daniela Renedo, Sepideh Amin-Hanjani, Kevin N Sheth, Murat Gunel, Charles C Matouk
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引用次数: 0
Correction: Exploring Cerebrospinal Compensatory Zones Using a Noninvasive Approach. 纠正:使用无创入路探查脑脊液代偿区。
IF 3.6 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-10 DOI: 10.1007/s12028-026-02453-y
Sérgio Brasil, Marek Czosnyka, Wellingson S Paiva, Gustavo Frigieri
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引用次数: 0
Semaglutide Inhibits Neuronal Apoptosis and Improves Cognitive Function in Mice after Traumatic Brain Injury, Mainly via the Caspase-Dependent Pathway. 西马鲁肽主要通过caspase依赖途径抑制创伤性脑损伤小鼠神经元凋亡并改善认知功能。
IF 3.6 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-05 DOI: 10.1007/s12028-025-02446-3
Xiyu Chen, Bin Zhang, Mengshi Yang, Yuan Zhuang, Xixian Liao, Guangzhi Shi

Background: Traumatic brain injury (TBI) is a global health problem, and its mechanisms can be divided into primary and secondary damage. Secondary injuries play a significant role in TBI outcomes. Recent studies have shown that semaglutide, a novel glucose-dependent hypoglycemic agent, inhibits neuroinflammation and cell death in some neurodegenerative diseases. However, the association between semaglutide level and TBI remains unclear. Therefore, this study aimed to investigate the neuroprotective effects of semaglutide in patients with TBI.

Method: In total, 60 C57 male mice were randomly divided into three groups: SHAM, TBI, and SEMAGLUTIDE (operation + 50 nmol/kg/day semaglutide). Behavioral tests, immunofluorescence, and western blotting were performed 72 h after impact.

Results: Semaglutide reduced neuronal apoptosis, downregulated Bax expression, and increased Bcl-2 expression after TBI. Additionally, in the downstream apoptosis pathway, semaglutide regulated proteins associated with caspase-dependent and caspase-independent pathways, with the caspase-dependent pathway being the major one. Moreover, the activation of M1 microglia was also inhibited by semaglutide, which may be related to its protective effects.

Conclusions: Semaglutide inhibited apoptosis, increased neuronal survival rate, and inhibited M1 microglial activation to improve cognitive function in TBI mice. This neuroprotective effect of semaglutide may be regionally and time dependent.

Trial registration number: 202204008 Trial registration date: 2022Y12M3D.

背景:外伤性脑损伤(Traumatic brain injury, TBI)是一个全球性的健康问题,其机制可分为原发性和继发性损伤。继发性损伤在TBI预后中起重要作用。最近的研究表明,semaglutide是一种新型的葡萄糖依赖性降糖药,可以抑制一些神经退行性疾病的神经炎症和细胞死亡。然而,semaglutide水平与TBI之间的关系尚不清楚。因此,本研究旨在探讨西马鲁肽对TBI患者的神经保护作用。方法:将60只C57雄性小鼠随机分为SHAM组、TBI组和SEMAGLUTIDE组(手术+ 50 nmol/kg/day SEMAGLUTIDE)。撞击后72h进行行为测试、免疫荧光和免疫印迹。结果:西马鲁肽减少脑外伤后神经元凋亡,下调Bax表达,升高Bcl-2表达。此外,在下游凋亡通路中,semaglutide调节与caspase依赖性和caspase非依赖性通路相关的蛋白,其中caspase依赖性通路是主要的。此外,semaglutide还能抑制M1小胶质细胞的激活,这可能与其保护作用有关。结论:Semaglutide抑制TBI小鼠细胞凋亡,提高神经元存活率,抑制M1小胶质细胞活化,改善认知功能。西马鲁肽的这种神经保护作用可能是区域性和时间依赖性的。试验注册号:202204008试验注册日期:2022Y12M3D。
{"title":"Semaglutide Inhibits Neuronal Apoptosis and Improves Cognitive Function in Mice after Traumatic Brain Injury, Mainly via the Caspase-Dependent Pathway.","authors":"Xiyu Chen, Bin Zhang, Mengshi Yang, Yuan Zhuang, Xixian Liao, Guangzhi Shi","doi":"10.1007/s12028-025-02446-3","DOIUrl":"https://doi.org/10.1007/s12028-025-02446-3","url":null,"abstract":"<p><strong>Background: </strong>Traumatic brain injury (TBI) is a global health problem, and its mechanisms can be divided into primary and secondary damage. Secondary injuries play a significant role in TBI outcomes. Recent studies have shown that semaglutide, a novel glucose-dependent hypoglycemic agent, inhibits neuroinflammation and cell death in some neurodegenerative diseases. However, the association between semaglutide level and TBI remains unclear. Therefore, this study aimed to investigate the neuroprotective effects of semaglutide in patients with TBI.</p><p><strong>Method: </strong>In total, 60 C57 male mice were randomly divided into three groups: SHAM, TBI, and SEMAGLUTIDE (operation + 50 nmol/kg/day semaglutide). Behavioral tests, immunofluorescence, and western blotting were performed 72 h after impact.</p><p><strong>Results: </strong>Semaglutide reduced neuronal apoptosis, downregulated Bax expression, and increased Bcl-2 expression after TBI. Additionally, in the downstream apoptosis pathway, semaglutide regulated proteins associated with caspase-dependent and caspase-independent pathways, with the caspase-dependent pathway being the major one. Moreover, the activation of M1 microglia was also inhibited by semaglutide, which may be related to its protective effects.</p><p><strong>Conclusions: </strong>Semaglutide inhibited apoptosis, increased neuronal survival rate, and inhibited M1 microglial activation to improve cognitive function in TBI mice. This neuroprotective effect of semaglutide may be regionally and time dependent.</p><p><strong>Trial registration number: </strong>202204008 Trial registration date: 2022Y12M3D.</p>","PeriodicalId":19118,"journal":{"name":"Neurocritical Care","volume":" ","pages":""},"PeriodicalIF":3.6,"publicationDate":"2026-02-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146126029","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
Glucose and Lactate Concentrations in Plasma, Cerebrospinal Fluid, and Brain Parenchyma Following Aneurysmal Subarachnoid Hemorrhage: A Cross-compartmental Correlation Study. 动脉瘤性蛛网膜下腔出血后血浆、脑脊液和脑实质中的葡萄糖和乳酸浓度:一项跨室相关性研究
IF 3.6 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-04 DOI: 10.1007/s12028-025-02442-7
Niko Schmaling, Miriam M Moser, Lena Weyer, Robin Ristl, Walter Plöchl, Andrea Reinprecht, Johannes Herta, Karl Rössler, Arthur Hosmann

Objectives: Patients with aneurysmal subarachnoid hemorrhage (aSAH) are at high risk of secondary ischemia, and timely insight into cerebral metabolism may improve clinical management. Cerebral microdialysis offers continuous metabolic monitoring but is invasive, focal, and confined to specialized centers. Peripheral blood and cerebrospinal fluid (CSF) could provide less invasive, more accessible surrogates for assessing cerebral metabolic status. This study aimed to evaluate glucose and lactate dynamics across blood, CSF, and brain parenchyma in patients with severe aSAH.

Patients and methods: A total of 39 patients with aSAH undergoing multimodal neuromonitoring were retrospectively analyzed. Glucose and lactate levels from plasma, CSF, and cerebral microdialysis were matched within 90-min intervals relative to each microdialysis measurement. Associations were analyzed using linear mixed-effects models.

Results: Plasma (p < 0.001) and CSF (p < 0.001) glucose levels were significantly associated with cerebral glucose concentrations. Moderate correlations were observed between plasma-brain (r = 0.54) and plasma-CSF (r = 0.55), while CSF-brain correlation was weaker (r = 0.36). For lactate, significant associations were found between CSF and brain (p = 0.04; r = 0.24) and between plasma and CSF (p < 0.001; r = 0.33), but plasma-brain lactate showed no significant relationship. The plasma-brain glucose association weakened slightly over time (p = 0.008) and strengthened during episodes of low brain tissue oxygenation (pbtO2 < 15 mm Hg; p = 0.01). Insulin had no effect on glucose relationships but significantly attenuated the plasma-brain lactate association (p < 0.001). The presence of metabolic crisis (lactate/pyruvate ratio > 40) strengthened the CSF-brain lactate association (p = 0.04). CSF cell count had no significant effect.

Conclusions: In severe aSAH, glucose and lactate levels in blood and CSF reflect cerebral values in a compartment- and metabolite-specific manner, but with high variability influenced by clinical conditions. These findings suggest that blood and CSF provide only limited information about cerebral metabolism, highlighting the complementary value of cerebral microdialysis for individualized, brain-targeted monitoring.

目的:动脉瘤性蛛网膜下腔出血(aSAH)是继发性缺血的高危患者,及时了解脑代谢可改善临床治疗。脑微透析提供持续的代谢监测,但它是侵入性的、局灶性的,并且局限于专门的中心。外周血和脑脊液(CSF)可作为评估脑代谢状态的侵入性更小、更容易获得的替代物。本研究旨在评估严重aSAH患者血液、脑脊液和脑实质中葡萄糖和乳酸的动态。患者和方法:回顾性分析39例接受多模式神经监测的aSAH患者。血浆、脑脊液和脑微透析的葡萄糖和乳酸水平在90分钟的间隔内相对于每次微透析测量进行匹配。使用线性混合效应模型分析关联。结果:血浆(p 240)增强csf -脑乳酸的相关性(p = 0.04)。脑脊液细胞计数无显著影响。结论:在严重的aSAH中,血液和脑脊液中的葡萄糖和乳酸水平以一种特定于室和代谢物的方式反映了大脑的价值,但受临床条件的影响具有很高的变异性。这些发现表明,血液和脑脊液仅提供有限的脑代谢信息,突出了脑微透析对个体化脑靶向监测的补充价值。
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引用次数: 0
Machine Learning Models for Predicting Stroke-Associated Pneumonia: A Systematic Review and Meta-Analysis. 预测中风相关肺炎的机器学习模型:系统回顾和荟萃分析。
IF 3.6 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-03 DOI: 10.1007/s12028-026-02450-1
Bardia Hajikarimloo, Ibrahim Mohammadzadeh, Salem M Tos, Rana Hashemi, Alireza Khoshrou, Mohammadreza Amjadzadeh, Mandana Dehghan, Saba Aghajan, Ehsan Goudarzi, Dorsa Najari, Azin Ebrahimi, Mohammad Amin Habibi

Stroke-associated pneumonia (SAP) is a frequent and severe complication following stroke. Recently, several machine learning (ML) models have been developed to predict SAP. We aimed to evaluate the predictive performance of these models in SAP prediction. We searched PubMed, Embase, Scopus, and Web of Science up to 18 June 2025, for studies developing ML, deep learning (DL), or neural network (NN) models for SAP prediction. The pooled estimates of area under the curve (AUC), accuracy (ACC), sensitivity (SEN), specificity (SPE), and diagnostic odds ratio (DOR) were calculated using the R program. A total of 27 studies were included, with a prevalence of SAP at 18.9%. Most models were ML based (77.8%), and clinical data were the most common input (77.8%). The pooled AUC was 0.84 [95% (CI): 0.80-0.87], and the pooled ACC was 0.80 (95% CI: 0.76-0.84). SEN and SPE were 0.73 (95% CI: 0.63-0.81) and 0.85 (95% CI: 0.77-0.90), respectively. The pooled DOR was 15.4 (95% CI: 10.2-23.3), and the summary receiver operating characteristic (SROC) curve showed an AUC of 0.853 with a false positive rate of 0.153 (95% CI: 0.096-0.235). No significant differences were found between ischemic and hemorrhagic subgroups. ML-based models demonstrated promising performance in predicting SAP and can help physicians through the early identification of high-risk cases. However, further external validation and integration into clinical workflows are required before widespread clinical adoption.

卒中相关性肺炎(SAP)是卒中后常见且严重的并发症。最近,已经开发了几种机器学习(ML)模型来预测SAP。我们旨在评估这些模型在SAP预测中的预测性能。截至2025年6月18日,我们检索了PubMed、Embase、Scopus和Web of Science,以查找开发用于SAP预测的ML、深度学习(DL)或神经网络(NN)模型的研究。使用R程序计算曲线下面积(AUC)、准确性(ACC)、敏感性(SEN)、特异性(SPE)和诊断优势比(DOR)的汇总估计。共纳入27项研究,SAP患病率为18.9%。大多数模型是基于ML的(77.8%),临床数据是最常见的输入(77.8%)。合并AUC为0.84 [95% (CI): 0.80-0.87],合并ACC为0.80 (95% CI: 0.76-0.84)。SEN和SPE分别为0.73 (95% CI: 0.63-0.81)和0.85 (95% CI: 0.77-0.90)。合并DOR为15.4 (95% CI: 10.2 ~ 23.3), SROC曲线的AUC为0.853,假阳性率为0.153 (95% CI: 0.096 ~ 0.235)。缺血亚组和出血性亚组间无显著差异。基于ml的模型在预测SAP方面表现出良好的性能,可以帮助医生通过早期识别高风险病例。然而,在广泛的临床应用之前,需要进一步的外部验证和整合到临床工作流程中。
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引用次数: 0
Lessons Learned: Earliest Possible Therapeutic Anticoagulation after Cranial Surgery. 经验教训:颅内手术后尽早进行抗凝治疗。
IF 3.6 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-03 DOI: 10.1007/s12028-025-02441-8
Vasileios K Kavouridis, Kevin R Olsen, Melissa K Sterling, Ekkehard M Kasper
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引用次数: 0
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Neurocritical Care
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