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Connectome-guided glioma resection: a systematic review of white matter tract preservation and postoperative neurocognition. 连接体引导的胶质瘤切除术:白质束保存和术后神经认知的系统回顾。
IF 2.5 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-04 DOI: 10.1007/s10143-025-04081-0
Tomasz Tykocki, Łukasz Rakasz
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引用次数: 0
Diagnosis and treatment of arachnoid cyst complicated with subdural hematoma in children. 儿童蛛网膜囊肿合并硬膜下血肿的诊断与治疗。
IF 2.5 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-04 DOI: 10.1007/s10143-026-04147-7
Yichen Song, Ying Zhan, Bolong Yi, Xinyu Yang, Yunpeng Liu

The present study aimed to investigate the clinical characteristics, diagnosis, and treatment of arachnoid cyst complicated with subdural hematoma in children. Clinical characteristics of arachnoid cyst complicated with subdural hematoma in children were summarized by retrospectively analyzing the clinical data of 25 patients, including their onset characteristics, presence or absence of inducing factors, clinical manifestations, and imaging features. All patients underwent craniotomy for subdural hematoma removal along with arachnoid cystectomy. Following the surgical procedure, all 25 patients showed significant improvements in preoperative symptoms, without any severe complications, and were discharged smoothly. Postoperative follow-up ranged from 3 months to 10 years. Head computed tomography (CT) or magnetic resonance imaging (MRI) reexamination revealed that arachnoid cysts were significantly reduced or disappeared completely after surgery in all 25 patients. None of the patients experienced recurrence of subdural hematoma, and all have resumed normal study, work, and daily life. Subdural hematoma in children is usually secondary to head trauma or strenuous exercise. Arachnoid cyst is a critical risk factor for intracranial hemorrhage. The combined application of head CT and MRI is an important approach to confirm the diagnosis of this disease. Due to its definitive therapeutic effect and low postoperative recurrence rate, craniotomy for subdural hematoma removal in combination with arachnoid cystectomy plus cisternal communication surgery is the preferred treatment method for pediatric patients with intracranial hypertension, significant space-occupying effect of the arachnoid cyst, and compression of the surrounding brain tissues.

本研究旨在探讨儿童蛛网膜囊肿合并硬膜下血肿的临床特点、诊断及治疗。回顾性分析25例儿童蛛网膜囊肿合并硬膜下血肿的临床资料,包括发病特点、诱发因素的有无、临床表现及影像学特征。所有患者均行开颅硬膜下血肿切除及蛛网膜囊肿切除术。术后25例患者术前症状均有明显改善,无严重并发症,均顺利出院。术后随访3个月至10年。25例患者术后复查头部计算机断层扫描(CT)或磁共振成像(MRI)显示蛛网膜囊肿明显缩小或完全消失。所有患者均未出现硬膜下血肿复发,均已恢复正常的学习、工作和生活。儿童硬膜下血肿通常继发于头部外伤或剧烈运动。蛛网膜囊肿是颅内出血的重要危险因素。头部CT与MRI联合应用是确认本病诊断的重要手段。由于其疗效确切,术后复发率低,开颅硬膜下血肿清除联合蛛网膜囊肿切除术加池通信术是颅内高压患儿的首选治疗方法,蛛网膜囊肿占位作用明显,压迫周围脑组织。
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引用次数: 0
Penetrating injury to the head and neck: influence of cerebrovascular injury on outcomes and agreement between vascular imaging modalities. 头颈部穿透伤:脑血管损伤对预后的影响及血管成像方式的一致性。
IF 2.5 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-03 DOI: 10.1007/s10143-025-04106-8
Haydn Hoffman, Jason J Sims, Nickalus R Khan, Christopher Nickele, Violiza Inoa, Lucas Elijovich, Daniel Hoit, Adam S Arthur, Nitin Goyal

Objective: Delays in identification and management of penetrating cerebrovascular injury (PCVI) can lead to poor outcomes. With improvements in computed tomography angiography (CTA) there remains controversy regarding the role of digital subtraction angiography (DSA).

Methods: Consecutive patients with penetrating injury to the head or neck evaluated with both CTA and DSA at a single level 1 trauma center were included. CTA's performances for identifying an injury, identifying the correct vessel, and correctly classifying the injury with DSA as the gold standard were determined. Outcomes included favorable clinical outcome at discharge (Modified Rankin Scale 0-2), length of stay (LOS), and routine discharge disposition.

Results: A total of 95 patients were included. CTA identified 69 injuries in 54 patients while DSA identified 79 injuries in 58 patients. For identifying an arterial injury, CTA was 72.6% accurate, 74.1% sensitive, and 70.3% specific. The PPV was 79.6% and the NPV was 63.4%. For identifying the correct vessel injured, CTA was 96.2% accurate and the Cohen's Kappa (K) was 0.95. For characterizing the injury type, CTA was 70.0% accurate and K was 0.58. Biffl grade 5 injuries were associated with greater odds of unfavorable clinical outcome at discharge (OR 3.60, 95% CI 1.05-13.35; p = 0.046). Biffl grade 4 injuries were associated with greater odds of nonroutine discharge disposition (OR 4.39, 95% CI 1.23-18.37; p = 0.029).

Conclusion: CTA had low sensitivity, accuracy, and NPV for detecting PCVI. This highlights potential limitations of CTA as a screening tool and strengthens the role of DSA for patients with penetrating head and neck injuries.

目的:穿透性脑血管损伤(PCVI)的诊断和治疗延误可能导致预后不良。随着计算机断层血管造影(CTA)的进步,关于数字减影血管造影(DSA)的作用仍然存在争议。方法:在同一家1级外伤中心连续接受CTA和DSA评估的头部或颈部穿透性损伤患者。确定了CTA在识别损伤、正确识别血管、以DSA为金标准正确分类损伤方面的性能。结果包括出院时良好的临床结果(修改Rankin量表0-2)、住院时间(LOS)和常规出院处理。结果:共纳入95例患者。CTA在54例患者中发现69处损伤,DSA在58例患者中发现79处损伤。对于动脉损伤的识别,CTA的准确率为72.6%,敏感性为74.1%,特异性为70.3%。PPV为79.6%,NPV为63.4%。对于正确识别损伤血管,CTA的准确率为96.2%,Cohen’s Kappa (K)为0.95。CTA诊断损伤类型的准确率为70.0%,K值为0.58。5级损伤与出院时不良临床结果的较大几率相关(OR 3.60, 95% CI 1.05-13.35; p = 0.046)。4级损伤与非常规出院处置的几率较大相关(OR 4.39, 95% CI 1.23-18.37; p = 0.029)。结论:CTA检测PCVI的灵敏度、准确度和NPV均较低。这突出了CTA作为筛查工具的潜在局限性,并加强了DSA在穿透性头颈部损伤患者中的作用。
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引用次数: 0
Gamma knife radiosurgery for meningiomas: a bibliometric analysis and single-center clinical trend study. 伽玛刀放射治疗脑膜瘤:文献计量学分析和单中心临床趋势研究。
IF 2.5 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-02 DOI: 10.1007/s10143-025-04089-6
Ye Yuan, Yuqi Zhang, Feiyue Wang, Shurui Zhang, Ruohao Sun, Qingfu Xu, Mavie Katalin Surau, Phillip Alexander Becker, Mohammad Shah Nayaz Burkutally, Rui Liu, Li Yi, Dongxiao Yao, Pengfei Yan
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引用次数: 0
Novel lever-up laminoplasty for treating multilevel cervical spondylotic myelopathy: a prospective study of clinical and radiologic outcomes. 新型杠杆椎板成形术治疗多节段脊髓型颈椎病:临床和放射学结果的前瞻性研究。
IF 2.5 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-02 DOI: 10.1007/s10143-025-04105-9
Jixuan Huang, Weishi Liang, Zhexuan Fan, Haowen Zhou, Hongyu Liao, Yong Hai, Jincai Yang, Peng Yin

This prospective study aimed to evaluate the clinical and radiological outcomes of lever-up laminoplasty (LLP) using innovative hinged titanium plates for treating multilevel cervical spondylotic myelopathy (CSM). Ten patients diagnosed with multilevel CSM underwent LLP between June and October 2022 were enrolled. Intraoperative parameters, including operative time, blood loss, transfusion volume, and complications, were systematically recorded. Postoperative imaging evaluated spinal cord decompression by measuring the midsagittal diameter, transverse area, and osseous canal volume. Clinical outcomes were evaluated using the Japanese Orthopaedic Association (JOA) score, and axial symptoms (AS) assessed with the the Visual Analogue Scale (VAS). All procedures were successfully performed, with follow-up periods ranging from 12 to 15 months. Postoperative imaging confirmed complete neural decompression in the treated segments, without any signs of cervical instability. Significant increases in the mid-sagittal diameter (C3-C7) and cross-sectional area of the spinal canal were observed compared to preoperative values (P < 0.01). The osseous spinal canal volume increased by an average of 61.82% ± 18.50%. Both the JOA and VAS scores demonstrated significant improvements at the final follow-up (P< 0.01). One patient experienced transient C5 nerve root palsy, which was resolved with conservative treatment. No other complications or significant AS were reported. LLP using hinged titanium plates is a safe and effective surgical approach for the treatment of multilevel CSM. The technique achieves significant spinal canal expansion and a reduced incidence of postoperative AS, offering a promising alternative to conventional laminoplasty methods. Nevertheless, additional comparative research with extended follow-up is essential to confirm its long-term benefits and comparative advantages over conventional surgery.

本前瞻性研究旨在评估利用新型铰接式钛板杠杆椎板成形术(LLP)治疗多节段脊髓型颈椎病(CSM)的临床和影像学结果。10名诊断为多级别CSM的患者在2022年6月至10月期间接受了LLP。系统记录术中参数,包括手术时间、出血量、输血量、并发症等。术后影像学通过测量正中矢状径、横截面积和骨管体积来评估脊髓减压。临床结果采用日本骨科协会(JOA)评分评估,轴向症状(AS)采用视觉模拟量表(VAS)评估。所有手术均成功完成,随访时间为12至15个月。术后影像学证实治疗节段神经完全减压,无颈椎不稳迹象。与术前相比,中矢状径(C3-C7)和椎管横截面积显著增加(P
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引用次数: 0
Drug-induced hypertension is associated with improved survival in glioblastoma patients treated with bevacizumab: evidence from a time-to-event meta-analysis and meta-regression. 药物性高血压与接受贝伐单抗治疗的胶质母细胞瘤患者生存率提高相关:来自事件时间荟萃分析和荟萃回归的证据
IF 2.5 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-02-02 DOI: 10.1007/s10143-025-04088-7
Irfan Kesumayadi, Atsushi Kambe, Hidefumi Amisaki, Tomohiro Hosoya, Makoto Sakamoto, Masamichi Kurosaki

Bevacizumab only improves progression-free survival (PFS) but not overall survival (OS) in glioblastoma (GBM) patients. Drug-induced hypertension is a common adverse event associated with bevacizumab in GBM, and it may paradoxically be associated with a favorable treatment response. However, the prognostic role of hypertension as a biomarker for bevacizumab efficacy in GBM remains unresolved. This study aimed to systematically evaluate the prognostic role of drug-induced hypertension in GBM patients treated with bevacizumab. We included studies on hypertension and survival outcomes in GBM patients treated with angiogenesis inhibitors from PubMed, Cochrane Library, and Web of Science databases. We extracted time-to-event data, including hazard ratios, and reconstructed individualized patient data from Kaplan-Meier curves. We used a meta-analysis approach to analyze pooled hazard ratio outcomes. A total of 1082 patients were included from 7 studies. Of these, 215 (24.8%) patients developed drug-induced hypertension, while 867 (75.2%) patients were normotensive. Compared to normotensive patients, patients who developed drug-induced hypertension showed a median benefit of PFS ranging from 2 to 8 months and OS ranging from 4 to 10 months in individual studies. Pooled time-to-event analysis showed that drug-induced hypertension significantly prolonged both PFS (HR = 0.44; 95% CI:0.28-0.70; p = 0.008) and OS (HR = 0.50; 95% CI:0.30-0.83; p = 0.015). Meta-regression demonstrated that earlier onset of hypertension may confer a greater survival benefit (PFS: β = 0.0078, OS: β = 0.0056), and subgroup analysis indicated that a ≥ 140/90 mmHg threshold may serve as a practical biomarker cutoff. In conclusion, this meta-analysis suggest that drug-induced hypertension is significantly associated with improved PFS and OS in bevacizumab-treated GBM patients. These findings suggest its potential as a positive prognostic biomarker, warranting further prospective validation.

贝伐单抗只能改善胶质母细胞瘤(GBM)患者的无进展生存期(PFS),但不能改善总生存期(OS)。药物性高血压是与贝伐单抗相关的GBM常见不良事件,它可能矛盾地与良好的治疗反应相关。然而,高血压作为贝伐单抗在GBM疗效的生物标志物的预后作用仍未得到解决。本研究旨在系统评估贝伐单抗治疗GBM患者药物性高血压的预后作用。我们纳入了PubMed、Cochrane图书馆和Web of Science数据库中关于血管生成抑制剂治疗GBM患者高血压和生存结果的研究。我们提取了时间到事件的数据,包括风险比,并从Kaplan-Meier曲线中重建了个体化患者数据。我们采用荟萃分析方法分析合并风险比结果。7项研究共纳入1082例患者。其中215例(24.8%)患者发生药物性高血压,867例(75.2%)患者血压正常。与血压正常的患者相比,在个别研究中,发生药物性高血压的患者的中位获益PFS为2至8个月,OS为4至10个月。合并时间-事件分析显示,药物性高血压显著延长了PFS (HR = 0.44; 95% CI:0.28-0.70; p = 0.008)和OS (HR = 0.50; 95% CI:0.30-0.83; p = 0.015)。荟萃回归表明,早期发病的高血压可能会带来更大的生存益处(PFS: β = 0.0078, OS: β = 0.0056),亚组分析表明,≥140/90 mmHg的阈值可能是一个实用的生物标志物截止值。总之,这项荟萃分析表明,贝伐单抗治疗的GBM患者,药物性高血压与PFS和OS的改善显著相关。这些发现表明其作为阳性预后生物标志物的潜力,需要进一步的前瞻性验证。
{"title":"Drug-induced hypertension is associated with improved survival in glioblastoma patients treated with bevacizumab: evidence from a time-to-event meta-analysis and meta-regression.","authors":"Irfan Kesumayadi, Atsushi Kambe, Hidefumi Amisaki, Tomohiro Hosoya, Makoto Sakamoto, Masamichi Kurosaki","doi":"10.1007/s10143-025-04088-7","DOIUrl":"https://doi.org/10.1007/s10143-025-04088-7","url":null,"abstract":"<p><p>Bevacizumab only improves progression-free survival (PFS) but not overall survival (OS) in glioblastoma (GBM) patients. Drug-induced hypertension is a common adverse event associated with bevacizumab in GBM, and it may paradoxically be associated with a favorable treatment response. However, the prognostic role of hypertension as a biomarker for bevacizumab efficacy in GBM remains unresolved. This study aimed to systematically evaluate the prognostic role of drug-induced hypertension in GBM patients treated with bevacizumab. We included studies on hypertension and survival outcomes in GBM patients treated with angiogenesis inhibitors from PubMed, Cochrane Library, and Web of Science databases. We extracted time-to-event data, including hazard ratios, and reconstructed individualized patient data from Kaplan-Meier curves. We used a meta-analysis approach to analyze pooled hazard ratio outcomes. A total of 1082 patients were included from 7 studies. Of these, 215 (24.8%) patients developed drug-induced hypertension, while 867 (75.2%) patients were normotensive. Compared to normotensive patients, patients who developed drug-induced hypertension showed a median benefit of PFS ranging from 2 to 8 months and OS ranging from 4 to 10 months in individual studies. Pooled time-to-event analysis showed that drug-induced hypertension significantly prolonged both PFS (HR = 0.44; 95% CI:0.28-0.70; p = 0.008) and OS (HR = 0.50; 95% CI:0.30-0.83; p = 0.015). Meta-regression demonstrated that earlier onset of hypertension may confer a greater survival benefit (PFS: β = 0.0078, OS: β = 0.0056), and subgroup analysis indicated that a ≥ 140/90 mmHg threshold may serve as a practical biomarker cutoff. In conclusion, this meta-analysis suggest that drug-induced hypertension is significantly associated with improved PFS and OS in bevacizumab-treated GBM patients. These findings suggest its potential as a positive prognostic biomarker, warranting further prospective validation.</p>","PeriodicalId":19184,"journal":{"name":"Neurosurgical Review","volume":"49 1","pages":"186"},"PeriodicalIF":2.5,"publicationDate":"2026-02-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146100543","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
Long-term outcomes of ventricular entry in high grade glioma resection: A meta-Analysis and meta regression. 高级别胶质瘤切除后脑室进入的长期结果:荟萃分析和荟萃回归。
IF 2.5 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-01-31 DOI: 10.1007/s10143-025-04129-1
Bryan Gervais de Liyis, Selfy Oswari, Muhammad Kusdiansah, Ryan Keswani, Muhammad Reza Arifianto, Sayyid Abdil Hakam Perkasa, Yunus Kuntawi Aji, Amal Rizky, Muhammad Hafif, Fadhil Panyalai, Adi Sulistyanto, Mustaqim Prasetya, Abrar Arham

Ventricular entry (VE) in high-grade gliomas (HGGs) has been hypothesized to predispose patients to adverse events and poor outcomes; however, the extent remains unclear. This study aimed to systematically evaluate the impact of VE in patients with HGG. A PROSPERO-registered (CRD420251053281) systematic search was conducted in the ScienceDirect, Scopus, PubMed, Google Scholar, and Cochrane databases to identify longitudinal studies up to June 2025. Primary outcomes included leptomeningeal dissemination (LMD), distant parenchymal recurrence (DPR), and hydrocephalus. Additionally, survival analysis with Kaplan-Meier curve and meta-regression were conducted to assess survival patterns and identify study-level moderators contributing to heterogeneity. Seventeen studies involving 4,086 participants (mean age 57.24 ± 11.21 years; 52.26% male) met the inclusion criteria. VE was significantly associated with increased risks of LMD (RR 2.23; 95% CI 1.61-3.11; p < 0.001) and hydrocephalus (RR 3.57; 95% CI 1.88-6.80; p < 0.001), but not DPR in the overall analysis. Survival analysis revealed that VE is associated with increased mortality (HR 1.12; 95% CI 1.03-1.21) up to 84 months. Meta-regression revealed that prior treatment was inversely associated with LMD, whereas increasing age, male sex, glioblastoma histology, and receipt of chemotherapy or radiotherapy were positively associated with DPR. In contrast, non-methylated status and radiotherapy were inversely associated with hydrocephalus. VE in HGGs may be associated with increased risks of LMD, hydrocephalus, and reduced survival. However, these associations should be regarded as provisional.

高级别胶质瘤(HGGs)的心室入口(VE)被假设易使患者发生不良事件和不良结局;然而,影响程度仍不清楚。本研究旨在系统评价VE对HGG患者的影响。在ScienceDirect、Scopus、PubMed、b谷歌Scholar和Cochrane数据库中进行了一个普洛斯普洛斯注册(CRD420251053281)的系统检索,以确定截至2025年6月的纵向研究。主要结局包括脑膜轻散(LMD)、远端实质复发(DPR)和脑积水。此外,使用Kaplan-Meier曲线和meta回归进行生存分析,以评估生存模式,并确定研究水平的调节因子对异质性的影响。17项研究共4086名受试者(平均年龄57.24±11.21岁,男性占52.26%)符合纳入标准。VE与LMD风险增加显著相关(RR 2.23; 95% CI 1.61-3.11; p
{"title":"Long-term outcomes of ventricular entry in high grade glioma resection: A meta-Analysis and meta regression.","authors":"Bryan Gervais de Liyis, Selfy Oswari, Muhammad Kusdiansah, Ryan Keswani, Muhammad Reza Arifianto, Sayyid Abdil Hakam Perkasa, Yunus Kuntawi Aji, Amal Rizky, Muhammad Hafif, Fadhil Panyalai, Adi Sulistyanto, Mustaqim Prasetya, Abrar Arham","doi":"10.1007/s10143-025-04129-1","DOIUrl":"https://doi.org/10.1007/s10143-025-04129-1","url":null,"abstract":"<p><p>Ventricular entry (VE) in high-grade gliomas (HGGs) has been hypothesized to predispose patients to adverse events and poor outcomes; however, the extent remains unclear. This study aimed to systematically evaluate the impact of VE in patients with HGG. A PROSPERO-registered (CRD420251053281) systematic search was conducted in the ScienceDirect, Scopus, PubMed, Google Scholar, and Cochrane databases to identify longitudinal studies up to June 2025. Primary outcomes included leptomeningeal dissemination (LMD), distant parenchymal recurrence (DPR), and hydrocephalus. Additionally, survival analysis with Kaplan-Meier curve and meta-regression were conducted to assess survival patterns and identify study-level moderators contributing to heterogeneity. Seventeen studies involving 4,086 participants (mean age 57.24 ± 11.21 years; 52.26% male) met the inclusion criteria. VE was significantly associated with increased risks of LMD (RR 2.23; 95% CI 1.61-3.11; p < 0.001) and hydrocephalus (RR 3.57; 95% CI 1.88-6.80; p < 0.001), but not DPR in the overall analysis. Survival analysis revealed that VE is associated with increased mortality (HR 1.12; 95% CI 1.03-1.21) up to 84 months. Meta-regression revealed that prior treatment was inversely associated with LMD, whereas increasing age, male sex, glioblastoma histology, and receipt of chemotherapy or radiotherapy were positively associated with DPR. In contrast, non-methylated status and radiotherapy were inversely associated with hydrocephalus. VE in HGGs may be associated with increased risks of LMD, hydrocephalus, and reduced survival. However, these associations should be regarded as provisional.</p>","PeriodicalId":19184,"journal":{"name":"Neurosurgical Review","volume":"49 1","pages":"184"},"PeriodicalIF":2.5,"publicationDate":"2026-01-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146093490","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
Neurosurgical management of paediatric central nervous system tumours in low, middle and high-income countries: a multi-centre, international, cross-sectional study. 低、中、高收入国家小儿中枢神经系统肿瘤的神经外科治疗:一项多中心、国际、横断面研究
IF 2.5 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-01-31 DOI: 10.1007/s10143-026-04135-x
Solange Bramer, Soham Bandyopadhyay, Ruth Mitchell, Andreas Demetriades, Ronnie E Baticulon, Jogi Pattisapu, Andres Rubiano, Nqobile Thango, Kokila Lakhoo
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引用次数: 0
Analysis of radiological markers in normal pressure hydrocephalus and their association with postoperative outcomes following shunt procedures. 正常压力脑积水的影像学指标分析及其与分流术后预后的关系。
IF 2.5 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-01-31 DOI: 10.1007/s10143-025-04054-3
Diego F Gomez-Amarillo, Ericka Ramirez-Arquez, Juan Daniel Ramirez-Muñoz, Santiago Fuentes-Tapias, Maria P Vargas-Osorio, Isabella Mejia-Michelsen, Jurgen M Gonzalez-Jimenez, Alexandra Ramos-Márquez, Sonia Bermudez, Leonardo B O Brenner, Raphael Bertani, José de la Hoz-Valle, Juan A Mejia-Cordovez, Juan F Ramon, Enrique Jimenez, Edgar G Ordoñez-Rubiano, Fernando Hakim

Several radiological signs have been recognized as valuable adjuncts to clinical criteria in the diagnosis of normal pressure hydrocephalus (NPH). Certain magnetic resonance imaging (MRI) findings may also provide information on postoperative outcomes following ventricular shunting. However, the evidence remains inconclusive. We conducted a retrospective cohort study including patients from our institution's Clinical Care Center for NPH. Preoperative MRI findings-specifically Evan's Index (EI), callosal angle (CA), disproportionately enlarged subarachnoid space hydrocephalus (DESH), and periventricular white matter hyperintensities (PWMH)-were analyzed in relation to pre- and postoperative clinical status. The median age was 80 years (IQR 75-85), and 68.3% of patients were males. All patients exhibited gait disturbances, 93.3% cognitive impairment, and 83.3% urinary symptoms. Median EI was 0.35 (IQR 0.33-0.37) and median CA was 85.2° (IQR 80-90). DESH was present in 60% of patients, while PWMH were detected in 48.3%. At 1-month follow-up, gait improvement was observed in 66.6%, urinary improvement in 75.6%, and cognitive improvement in 83.0%; sustained at 12 months in 63.8%, 63.8%, and 69.0%, respectively. PWMH correlated with gait improvement (p = 0.04), and DESH with cognitive improvement at 12 months (p = 0.02). DESH and PWMH demonstrated domain-specific prognostic value in idiopathic NPH, whereas EI and CA showed limited predictive utility. Imaging parameters should be interpreted in conjunction with clinical evaluation for outcome prediction.

几种影像学征象已被认为是诊断常压性脑积水(NPH)的临床标准的宝贵辅助。某些磁共振成像(MRI)结果也可以提供心室分流术后结果的信息。然而,证据仍然没有定论。我们进行了一项回顾性队列研究,包括来自本院NPH临床护理中心的患者。术前MRI检查结果,特别是埃文指数(EI)、胼胝体角(CA)、不成比例增大的蛛网膜下腔脑积水(DESH)和脑室周围白质高信号(PWMH)与术前和术后临床状态的关系进行了分析。中位年龄80岁(IQR 75 ~ 85),男性占68.3%。所有患者均出现步态障碍,93.3%出现认知障碍,83.3%出现尿路症状。中位EI为0.35 (IQR为0.33-0.37),中位CA为85.2°(IQR为80-90)。60%的患者存在DESH, 48.3%的患者检测到PWMH。在1个月的随访中,66.6%的患者步态改善,75.6%的患者尿路改善,83.0%的患者认知改善;持续12个月的分别为63.8%、63.8%和69.0%。PWMH与12个月时步态改善相关(p = 0.04), DESH与12个月时认知改善相关(p = 0.02)。DESH和PWMH在特发性NPH中显示出特定领域的预后价值,而EI和CA的预测效用有限。影像学参数应结合临床评价来预测预后。
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引用次数: 0
Explainable machine learning model for predicting traumatic brain injury-induced coagulopathy in elderly patients: A multicenter cohort study. 预测老年患者外伤性脑损伤引起的凝血功能障碍的可解释的机器学习模型:一项多中心队列研究。
IF 2.5 3区 医学 Q2 CLINICAL NEUROLOGY Pub Date : 2026-01-31 DOI: 10.1007/s10143-025-04070-3
Ben Yang, Ting Li, Chunli Xue, Zhen Chen

Background: Traumatic brain injury-induced coagulopathy (TBI-IC) in the elderly is a severe complication of traumatic brain injury (TBI) that leads to unfavorable outcomes. Currently, there are no reliable machine learning (ML) models available for early identification. This study comprehensively assessed routine clinical characteristics at admission to develop a robust, generalizable, and explainable ML model for estimating TBI-IC risk in the elderly and to identify modifiable factors.

Methods: This study included two cohorts: a derivation cohort (n = 484) from the Medical Information Mart for Intensive Care IV (MIMIC-IV) and a validation cohort from the eICU Collaborative Research Database (eICU-CRD) (n = 788). Feature selection utilized the Boruta algorithm, followed by the implementation of a distinctive ML framework incorporating 12 ML algorithms to establish a consensus prediction model (TBI-IC index). The model and feature variable assessments were conducted using multiple analytical methods. Model interpretation and feature quantification relied on the Shapley additive explanation (SHAP) methodology for visualization purposes.

Results: Through Boruta algorithm selection, 17 characteristics were identified across two cohorts and incorporated into 12 ML methodologies, generating 113 permutations and an optimal algorithm for identifying TBI-IC. The TBI-IC index demonstrated strong diagnostic capabilities, achieving a mean area under curve (AUC) of 0.801 across both cohorts, along with notable discriminatory power, model fit, and clinical utility. Multivariate logistic regression and subgroup evaluations confirmed the stability and broad applicability of the TBI-IC model. SHAP explains the importance of ranking features and visualizes global and individual TBI-IC risk predictions. Restricted cubic spline (RCS) regression and threshold effect analysis suggested a nonlinear link between the model features and TBI-IC, and generated inflection points for the features.

Conclusion: An optimized explainable model (TBI-IC index) incorporating several modifiable parameters was established and confirmed to deliver an economical, readily available, and accurate diagnostic tool, along with preventive guidance for TBI-IC among elderly patients, with potential applications in TBI clinical management.

背景:老年人外伤性脑损伤致凝血功能障碍(TBI- ic)是外伤性脑损伤(TBI)的严重并发症,可导致不良预后。目前,还没有可靠的机器学习(ML)模型可用于早期识别。本研究全面评估了入院时的常规临床特征,以建立一个可靠的、可推广的、可解释的ML模型,用于估计老年人TBI-IC风险,并确定可改变的因素。方法:本研究包括两个队列:来自重症监护医学信息市场IV (MIMIC-IV)的衍生队列(n = 484)和来自eICU合作研究数据库(eICU- crd)的验证队列(n = 788)。特征选择利用Boruta算法,然后实现一个独特的ML框架,其中包含12个ML算法,以建立共识预测模型(TBI-IC指数)。使用多种分析方法对模型和特征变量进行评估。模型解释和特征量化依赖于Shapley加性解释(SHAP)方法来实现可视化目的。结果:通过Boruta算法选择,在两个队列中识别出17个特征,并将其纳入12种ML方法,生成113种排列和识别TBI-IC的最佳算法。TBI-IC指数显示出强大的诊断能力,在两个队列中实现了0.801的平均曲线下面积(AUC),以及显著的区分能力、模型拟合和临床实用性。多元逻辑回归和亚组评估证实了TBI-IC模型的稳定性和广泛适用性。SHAP解释了排名特征的重要性,并将全球和个人TBI-IC风险预测可视化。限制三次样条(RCS)回归和阈值效应分析表明模型特征与TBI-IC之间存在非线性联系,并生成了特征的拐点。结论:建立并确认了一个包含多个可修改参数的优化可解释模型(TBI- ic指数),为老年TBI- ic患者提供了一种经济、方便、准确的诊断工具,并提供了预防指导,在TBI临床管理中具有潜在的应用价值。
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Neurosurgical Review
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