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Postoperative days 1 and 2 morning cortisol levels as predictors of long-term secondary adrenal insufficiency following pituitary adenoma surgery. 术后第1天和第2天早上皮质醇水平作为垂体腺瘤手术后长期继发性肾上腺功能不全的预测因素。
IF 3.6 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-02-06 DOI: 10.3171/2025.9.JNS251261
Kevin G Liu, David Gomez, Ishan Shah, David J Cote, Keiko Kang, Michelle Lin, Robert G Briggs, John D Carmichael, Gabriel Zada

Objective: Secondary adrenal insufficiency (SAI) is an uncommon sequela following resection of pituitary adenoma. The aim of this study was to evaluate the utility of postoperative days (PODs) 1 and 2 morning cortisol levels for predicting the development of new SAI and other endocrine outcomes following pituitary adenoma resection.

Methods: Patients who underwent resection of pituitary adenoma (June 2012-August 2023) with available POD1 or POD2 morning serum cortisol levels and a minimum postoperative endocrine follow-up of 1 year were included. Patients were excluded if they had preexisting Cushing's syndrome or received steroids perioperatively. Logistic regression and receiver operating characteristic analyses were conducted to assess the performance of POD1 and POD2 morning cortisol levels for prediction of new postoperative SAI and other long-term endocrine outcomes, with optimal cutoff values determined using Youden's index.

Results: Of 229 patients (137 female, mean age 51.4 years), 219 (95.6%) had available POD1 morning cortisol results, 59 (25.7%) had POD2 results, and 49 (21.4%) had both POD1 and POD2 results. Eighteen patients (7.8%) developed new SAI postoperatively. Over long-term follow-up, 6.1% of patients had long-term SAI, 24.8% had persistent new hypopituitarism in one or more pituitary axes, 17.0% had new hypogonadotropic hypogonadism, 13.0% had new central hypothyroidism, 3.9% had arginine vasopressin deficiency, and 3.0% had growth hormone deficiency. The development of any SAI was significantly associated with both POD1 (OR 0.91, 95% CI 0.86-0.97; p = 0.004) and POD2 (OR 0.30, 95% CI 0.09-0.96; p = 0.041) morning cortisol levels, with POD2 levels having superior discriminative performance (POD1: area under the receiver operating characteristic curve [AUC] 0.719 vs POD2: AUC 0.990). POD2 morning cortisol significantly predicted development of any SAI (AUC 0.990, p < 0.001) with a cutoff of 4.95 µg/dL (sensitivity of 100% and specificity of 96.1%). Logistic regression revealed that each 1-µg/dL increase in POD1 morning cortisol was associated with reduced odds of developing any SAI by 9% (OR 0.91, 95% CI 0.86-0.97; p = 0.004). In those who underwent POD2 cortisol testing, each 1-µg/dL increase in the POD2 morning cortisol level was associated with reduced odds of developing any SAI by 70% (OR 0.30, 95% CI 0.09-0.96; p = 0.041).

Conclusions: Although cortisol assessment on both POD1 and POD2 was useful following pituitary adenoma resection, the POD2 morning cortisol level was a more specific predictor of new postoperative SAI while also having predictive utility for other long-term endocrinopathies.

目的:继发性肾上腺功能不全(SAI)是垂体腺瘤切除术后的一种罕见的后遗症。本研究的目的是评估术后第1天和第2天早晨皮质醇水平在预测垂体腺瘤切除术后新SAI发展和其他内分泌结局方面的效用。方法:纳入接受垂体腺瘤切除术(2012年6月- 2023年8月)的患者,其早晨血清皮质醇水平为POD1或POD2,术后至少随访1年。排除既往存在库欣综合征或围手术期接受类固醇治疗的患者。通过Logistic回归和受试者操作特征分析来评估POD1和POD2早晨皮质醇水平的表现,以预测新的术后SAI和其他长期内分泌预后,并使用约登指数确定最佳截断值。结果:229例患者(137例女性,平均年龄51.4岁)中,219例(95.6%)有可用的POD1早晨皮质醇结果,59例(25.7%)有POD2结果,49例(21.4%)同时有POD1和POD2结果。18例(7.8%)患者术后出现新的SAI。在长期随访中,6.1%的患者有长期SAI, 24.8%的患者有一个或多个垂体轴持续的新发垂体功能减退,17.0%的患者有新的促性腺功能减退,13.0%的患者有新的中枢性甲状腺功能减退,3.9%的患者有精氨酸抗利尿激素缺乏,3.0%的患者有生长激素缺乏。任何SAI的发展都与POD1 (OR 0.91, 95% CI 0.86-0.97; p = 0.004)和POD2 (OR 0.30, 95% CI 0.09-0.96; p = 0.041)早晨皮质醇水平显著相关,其中POD2水平具有更好的判别性能(POD1:受试者工作特征曲线下面积[AUC] 0.719 vs POD2: AUC 0.990)。POD2早晨皮质醇显著预测任何SAI的发展(AUC 0.990, p < 0.001),截止值为4.95µg/dL(灵敏度为100%,特异性为96.1%)。Logistic回归显示,POD1早晨皮质醇每增加1µg/dL,发生任何SAI的几率降低9% (OR 0.91, 95% CI 0.86-0.97; p = 0.004)。在接受POD2皮质醇测试的患者中,POD2早晨皮质醇水平每增加1µg/dL,发生任何SAI的几率降低70% (OR 0.30, 95% CI 0.09-0.96; p = 0.041)。结论:虽然在垂体腺瘤切除术后,对POD1和POD2的皮质醇评估是有用的,但POD2早晨皮质醇水平是新的术后SAI的更具体的预测指标,同时对其他长期内分泌疾病也有预测作用。
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引用次数: 0
Impact of transcranial Doppler on the management of delayed cerebral ischemia: a propensity-matched analysis. 经颅多普勒对迟发性脑缺血管理的影响:倾向匹配分析。
IF 3.6 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-02-06 DOI: 10.3171/2025.9.JNS251710
Lana Al-Nusair, Omar Kouli, Saniya Ansari, Kai Carey, Imran Farhad, Ahmad Ali, Adam Nunn, Sandeep Lakhani, Cathal John Hannan, Jawad Yousaf

Objective: Vasospasm following aneurysmal subarachnoid hemorrhage (aSAH) is typically diagnosed using CT or catheter angiography, both of which involve radiation exposure, iodinated contrast agent administration, and the transfer of critically unwell patients to the radiology department. Transcranial Doppler (TCD) ultrasound offers a bedside radiation-free alternative, but concerns regarding diagnostic performance have limited widespread use. The aim of this study was to assess whether routine TCD monitoring in patients with aSAH influenced the incidence of delayed cerebral ischemia (DCI) and long-term functional outcomes.

Methods: This retrospective single-institution study analyzed patients who were treated for aSAH before (2019-2020) and after (2021-2022) the introduction of routine TCD monitoring. Clinicodemographic data were analyzed, with propensity score matching and multivariable regression used to control for confounders. The primary outcome was the modified Rankin Scale (mRS) score at 6 months, with DCI incidence as a secondary outcome.

Results: Of 466 patients (305 female, mean age 56.6 years) included in this analysis, 239 were in the pre-TCD group and 227 were in the post-TCD group. Baseline demographics and comorbidities were similar between the groups, as was the 6-month favorable functional outcome (mRS scores 0-2; 74.5% vs 73.6%, p = 0.906). However, following propensity score matching, routine TCD monitoring was found to be associated with reduced odds of poor outcome (matched OR 0.50, p = 0.010). The incidence of DCI was lower in the post-TCD cohort (18.1% vs 25.5%) and multivariable analysis confirmed a protective effect of routine TCD monitoring on the incidence of DCI (OR 0.48, p = 0.004). Counterfactual analysis indicated an absolute risk reduction for clinical DCI of 5.3% (p = 0.026) and relative risk reduction of 18.7% in association with the use of TCD.

Conclusions: The implementation of routine TCD monitoring was associated with improved functional outcomes and a reduced incidence of DCI in patients with aSAH. These findings support routine TCD use for early vasospasm detection and timely intervention, but require prospective multicenter validation.

目的:动脉瘤性蛛网膜下腔出血(aSAH)后的血管痉挛通常通过CT或导管血管造影诊断,这两种方法都涉及放射暴露,碘造影剂的使用,以及危重患者转到放射科。经颅多普勒超声(TCD)提供了一种床边无辐射的替代方法,但对诊断性能的担忧限制了其广泛应用。本研究的目的是评估aSAH患者常规TCD监测是否影响延迟性脑缺血(DCI)的发生率和长期功能结局。方法:本回顾性单机构研究分析了在引入常规TCD监测之前(2019-2020)和之后(2021-2022)接受aSAH治疗的患者。对临床人口学数据进行分析,使用倾向评分匹配和多变量回归来控制混杂因素。主要终点是6个月时的改良Rankin量表(mRS)评分,DCI发生率作为次要终点。结果:纳入466例患者(女性305例,平均年龄56.6岁),其中tcd前组239例,tcd后组227例。两组之间的基线人口统计学和合并症相似,6个月良好的功能结果也相似(mRS评分0-2;74.5% vs 73.6%, p = 0.906)。然而,在倾向评分匹配后,发现常规TCD监测与不良结局的几率降低相关(匹配OR 0.50, p = 0.010)。TCD后患者DCI发生率较低(18.1% vs 25.5%),多变量分析证实常规TCD监测对DCI发生率有保护作用(OR 0.48, p = 0.004)。反事实分析表明,使用TCD可使临床DCI的绝对风险降低5.3% (p = 0.026),相对风险降低18.7%。结论:实施常规TCD监测与改善aSAH患者的功能结局和降低DCI发生率相关。这些发现支持常规TCD用于早期血管痉挛检测和及时干预,但需要前瞻性多中心验证。
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引用次数: 0
Globus pallidus internus versus subthalamic nucleus deep brain stimulation for Meige syndrome: a retrospective study on short- and long-term efficacy. 白球内刺激与丘脑下核深部脑刺激治疗Meige综合征:短期和长期疗效的回顾性研究。
IF 3.6 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-02-06 DOI: 10.3171/2025.9.JNS251420
Guizhi Wu, Jian-Cong Weng, Menggen Liu, Xu Shao, Yanbing Yu, Hong Tian

Objective: Meige syndrome is a complex movement disorder characterized by blepharospasm and oromandibular dystonia that is often resistant to conventional pharmacological and botulinum toxin treatments. Deep brain stimulation (DBS) offers a promising alternative, but the relative efficacy of globus pallidus internus (GPi) versus subthalamic nucleus (STN) targeting remains underexplored. Therefore, the aim of this study was to evaluate and compare the short- and long-term efficacy of GPi-DBS and STN-DBS in managing Meige syndrome.

Methods: This retrospective study analyzed patients with primary Meige syndrome who underwent either GPi-DBS or STN-DBS at a single institution from October 2018 to October 2024. The main outcome measure was the change in the Burke-Fahn-Marsden Dystonia Rating Scale for movement (BFMDRS-M) scores, which were assessed preoperatively and at 3 months and a mean of 37.2 months postoperatively.

Results: Of 162 patients (110 female, mean age 57.8 years) included in the analysis, 83 underwent GPi-DBS and 79 underwent STN-DBS. The GPi-DBS group had an average improvement rate of 53.3% in the mean BFMDRS-M score at 3 months postoperatively and 63.0% at the final follow-up. Similarly, the STN-DBS group had average improvement rates of 53.6% at 3 months and 65.2% at the final follow-up. At the final follow-up, 71.1% of patients in the GPi-DBS group and 70.9% of patients in the STN-DBS group had ≥ 50% improvement, while 41.0% and 46.8%, respectively, had > 75% improvement. There was no significant difference in short-term (p = 0.602) or long-term (p = 0.419) efficacy between the two groups.

Conclusions: GPi-DBS and STN-DBS are both effective for the management of Meige syndrome, with no significant difference in overall efficacy. However, further research is required to confirm these findings.

目的:Meige综合征是一种以眼睑痉挛和上下颌肌张力障碍为特征的复杂运动障碍,通常对常规药物和肉毒杆菌毒素治疗具有抗性。深部脑刺激(DBS)提供了一个有希望的替代方案,但针对内苍白球(GPi)和丘脑底核(STN)的相对疗效仍未得到充分研究。因此,本研究的目的是评估和比较GPi-DBS和STN-DBS治疗Meige综合征的短期和长期疗效。方法:本回顾性研究分析了2018年10月至2024年10月在单一机构接受GPi-DBS或STN-DBS治疗的原发性Meige综合征患者。主要观察指标为伯克-法恩-马斯登运动障碍评定量表(BFMDRS-M)评分的变化,分别在术前、术后3个月和平均37.2个月进行评估。结果:纳入分析的162例患者(110例女性,平均年龄57.8岁)中,83例接受GPi-DBS, 79例接受STN-DBS。GPi-DBS组术后3个月BFMDRS-M评分平均改善率为53.3%,末次随访时平均改善率为63.0%。同样,STN-DBS组在3个月时的平均改善率为53.6%,在最后随访时为65.2%。最终随访时,GPi-DBS组和STN-DBS组分别有71.1%和70.9%的患者改善≥50%,分别有41.0%和46.8%的患者改善≤75%。两组短期疗效(p = 0.602)和长期疗效(p = 0.419)无显著差异。结论:GPi-DBS与STN-DBS治疗Meige综合征均有效,总疗效无显著性差异。然而,需要进一步的研究来证实这些发现。
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引用次数: 0
The role of salvage stereotactic radiosurgery for tumor progression following incomplete microsurgical resection of vestibular schwannoma. 显微手术不完全切除前庭神经鞘瘤后,补救性立体定向放射治疗对肿瘤进展的作用。
IF 3.6 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-02-06 DOI: 10.3171/2025.9.JNS25738
Hussam Abou-Al-Shaar, Ibrahem Albalkhi, Othman Bin-Alamer, Arka N Mallela, Prakash Gupta, Zachary C Gersey, Ajay Niranjan, Paul A Gardner, Constantinos G Hadjipanayis, L Dade Lunsford

Objective: Stereotactic radiosurgery (SRS) has long been used for the management of vestibular schwannoma (VS). While the use of SRS as a primary or adjuvant modality for VS has been extensively studied, more effort is needed to clarify the outcomes of SRS as a salvage approach after tumor progression following incomplete resection of VS. The objective of this study was to determine the safety and efficacy of salvage SRS for tumor progression after incomplete resection of VS and to elucidate the factors influencing tumor control and freedom from additional treatment (FFAT).

Methods: Patients with VS who underwent incomplete microsurgical resection followed by salvage SRS for tumor progression were retrospectively reviewed. A total of 64 patients were identified and analyzed. The median patient age at time of SRS was 51.5 years, and 30 (46.9%) patients were males. The median marginal dose was 12.5 Gy at a median isodose of 50%.

Results: The 10- and 15-year tumor control rates following salvage SRS were 87.5% (95% CI 76.8-94.4) and 84.4% (95% CI 73.1-92.2), respectively, while the 10- and 15-year FFAT rates were 95.3% (95% CI 86.9-99.0) and 92.2% (95% CI 82.7-97.4), respectively. No factors were significantly associated with tumor control or FFAT in the Cox proportional hazards model. The median time between microsurgical resection and salvage SRS was 38.8 months. Following SRS, the primary complication was worsening or new-onset trigeminal neuropathy (n = 10 [15.6%]). Worsening hearing, measured using Gardner-Robertson class, was reported in 9 cases (14.1%).

Conclusions: Salvage SRS is a safe and effective modality for long-term tumor control and FFAT in VS patients whose tumors progress after initial incomplete microsurgical resection.

目的:立体定向放射外科(SRS)治疗前庭神经鞘瘤(VS)已被广泛应用。虽然SRS作为VS的主要或辅助治疗方式已经被广泛研究,但需要更多的努力来阐明SRS作为不完全切除VS后肿瘤进展后的补救性方法的结果。本研究的目的是确定补救性SRS对不完全切除VS后肿瘤进展的安全性和有效性,并阐明影响肿瘤控制和免于额外治疗(FFAT)的因素。方法:回顾性分析因肿瘤进展而行显微手术不完全切除后补救性SRS的VS患者。共鉴定并分析64例患者。SRS时患者的中位年龄为51.5岁,男性30例(46.9%)。中位边际剂量为12.5 Gy,中位等剂量为50%。结果:补救性SRS术后10年和15年肿瘤控制率分别为87.5% (95% CI 768 -94.4)和84.4% (95% CI 73.1-92.2), 10年和15年FFAT率分别为95.3% (95% CI 86.9-99.0)和92.2% (95% CI 82.7-97.4)。在Cox比例风险模型中,没有因素与肿瘤控制或FFAT显著相关。显微手术切除至挽救性SRS的中位时间为38.8个月。SRS后,主要并发症为恶化或新发三叉神经病变(n = 10[15.6%])。使用Gardner-Robertson分级测量的听力恶化报告了9例(14.1%)。结论:对于初次显微手术不完全切除后肿瘤进展的VS患者,挽救性SRS是一种安全有效的长期肿瘤控制和FFAT方式。
{"title":"The role of salvage stereotactic radiosurgery for tumor progression following incomplete microsurgical resection of vestibular schwannoma.","authors":"Hussam Abou-Al-Shaar, Ibrahem Albalkhi, Othman Bin-Alamer, Arka N Mallela, Prakash Gupta, Zachary C Gersey, Ajay Niranjan, Paul A Gardner, Constantinos G Hadjipanayis, L Dade Lunsford","doi":"10.3171/2025.9.JNS25738","DOIUrl":"https://doi.org/10.3171/2025.9.JNS25738","url":null,"abstract":"<p><strong>Objective: </strong>Stereotactic radiosurgery (SRS) has long been used for the management of vestibular schwannoma (VS). While the use of SRS as a primary or adjuvant modality for VS has been extensively studied, more effort is needed to clarify the outcomes of SRS as a salvage approach after tumor progression following incomplete resection of VS. The objective of this study was to determine the safety and efficacy of salvage SRS for tumor progression after incomplete resection of VS and to elucidate the factors influencing tumor control and freedom from additional treatment (FFAT).</p><p><strong>Methods: </strong>Patients with VS who underwent incomplete microsurgical resection followed by salvage SRS for tumor progression were retrospectively reviewed. A total of 64 patients were identified and analyzed. The median patient age at time of SRS was 51.5 years, and 30 (46.9%) patients were males. The median marginal dose was 12.5 Gy at a median isodose of 50%.</p><p><strong>Results: </strong>The 10- and 15-year tumor control rates following salvage SRS were 87.5% (95% CI 76.8-94.4) and 84.4% (95% CI 73.1-92.2), respectively, while the 10- and 15-year FFAT rates were 95.3% (95% CI 86.9-99.0) and 92.2% (95% CI 82.7-97.4), respectively. No factors were significantly associated with tumor control or FFAT in the Cox proportional hazards model. The median time between microsurgical resection and salvage SRS was 38.8 months. Following SRS, the primary complication was worsening or new-onset trigeminal neuropathy (n = 10 [15.6%]). Worsening hearing, measured using Gardner-Robertson class, was reported in 9 cases (14.1%).</p><p><strong>Conclusions: </strong>Salvage SRS is a safe and effective modality for long-term tumor control and FFAT in VS patients whose tumors progress after initial incomplete microsurgical resection.</p>","PeriodicalId":16505,"journal":{"name":"Journal of neurosurgery","volume":" ","pages":"1-7"},"PeriodicalIF":3.6,"publicationDate":"2026-02-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146131914","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Comparative diagnostic capability of large language models in neurosurgery. 神经外科大语言模型的比较诊断能力。
IF 3.6 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-02-06 DOI: 10.3171/2025.9.JNS25846
Akshay Warrier, Yaxel Levin-Carrion, Shrey B Shah, Tannishtha Som, Amanda Bosland, Joseph Wardell, Caryn J Ha, Rohan Singh, Alejandro Pando, James K Liu

Objective: OpenAI, Google, and Microsoft have recently developed popular large language models (LLMs) with incredible clinical applications. LLMs specific to neurosurgery, such as AtlasGPT, have also been recently released. However, the comparative neurosurgical diagnostic capabilities of these models are not well studied. The aim of this study was to evaluate and compare the ability of LLMs to diagnose neurosurgical pathologies.

Methods: Clinical vignettes (n = 148) extracted from a common neurosurgery case-based review textbook were stratified by subspecialty. OpenAI's ChatGPT-3.5 and ChatGPT-4, Google's Gemini, Microsoft Copilot, and AtlasGPT were prompted to provide a diagnosis: "Provide a neurosurgical diagnosis given the following history…[vignette]." Imaging was inputted for capable LLMs, and all queries were run in May 2024. Diagnoses were compared with the textbook for accuracy and errors were categorized appropriately.

Results: ChatGPT-4 was the most accurate model (74% correct), followed by AtlasGPT (63% correct), ChatGPT-3.5 (53% correct), Microsoft Copilot (48% correct), and Gemini (36% correct). Chi-square comparisons demonstrated that ChatGPT-4 was more accurate in providing clinical diagnoses than its counterparts (p = 0.005). Across all vignettes and LLMs, most errors were due to an inability to attribute a key piece of information (generally imaging data) to the diagnostic process while otherwise using logical stepwise reasoning.

Conclusions: ChatGPT-4 offered the most accurate diagnoses when given established clinical vignettes. Adding imaging processing capabilities and relevant data significantly increased the accuracy of LLM diagnoses. LLMs can offer accurate assessments of common neurosurgical conditions but necessitate detailed prompting from clinicians. Artificial intelligence has incredible clinical potential; however, practitioners must be cautious and think critically while using them for diagnostic purposes.

目的:OpenAI,谷歌和Microsoft最近开发了流行的大型语言模型(llm),具有令人难以置信的临床应用。最近也发布了专门针对神经外科的llm,如AtlasGPT。然而,这些模型的比较神经外科诊断能力并没有得到很好的研究。本研究的目的是评估和比较LLMs诊断神经外科病理的能力。方法:从一本常见的神经外科病例回顾教材中提取临床小片段(n = 148),按亚专科进行分层。OpenAI的ChatGPT-3.5和ChatGPT-4、b谷歌的Gemini、微软的Copilot和atlgpt被提示提供诊断:“根据以下历史提供神经外科诊断…[小短文]。”为有能力的法学硕士输入图像,并在2024年5月运行所有查询。将诊断结果与教科书进行准确性比较,并对错误进行适当分类。结果:ChatGPT-4是最准确的模型(正确率74%),其次是AtlasGPT(正确率63%),ChatGPT-3.5(正确率53%),Microsoft Copilot(正确率48%)和Gemini(正确率36%)。卡方比较表明,ChatGPT-4在提供临床诊断方面比其同行更准确(p = 0.005)。在所有的小片段和llm中,大多数错误是由于无法将关键信息(通常是成像数据)归因于诊断过程,而不是使用逻辑逐步推理。结论:ChatGPT-4提供最准确的诊断时,给予既定的临床情节。增加成像处理能力和相关数据显著提高了LLM诊断的准确性。llm可以提供常见神经外科疾病的准确评估,但需要临床医生的详细提示。人工智能具有不可思议的临床潜力;然而,从业者在使用它们进行诊断时必须谨慎和批判性地思考。
{"title":"Comparative diagnostic capability of large language models in neurosurgery.","authors":"Akshay Warrier, Yaxel Levin-Carrion, Shrey B Shah, Tannishtha Som, Amanda Bosland, Joseph Wardell, Caryn J Ha, Rohan Singh, Alejandro Pando, James K Liu","doi":"10.3171/2025.9.JNS25846","DOIUrl":"https://doi.org/10.3171/2025.9.JNS25846","url":null,"abstract":"<p><strong>Objective: </strong>OpenAI, Google, and Microsoft have recently developed popular large language models (LLMs) with incredible clinical applications. LLMs specific to neurosurgery, such as AtlasGPT, have also been recently released. However, the comparative neurosurgical diagnostic capabilities of these models are not well studied. The aim of this study was to evaluate and compare the ability of LLMs to diagnose neurosurgical pathologies.</p><p><strong>Methods: </strong>Clinical vignettes (n = 148) extracted from a common neurosurgery case-based review textbook were stratified by subspecialty. OpenAI's ChatGPT-3.5 and ChatGPT-4, Google's Gemini, Microsoft Copilot, and AtlasGPT were prompted to provide a diagnosis: \"Provide a neurosurgical diagnosis given the following history…[vignette].\" Imaging was inputted for capable LLMs, and all queries were run in May 2024. Diagnoses were compared with the textbook for accuracy and errors were categorized appropriately.</p><p><strong>Results: </strong>ChatGPT-4 was the most accurate model (74% correct), followed by AtlasGPT (63% correct), ChatGPT-3.5 (53% correct), Microsoft Copilot (48% correct), and Gemini (36% correct). Chi-square comparisons demonstrated that ChatGPT-4 was more accurate in providing clinical diagnoses than its counterparts (p = 0.005). Across all vignettes and LLMs, most errors were due to an inability to attribute a key piece of information (generally imaging data) to the diagnostic process while otherwise using logical stepwise reasoning.</p><p><strong>Conclusions: </strong>ChatGPT-4 offered the most accurate diagnoses when given established clinical vignettes. Adding imaging processing capabilities and relevant data significantly increased the accuracy of LLM diagnoses. LLMs can offer accurate assessments of common neurosurgical conditions but necessitate detailed prompting from clinicians. Artificial intelligence has incredible clinical potential; however, practitioners must be cautious and think critically while using them for diagnostic purposes.</p>","PeriodicalId":16505,"journal":{"name":"Journal of neurosurgery","volume":" ","pages":"1-7"},"PeriodicalIF":3.6,"publicationDate":"2026-02-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146131935","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Forecasting the rise of middle meningeal artery embolization for chronic subdural hematoma patients: United States projections from 2022 to 2050. 预测慢性硬膜下血肿患者脑膜中动脉栓塞的上升:美国2022年至2050年的预测。
IF 3.6 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-02-06 DOI: 10.3171/2025.9.JNS25749
Avi A Gajjar, Alexander D M Gerlach, Ilayda Kayir, Rashad Jabarkheel, Mohamed M Salem, Oleg Shekhtman, Joshua S Catapano, Jan-Karl Burkhardt, Visish M Srinivasan

Objective: Chronic subdural hematomas (cSDHs) are increasingly common in aging populations, driven by the rising use of anticoagulant and antiplatelet therapies. Middle meningeal artery embolization (MMAE) is a promising minimally invasive treatment. This study projects the future US incidence of cSDH through 2050 and estimates MMAE demand based on hematoma size criteria.

Methods: The authors utilized data from the National Inpatient Sample from 2016 to 2019 to calculate age-specific incidence rates of cSDH. Institutional CT scans of the head from a level I comprehensive trauma center were analyzed to determine the distribution of cSDH sizes and MMAE eligibility thresholds (5, 8, 10, and 15 mm). Population projections were obtained from the 2023 datasets of the US Census Bureau.

Results: Among 531 institutional cSDH patients, the mean hematoma thickness was 13.0 ± 13.3 mm, with 75.0% exceeding 5 mm, 56.3% exceeding 8 mm, and 14.3% exceeding 15 mm. Using the > 8-mm eligibility threshold, the projected MMAE population increases from 39,294 patients in 2022 to 44,596 by 2050 (13.5% increase, p < 0.0001). If a more generous > 5-mm threshold is applied, projections rise from 52,338 in 2022 to 59,401 in 2050 (p < 0.0001). Conversely, applying a high-severity > 15-mm threshold yields a smaller but still substantial cohort, increasing from 7594 to 8618 over the same period (p < 0.0001). Total cSDH cases are expected to grow from 69,794 in 2022 to 79,212 in 2050.

Conclusions: The projected increase in cSDH and the corresponding rise in MMAE-eligible patients signify a substantial emerging public health challenge. Anticipating a 13.5% growth in incidence by 2050, these findings emphasize the urgent need for proactive healthcare planning and resource allocation to accommodate the escalating demand for specialized interventions like MMAE.

目的:慢性硬膜下血肿(cSDHs)在老年人中越来越常见,这是抗凝血和抗血小板治疗使用增加的原因。脑膜中动脉栓塞(MMAE)是一种很有前途的微创治疗方法。该研究预测了到2050年美国cSDH的未来发病率,并根据血肿大小标准估计了MMAE的需求。方法:作者利用2016 - 2019年全国住院患者样本数据计算cSDH的年龄特异性发病率。对来自一级综合创伤中心的机构头部CT扫描进行分析,以确定cSDH大小的分布和MMAE资格阈值(5,8,10和15mm)。人口预测数据来自美国人口普查局2023年的数据集。结果:531例机构cSDH患者平均血肿厚度为13.0±13.3 mm,其中超过5 mm的占75.0%,超过8 mm的占56.3%,超过15 mm的占14.3%。使用bbbb8 -mm资格门槛,预计MMAE人口将从2022年的39,294例增加到2050年的44,596例(增加13.5%,p < 0.0001)。如果采用更宽松的> 5毫米阈值,预测从2022年的52,338上升到2050年的59,401 (p < 0.0001)。相反,应用高严重性> 15-mm阈值产生较小但仍然大量的队列,在同一时期从7594增加到8618 (p < 0.0001)。预计cSDH病例总数将从2022年的69,794例增加到2050年的79,212例。结论:预计cSDH的增加和相应的mmae合格患者的增加表明了一个重大的新公共卫生挑战。预计到2050年发病率将增长13.5%,这些研究结果强调迫切需要积极的医疗保健计划和资源分配,以适应对MMAE等专业干预措施不断增长的需求。
{"title":"Forecasting the rise of middle meningeal artery embolization for chronic subdural hematoma patients: United States projections from 2022 to 2050.","authors":"Avi A Gajjar, Alexander D M Gerlach, Ilayda Kayir, Rashad Jabarkheel, Mohamed M Salem, Oleg Shekhtman, Joshua S Catapano, Jan-Karl Burkhardt, Visish M Srinivasan","doi":"10.3171/2025.9.JNS25749","DOIUrl":"https://doi.org/10.3171/2025.9.JNS25749","url":null,"abstract":"<p><strong>Objective: </strong>Chronic subdural hematomas (cSDHs) are increasingly common in aging populations, driven by the rising use of anticoagulant and antiplatelet therapies. Middle meningeal artery embolization (MMAE) is a promising minimally invasive treatment. This study projects the future US incidence of cSDH through 2050 and estimates MMAE demand based on hematoma size criteria.</p><p><strong>Methods: </strong>The authors utilized data from the National Inpatient Sample from 2016 to 2019 to calculate age-specific incidence rates of cSDH. Institutional CT scans of the head from a level I comprehensive trauma center were analyzed to determine the distribution of cSDH sizes and MMAE eligibility thresholds (5, 8, 10, and 15 mm). Population projections were obtained from the 2023 datasets of the US Census Bureau.</p><p><strong>Results: </strong>Among 531 institutional cSDH patients, the mean hematoma thickness was 13.0 ± 13.3 mm, with 75.0% exceeding 5 mm, 56.3% exceeding 8 mm, and 14.3% exceeding 15 mm. Using the > 8-mm eligibility threshold, the projected MMAE population increases from 39,294 patients in 2022 to 44,596 by 2050 (13.5% increase, p < 0.0001). If a more generous > 5-mm threshold is applied, projections rise from 52,338 in 2022 to 59,401 in 2050 (p < 0.0001). Conversely, applying a high-severity > 15-mm threshold yields a smaller but still substantial cohort, increasing from 7594 to 8618 over the same period (p < 0.0001). Total cSDH cases are expected to grow from 69,794 in 2022 to 79,212 in 2050.</p><p><strong>Conclusions: </strong>The projected increase in cSDH and the corresponding rise in MMAE-eligible patients signify a substantial emerging public health challenge. Anticipating a 13.5% growth in incidence by 2050, these findings emphasize the urgent need for proactive healthcare planning and resource allocation to accommodate the escalating demand for specialized interventions like MMAE.</p>","PeriodicalId":16505,"journal":{"name":"Journal of neurosurgery","volume":" ","pages":"1-7"},"PeriodicalIF":3.6,"publicationDate":"2026-02-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146131943","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Association of a diffuse phenotype on MRI with shorter overall survival in patients with astrocytoma CNS WHO grades 2 and 3. 星形细胞瘤CNS分级2级和3级患者MRI弥漫性表型与较短总生存期的关系
IF 3.6 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-01-30 DOI: 10.3171/2025.9.JNS251254
Jonathan Weller, Dima Harba, Luis Kuschel, Frederic Thiele, Sophie Katzendobler, Alba Corell, Anna Dénes, Michael Schmutzer-Sondergeld, Eddie de Dios, Florian Ringel, Joerg Christian Tonn, Asgeir S Jakola

Objective: Gliomas can appear radiologically diffuse or sharply delineated on MRI. This can be quantified by the T1/T2 ratio, a quotient of the T1 hypointense to T2 hyperintense tumor volume. In patients with CNS WHO grade 2 and 3 isocitrate dehydrogenase (IDH)-mutant astrocytomas, resectability has been shown to be limited in cases of low T1/T2 ratios, that is, in diffusely appearing astrocytomas. The authors set out to investigate if a diffuse phenotype on MRI is associated with overall survival beyond resectability.

Methods: Retrospective data sets from two university hospitals (Sahlgrenska University Hospital, Gothenburg, Sweden; LMU University Hospital, Munich, Germany) were screened for patients diagnosed with 2021 CNS WHO grade 2 and 3 astrocytomas by biopsy between 2003 and 2021. Patients having undergone tumor resection were excluded. Tumor volumes were segmented and the T1/T2 ratio was calculated. Propensity score matching (nearest-neighbor matching, 1:1) was used.

Results: One hundred nineteen patients with CNS WHO grade 2 (n = 77, 65%) or grade 3 (n = 42, 35%) IDH-mutant astrocytomas were included in the study. In unadjusted analyses, survival was not significantly shorter in patients with a T1/T2 ratio ≤ 0.33 (144 vs 126 months; HR 0.61, 95% CI 0.34-1.1; p = 0.09). Propensity score matching (Karnofsky Performance Status, CNS WHO 2021 grade, contrast enhancement on MRI, and T2 tumor volume) yielded 29 pairs. Here, significantly shorter overall survival was observed in patients with a T1/T2 ratio ≤ 0.33 (160 vs 132 months; HR 0.44, 95% CI 0.19-1.00; p = 0.05). In multivariate analysis, only the T1/T2 ratio persisted as a prognostic factor (HR 0.48, 95% CI 0.25-0.92; p = 0.03).

Conclusions: A diffuse phenotype on MRI seems to be associated with shorter survival times in patients with CNS WHO grade 2 and 3 astrocytomas. These findings warrant further investigation in prospective data sets.

目的:脑胶质瘤在MRI上表现为弥漫性或清晰。这可以通过T1/T2比值来量化,即T1低信号与T2高信号的肿瘤体积之商。在CNS WHO 2级和3级异柠檬酸脱氢酶(IDH)突变的星形细胞瘤患者中,T1/T2比值低的情况下,即弥漫性星形细胞瘤的可切除性受到限制。作者着手研究MRI上的弥漫性表型是否与可切除性以外的总生存率相关。方法:对2003年至2021年间两所大学医院(瑞典哥德堡Sahlgrenska大学医院和德国慕尼黑LMU大学医院)诊断为2021 CNS WHO 2级和3级星形细胞瘤的患者进行回顾性数据筛选。排除已行肿瘤切除术的患者。对肿瘤体积进行分割,计算T1/T2比值。采用倾向评分匹配(最近邻匹配,1:1)。结果:研究纳入了119例CNS WHO 2级(n = 77, 65%)或3级(n = 42, 35%) idh突变星形细胞瘤患者。在未经调整的分析中,T1/T2比值≤0.33的患者的生存期没有显著缩短(144个月vs 126个月;HR 0.61, 95% CI 0.34-1.1; p = 0.09)。倾向评分匹配(Karnofsky Performance Status, CNS WHO 2021分级,MRI对比增强和T2肿瘤体积)产生29对。T1/T2比值≤0.33的患者总生存期明显缩短(160个月vs 132个月;HR 0.44, 95% CI 0.19-1.00; p = 0.05)。在多变量分析中,只有T1/T2比值作为预后因素(HR 0.48, 95% CI 0.25-0.92; p = 0.03)。结论:MRI上的弥漫性表型似乎与CNS WHO 2级和3级星形细胞瘤患者较短的生存时间有关。这些发现值得对前瞻性数据集进行进一步调查。
{"title":"Association of a diffuse phenotype on MRI with shorter overall survival in patients with astrocytoma CNS WHO grades 2 and 3.","authors":"Jonathan Weller, Dima Harba, Luis Kuschel, Frederic Thiele, Sophie Katzendobler, Alba Corell, Anna Dénes, Michael Schmutzer-Sondergeld, Eddie de Dios, Florian Ringel, Joerg Christian Tonn, Asgeir S Jakola","doi":"10.3171/2025.9.JNS251254","DOIUrl":"https://doi.org/10.3171/2025.9.JNS251254","url":null,"abstract":"<p><strong>Objective: </strong>Gliomas can appear radiologically diffuse or sharply delineated on MRI. This can be quantified by the T1/T2 ratio, a quotient of the T1 hypointense to T2 hyperintense tumor volume. In patients with CNS WHO grade 2 and 3 isocitrate dehydrogenase (IDH)-mutant astrocytomas, resectability has been shown to be limited in cases of low T1/T2 ratios, that is, in diffusely appearing astrocytomas. The authors set out to investigate if a diffuse phenotype on MRI is associated with overall survival beyond resectability.</p><p><strong>Methods: </strong>Retrospective data sets from two university hospitals (Sahlgrenska University Hospital, Gothenburg, Sweden; LMU University Hospital, Munich, Germany) were screened for patients diagnosed with 2021 CNS WHO grade 2 and 3 astrocytomas by biopsy between 2003 and 2021. Patients having undergone tumor resection were excluded. Tumor volumes were segmented and the T1/T2 ratio was calculated. Propensity score matching (nearest-neighbor matching, 1:1) was used.</p><p><strong>Results: </strong>One hundred nineteen patients with CNS WHO grade 2 (n = 77, 65%) or grade 3 (n = 42, 35%) IDH-mutant astrocytomas were included in the study. In unadjusted analyses, survival was not significantly shorter in patients with a T1/T2 ratio ≤ 0.33 (144 vs 126 months; HR 0.61, 95% CI 0.34-1.1; p = 0.09). Propensity score matching (Karnofsky Performance Status, CNS WHO 2021 grade, contrast enhancement on MRI, and T2 tumor volume) yielded 29 pairs. Here, significantly shorter overall survival was observed in patients with a T1/T2 ratio ≤ 0.33 (160 vs 132 months; HR 0.44, 95% CI 0.19-1.00; p = 0.05). In multivariate analysis, only the T1/T2 ratio persisted as a prognostic factor (HR 0.48, 95% CI 0.25-0.92; p = 0.03).</p><p><strong>Conclusions: </strong>A diffuse phenotype on MRI seems to be associated with shorter survival times in patients with CNS WHO grade 2 and 3 astrocytomas. These findings warrant further investigation in prospective data sets.</p>","PeriodicalId":16505,"journal":{"name":"Journal of neurosurgery","volume":" ","pages":"1-8"},"PeriodicalIF":3.6,"publicationDate":"2026-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146093325","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Letter to the Editor. Salvage GKRS for recurrent trigeminal neuralgia following MVD. 给编辑的信。补救性GKRS治疗MVD后复发性三叉神经痛。
IF 3.6 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-01-30 DOI: 10.3171/2025.8.JNS251910
Ji Wu, Jingwei Zhao, Yixuan Zhou, Songshan Chai
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引用次数: 0
Operative considerations for microsurgical resection of cortical high-grade brain arteriovenous malformations. 显微外科切除皮质高级别脑动静脉畸形的手术注意事项。
IF 3.6 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-01-30 DOI: 10.3171/2025.9.JNS25883
Fabio Torregrossa, Domingos Coiteiro
{"title":"Operative considerations for microsurgical resection of cortical high-grade brain arteriovenous malformations.","authors":"Fabio Torregrossa, Domingos Coiteiro","doi":"10.3171/2025.9.JNS25883","DOIUrl":"https://doi.org/10.3171/2025.9.JNS25883","url":null,"abstract":"","PeriodicalId":16505,"journal":{"name":"Journal of neurosurgery","volume":" ","pages":"1-7"},"PeriodicalIF":3.6,"publicationDate":"2026-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146093257","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
A novel application of radiomics analysis for the evaluation of intradome transient velocity in cerebral aneurysms. 放射组学分析在脑动脉瘤腔内瞬态速度评估中的新应用。
IF 3.6 2区 医学 Q1 CLINICAL NEUROLOGY Pub Date : 2026-01-30 DOI: 10.3171/2025.9.JNS251068
Alexandra Lauric, Adel M Malek

Objective: Volumetric hemodynamic analysis has previously demonstrated robustness to surface irregularities and noise; however, quantitative evaluation methods remain limited. The authors introduce a novel approach to assess intradome velocity distributions in intracranial aneurysms by applying radiomics texture and pattern analysis to time-step data derived from transient computational fluid dynamics (CFD) simulations.

Methods: Angiographic volumes from catheter 3D rotational angiography were available for 75 aneurysms (33 ruptured). Transient CFD simulations were performed on aneurysm models over an entire cardiac cycle. Intradome volumetric velocity distributions were exported for consecutive time points, followed by maximum intensity projection (MIP) to 2D images and logarithmic transformation to enhance discrimination analysis at the intensity extrema. Two-dimensional images representing consecutive time points were used as input to radiomics as 3D DICOM volumes. Univariate and multivariate analyses assessed rupture status discrimination accuracy of 93 histogram, texture, and pattern radiomics features.

Results: Radiomics analysis of MIP velocity texture and pattern revealed that, compared with unruptured aneurysms, ruptured aneurysms have lower intensity patterns (higher energy and total energy of logarithmic values), reflecting dominant low-velocity regions. These regions exhibit consistent intensity textures (higher correlation and inverse difference, with lower cluster shade and difference entropy) with recurrent patterns of similar intensities (higher maximum probability and long-run emphasis). Localized high-velocity runs are also present (higher high gray-level run emphasis) in ruptured aneurysms, suggesting a heterogeneous flow profile. Stepwise regression multivariate analysis achieved rupture status discrimination with an area under the curve of 0.88 (sensitivity 0.91, specificity 0.74).

Conclusions: The automatic analysis of transient velocity using radiomics, incorporating pattern and texture analysis, demonstrated strong discriminating performance for rupture status. This innovative application of radiomics expands its utility beyond tumor and aneurysm shape analysis, enabling evaluation of velocity changes throughout the entire cardiac cycle. It provides valuable insights into rupture characteristics and paves the way for exploring future research possibilities.

目的:体积血流动力学分析先前已经证明了对表面不规则和噪声的鲁棒性;然而,定量评价方法仍然有限。作者介绍了一种新的方法,通过对瞬态计算流体动力学(CFD)模拟得出的时间步数据进行放射组学纹理和模式分析,来评估颅内动脉瘤的腔内速度分布。方法:对75例动脉瘤进行导管三维旋转血管造影,其中33例动脉瘤破裂。在动脉瘤模型上进行了整个心脏周期的瞬态CFD模拟。导出连续时间点的腔内体积速度分布,然后对2D图像进行最大强度投影(MIP)和对数变换,以增强强度极值处的识别分析。代表连续时间点的二维图像作为放射组学的三维DICOM体输入。单因素和多因素分析评估了93个直方图、纹理和放射组学模式特征的破裂状态识别准确性。结果:放射组学分析MIP速度结构和模式显示,与未破裂动脉瘤相比,破裂动脉瘤具有较低的强度模式(能量和总能量的对数值较高),反映出以低速区为主。这些区域表现出一致的强度纹理(高相关性和负差,具有较低的簇影和差熵),具有相似强度的循环模式(较高的最大概率和长期重点)。在破裂的动脉瘤中也存在局部的高速流动(高灰度强调),提示血流分布不均匀。逐步回归多因素分析获得的破裂状态判别曲线下面积为0.88(敏感性0.91,特异性0.74)。结论:利用放射组学的瞬态速度自动分析,结合模式和织构分析,对破裂状态具有很强的判别能力。这项放射组学的创新应用将其应用范围扩展到肿瘤和动脉瘤形状分析之外,可以评估整个心脏周期的速度变化。它提供了对破裂特性的宝贵见解,并为探索未来的研究可能性铺平了道路。
{"title":"A novel application of radiomics analysis for the evaluation of intradome transient velocity in cerebral aneurysms.","authors":"Alexandra Lauric, Adel M Malek","doi":"10.3171/2025.9.JNS251068","DOIUrl":"https://doi.org/10.3171/2025.9.JNS251068","url":null,"abstract":"<p><strong>Objective: </strong>Volumetric hemodynamic analysis has previously demonstrated robustness to surface irregularities and noise; however, quantitative evaluation methods remain limited. The authors introduce a novel approach to assess intradome velocity distributions in intracranial aneurysms by applying radiomics texture and pattern analysis to time-step data derived from transient computational fluid dynamics (CFD) simulations.</p><p><strong>Methods: </strong>Angiographic volumes from catheter 3D rotational angiography were available for 75 aneurysms (33 ruptured). Transient CFD simulations were performed on aneurysm models over an entire cardiac cycle. Intradome volumetric velocity distributions were exported for consecutive time points, followed by maximum intensity projection (MIP) to 2D images and logarithmic transformation to enhance discrimination analysis at the intensity extrema. Two-dimensional images representing consecutive time points were used as input to radiomics as 3D DICOM volumes. Univariate and multivariate analyses assessed rupture status discrimination accuracy of 93 histogram, texture, and pattern radiomics features.</p><p><strong>Results: </strong>Radiomics analysis of MIP velocity texture and pattern revealed that, compared with unruptured aneurysms, ruptured aneurysms have lower intensity patterns (higher energy and total energy of logarithmic values), reflecting dominant low-velocity regions. These regions exhibit consistent intensity textures (higher correlation and inverse difference, with lower cluster shade and difference entropy) with recurrent patterns of similar intensities (higher maximum probability and long-run emphasis). Localized high-velocity runs are also present (higher high gray-level run emphasis) in ruptured aneurysms, suggesting a heterogeneous flow profile. Stepwise regression multivariate analysis achieved rupture status discrimination with an area under the curve of 0.88 (sensitivity 0.91, specificity 0.74).</p><p><strong>Conclusions: </strong>The automatic analysis of transient velocity using radiomics, incorporating pattern and texture analysis, demonstrated strong discriminating performance for rupture status. This innovative application of radiomics expands its utility beyond tumor and aneurysm shape analysis, enabling evaluation of velocity changes throughout the entire cardiac cycle. It provides valuable insights into rupture characteristics and paves the way for exploring future research possibilities.</p>","PeriodicalId":16505,"journal":{"name":"Journal of neurosurgery","volume":" ","pages":"1-10"},"PeriodicalIF":3.6,"publicationDate":"2026-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146093261","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
期刊
Journal of neurosurgery
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