{"title":"脑室周围吻合处动脉瘤的形成与 Moyamoya 病的侧支发展有关,其破裂预示着不良预后:通过多变量统计和机器学习方法进行的详细分析。","authors":"Daisuke Sato, Satoru Miyawaki, Seiei Torazawa, Hideaki Imai, Hiroki Hongo, Satoshi Kiyofuji, Satoshi Koizumi, Nobuhito Saito","doi":"10.1007/s10143-024-03097-2","DOIUrl":null,"url":null,"abstract":"<p><p>Periventricular anastomosis (PA) is the characteristic collateral network in Moyamoya disease (MMD). However, PA aneurysms are rare, resulting in limited knowledge of their clinical significance. We aimed to elucidate the associated factors and clinical outcomes of PA aneurysms. We reviewed MMD patients who underwent digital subtraction angiography in our institution between December 2001 and March 2023. Genetic analysis was conducted in several cases, and PA aneurysm-positive patients were identified. PA score was defined as the grades of development of periventricular anastomosis. Multivariate analysis and machine learning approaches were used to investigate the significance of the disease and factors associated with PA aneurysm positivity. A total of 301 hemispheres (171 patients) were included. PA aneurysm occurred in 8 hemispheres of MMD (2.7%). PA aneurysm was associated with higher initial modified Rankin scale (mRS) scores (OR, 2.61; 95% CI, 1.45-4.70) and higher PA scores (OR, 1.60; 95% CI, 1.06-2.40). This predisposition was corroborated by gradient boosting and random forest algorithms. Further analysis revealed that PA aneurysm was a risk factor for future hemorrhagic stroke events (HR, 8.29; 95% CI, 1.44-47.7). Among patients in the hemorrhagic-onset group (33 cases), PA aneurysm was a risk factor for worse outcomes (P = 0.008). Principal component analysis also revealed distinct characteristics of hemorrhagic onset aneurysms compared to other MMD cases. Higher PA scores were associated with the presence of aneurysm. PA aneurysm suggests a higher risk of future hemorrhagic strokes, and its rupture portends a worse prognosis.</p>","PeriodicalId":19184,"journal":{"name":"Neurosurgical Review","volume":"47 1","pages":"856"},"PeriodicalIF":2.5000,"publicationDate":"2024-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Aneurysmal formation of periventricular anastomosis is associated with collateral development of Moyamoya disease and its rupture portends poor prognosis: detailed analysis by multivariate statistical and machine learning approaches.\",\"authors\":\"Daisuke Sato, Satoru Miyawaki, Seiei Torazawa, Hideaki Imai, Hiroki Hongo, Satoshi Kiyofuji, Satoshi Koizumi, Nobuhito Saito\",\"doi\":\"10.1007/s10143-024-03097-2\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><p>Periventricular anastomosis (PA) is the characteristic collateral network in Moyamoya disease (MMD). However, PA aneurysms are rare, resulting in limited knowledge of their clinical significance. We aimed to elucidate the associated factors and clinical outcomes of PA aneurysms. We reviewed MMD patients who underwent digital subtraction angiography in our institution between December 2001 and March 2023. Genetic analysis was conducted in several cases, and PA aneurysm-positive patients were identified. PA score was defined as the grades of development of periventricular anastomosis. Multivariate analysis and machine learning approaches were used to investigate the significance of the disease and factors associated with PA aneurysm positivity. A total of 301 hemispheres (171 patients) were included. PA aneurysm occurred in 8 hemispheres of MMD (2.7%). PA aneurysm was associated with higher initial modified Rankin scale (mRS) scores (OR, 2.61; 95% CI, 1.45-4.70) and higher PA scores (OR, 1.60; 95% CI, 1.06-2.40). This predisposition was corroborated by gradient boosting and random forest algorithms. Further analysis revealed that PA aneurysm was a risk factor for future hemorrhagic stroke events (HR, 8.29; 95% CI, 1.44-47.7). Among patients in the hemorrhagic-onset group (33 cases), PA aneurysm was a risk factor for worse outcomes (P = 0.008). Principal component analysis also revealed distinct characteristics of hemorrhagic onset aneurysms compared to other MMD cases. Higher PA scores were associated with the presence of aneurysm. 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引用次数: 0
摘要
脑室周围吻合(PA)是 Moyamoya 病(MMD)的特征性侧支网络。然而,PA动脉瘤非常罕见,因此对其临床意义的了解有限。我们旨在阐明 PA 动脉瘤的相关因素和临床结果。我们回顾了 2001 年 12 月至 2023 年 3 月期间在我院接受数字减影血管造影术的 MMD 患者。对多个病例进行了基因分析,并确定了 PA 动脉瘤阳性患者。PA 评分被定义为脑室周围吻合发展的等级。多变量分析和机器学习方法被用来研究疾病的意义以及与PA动脉瘤阳性相关的因素。共纳入301个半球(171名患者)。8个MMD半球(2.7%)出现了PA动脉瘤。PA动脉瘤与较高的初始改良Rankin量表(mRS)评分(OR,2.61;95% CI,1.45-4.70)和较高的PA评分(OR,1.60;95% CI,1.06-2.40)相关。梯度提升和随机森林算法证实了这一倾向。进一步分析显示,PA 动脉瘤是未来出血性卒中事件的风险因素(HR,8.29;95% CI,1.44-47.7)。在出血性发病组(33 例)患者中,PA 动脉瘤是预后较差的风险因素(P = 0.008)。主成分分析还显示,与其他MMD病例相比,出血性发病动脉瘤具有不同的特征。较高的 PA 评分与动脉瘤的存在有关。PA 动脉瘤表明未来发生出血性脑卒中的风险较高,动脉瘤破裂预示着预后较差。
Aneurysmal formation of periventricular anastomosis is associated with collateral development of Moyamoya disease and its rupture portends poor prognosis: detailed analysis by multivariate statistical and machine learning approaches.
Periventricular anastomosis (PA) is the characteristic collateral network in Moyamoya disease (MMD). However, PA aneurysms are rare, resulting in limited knowledge of their clinical significance. We aimed to elucidate the associated factors and clinical outcomes of PA aneurysms. We reviewed MMD patients who underwent digital subtraction angiography in our institution between December 2001 and March 2023. Genetic analysis was conducted in several cases, and PA aneurysm-positive patients were identified. PA score was defined as the grades of development of periventricular anastomosis. Multivariate analysis and machine learning approaches were used to investigate the significance of the disease and factors associated with PA aneurysm positivity. A total of 301 hemispheres (171 patients) were included. PA aneurysm occurred in 8 hemispheres of MMD (2.7%). PA aneurysm was associated with higher initial modified Rankin scale (mRS) scores (OR, 2.61; 95% CI, 1.45-4.70) and higher PA scores (OR, 1.60; 95% CI, 1.06-2.40). This predisposition was corroborated by gradient boosting and random forest algorithms. Further analysis revealed that PA aneurysm was a risk factor for future hemorrhagic stroke events (HR, 8.29; 95% CI, 1.44-47.7). Among patients in the hemorrhagic-onset group (33 cases), PA aneurysm was a risk factor for worse outcomes (P = 0.008). Principal component analysis also revealed distinct characteristics of hemorrhagic onset aneurysms compared to other MMD cases. Higher PA scores were associated with the presence of aneurysm. PA aneurysm suggests a higher risk of future hemorrhagic strokes, and its rupture portends a worse prognosis.
期刊介绍:
The goal of Neurosurgical Review is to provide a forum for comprehensive reviews on current issues in neurosurgery. Each issue contains up to three reviews, reflecting all important aspects of one topic (a disease or a surgical approach). Comments by a panel of experts within the same issue complete the topic. By providing comprehensive coverage of one topic per issue, Neurosurgical Review combines the topicality of professional journals with the indepth treatment of a monograph. Original papers of high quality are also welcome.