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室周吻合动脉瘤形成与烟雾病侧支发育有关,其破裂预示预后不良:多变量统计和机器学习方法的详细分析。

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.

机构信息

Department of Neurosurgery, Faculty of Medicine, The University of Tokyo, 7-3-1 Hongo, Bunkyo-ku, Tokyo, Japan.

Department of Neurosurgery, JCHO, Tokyo Shinjuku Medical Center, 5-1 Tsukudo-cho, Shinjuku-ku, Tokyo, Japan.

出版信息

Neurosurg Rev. 2024 Nov 19;47(1):856. doi: 10.1007/s10143-024-03097-2.

Abstract

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.

摘要

室周吻合(PA)是烟雾病(MMD)的特征性侧支网络。然而,PA 动脉瘤较为罕见,导致其临床意义的相关知识有限。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的 MMD 患者。对几个病例进行了基因分析,并确定了 PA 动脉瘤阳性患者。PA 评分定义为室周吻合的发育程度。采用多变量分析和机器学习方法来研究疾病的意义和与 PA 动脉瘤阳性相关的因素。共纳入 301 个半球(171 例患者)。MMD 中出现 8 个 PA 动脉瘤(2.7%)。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种倾向。进一步分析表明,PA 动脉瘤是未来出血性卒中事件的危险因素(HR,8.29;95%CI,1.44-47.7)。在出血性发作组(33 例)中,PA 动脉瘤是不良结局的危险因素(P=0.008)。主成分分析也显示出血性发作动脉瘤与其他 MMD 病例有明显不同的特征。较高的 PA 评分与动脉瘤的存在相关。PA 动脉瘤提示未来发生出血性卒中的风险较高,其破裂预示着预后较差。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a3b8/11573815/948f35bae5a8/10143_2024_3097_Fig1_HTML.jpg

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