Development and validation of a nomogram for predicting symptomatic hemorrhage risk in sporadic cerebral cavernous malformations.

IF 3.8 2区 医学 Q1 CLINICAL NEUROLOGY
Yang Liu, Huan Kang, Zheng Wen, Jing Yuan, Li Ma, Shuo Zhang, Qingyuan Liu, Shuo Wang, Huan Fan, Jun Wu
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Abstract

Objective: The aim of this study was to develop and externally validate a nomogram to predict individualized 5-year symptomatic hemorrhage risk in patients with sporadic cerebral cavernous malformations (CCMs).

Methods: Patients diagnosed with sporadic CCMs who were enrolled in two prospective multicenter cohorts were analyzed. Independent predictors of symptomatic hemorrhage were identified through multivariate Cox regression analysis and integrated into a predictive nomogram. The nomogram's performance was assessed using the C-index, calibration curves, decision curves, and areas under the curve. Patients were stratified into high- and low-risk groups based on optimal nomogram cutoff scores.

Results: The training cohort included 331 patients (173 female, mean age 39.1 years), and the external validation cohort included 57 patients (31 female, mean age 39.2 years). Multivariate Cox regression analysis identified previous hemorrhage (HR 2.66), lesion size > 1.5 cm (HR 2.89), concurrent developmental venous anomalies (HR 2.24), brainstem location (HR 4.04), and Zabramski type I lesions (HR 3.65) as independent predictors of symptomatic hemorrhage. The developed nomogram demonstrated strong predictive accuracy, with a C-index of 0.81 (95% CI 0.75-0.87) in the training cohort and 0.87 (95% CI 0.78-0.95) in the external validation cohort. Patients classified into the high-risk group (≥ 195 points) exhibited significantly higher hemorrhage risk compared with those in the low-risk group.

Conclusions: The developed nomogram effectively integrates clinical and radiological factors to accurately predict individualized 5-year symptomatic hemorrhage risk in patients with sporadic CCMs, providing valuable support for personalized clinical decision-making.

预测散发性脑海绵状畸形症状性出血风险的nomogram (nomogram)的发展与验证。
目的:本研究的目的是开发并外部验证一种nomogram预测散发性脑海绵状血管瘤(CCMs)患者个体化5年症状性出血风险。方法:对两个前瞻性多中心队列中诊断为散发性CCMs的患者进行分析。通过多变量Cox回归分析确定症状性出血的独立预测因素,并将其整合到预测nomogram中。使用c指数、校准曲线、决策曲线和曲线下面积来评估nomogram性能。根据最佳nomogram临界值将患者分为高危组和低危组。结果:培训队列纳入331例患者(女性173例,平均年龄39.1岁),外部验证队列纳入57例患者(女性31例,平均年龄39.2岁)。多因素Cox回归分析发现,既往出血(HR 2.66)、病变大小bbb1.5 cm (HR 2.89)、并发发育静脉异常(HR 2.24)、脑干位置(HR 4.04)和Zabramski I型病变(HR 3.65)是症状性出血的独立预测因素。开发的nomogram显示出很强的预测准确性,训练队列的c指数为0.81 (95% CI 0.75-0.87),外部验证队列的c指数为0.87 (95% CI 0.78-0.95)。高危组(≥195分)患者出血风险明显高于低危组。结论:所建立的nomogram影像图有效地整合了临床和影像学因素,可准确预测散发性CCMs患者5年个体化症状性出血风险,为个体化临床决策提供有价值的支持。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Journal of neurosurgery
Journal of neurosurgery 医学-临床神经学
CiteScore
7.20
自引率
7.30%
发文量
1003
审稿时长
1 months
期刊介绍: The Journal of Neurosurgery, Journal of Neurosurgery: Spine, Journal of Neurosurgery: Pediatrics, and Neurosurgical Focus are devoted to the publication of original works relating primarily to neurosurgery, including studies in clinical neurophysiology, organic neurology, ophthalmology, radiology, pathology, and molecular biology. The Editors and Editorial Boards encourage submission of clinical and laboratory studies. Other manuscripts accepted for review include technical notes on instruments or equipment that are innovative or useful to clinicians and researchers in the field of neuroscience; papers describing unusual cases; manuscripts on historical persons or events related to neurosurgery; and in Neurosurgical Focus, occasional reviews. Letters to the Editor commenting on articles recently published in the Journal of Neurosurgery, Journal of Neurosurgery: Spine, and Journal of Neurosurgery: Pediatrics are welcome.
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