Development and validation of a predictive model for poor initial outcomes after Gamma Knife radiosurgery for trigeminal neuralgia: a prognostic correlative analysis.

IF 3.6 2区 医学 Q1 CLINICAL NEUROLOGY
Sen Wang, Guanqi Chen, Jingwei Xie, Ruyi Yang, Xinjun Wang, Qiao Shan, Wanqing Liu, Dexiao Zhao, Fei Wang, Keke Li, Qingzhu Zhang, Yongkun Guo
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引用次数: 0

Abstract

Objective: The present study aimed to develop a reliable predictive model for identifying preoperative predictors of poor initial outcomes in patients with primary trigeminal neuralgia (PTN) treated with Gamma Knife radiosurgery (GKRS) and further elucidate the clinical significance of these predictors in initial outcomes and long-term pain recurrence.

Methods: A total of 217 PTN patients were divided into a training set (n = 167) and a validation set (n = 50). The initial outcomes of GKRS treatment were assessed based on the Barrow Neurological Institute pain intensity scale. A predictive model was developed through multivariate regression and validated with repeated sampling. The differences in predictors of long-term pain recurrence were assessed using Kaplan-Meier analysis. The association between predictors was tested using chi-square tests, and subgroup analyses were performed to compare initial outcomes and long-term pain recurrence between two clinically significant correlates.

Results: The training and validation sets showed areas under the curve of 0.85 and 0.88, respectively. Calibration curves and decision curve analysis indicated significant clinical benefits in both sets. Independent risk factors for poor initial outcomes included hyperglycemia, absence of neurovascular contact, carbamazepine insensitivity, and atypical pain (trigeminal neuralgia type 2 [TN2]). Carbamazepine insensitivity was moderately associated with TN2 and predicted long-term pain recurrence. Patients with both phenotypes had significantly worse initial outcomes compared with other subgroups (adjusted p = 0.0125).

Conclusions: Patients with both TN2 and carbamazepine insensitivity have the poorest initial treatment outcomes and face an increased risk of recurrence. Furthermore, this predictive model is highly accurate and useful, offering a comprehensive method of identifying PTN patients likely to experience poor initial outcomes based on clinical characteristics and imaging perspectives. The authors believe that the nomogram presented in this model enables clinicians to calculate multiple variables and predict the probability of adverse events.

三叉神经痛伽玛刀放射治疗后不良初始预后预测模型的开发和验证:预后相关分析。
目的:本研究旨在建立一个可靠的预测模型,用于识别伽玛刀放射治疗原发性三叉神经痛(PTN)患者初始预后不良的术前预测因素,并进一步阐明这些预测因素在初始预后和长期疼痛复发中的临床意义。方法:217例PTN患者分为训练组(n = 167)和验证组(n = 50)。根据Barrow神经学研究所疼痛强度量表评估GKRS治疗的初始结果。通过多元回归建立预测模型,并进行反复抽样验证。使用Kaplan-Meier分析评估长期疼痛复发预测因子的差异。使用卡方检验检验预测因素之间的相关性,并进行亚组分析,比较两个临床显著相关因素的初始结局和长期疼痛复发。结果:训练集和验证集的曲线下面积分别为0.85和0.88。校正曲线和决策曲线分析显示两组患者均有显著的临床获益。初始预后不良的独立危险因素包括高血糖、缺乏神经血管接触、卡马西平不敏感和非典型疼痛(2型三叉神经痛[TN2])。卡马西平不敏感与TN2中度相关,并预测长期疼痛复发。两种表型的患者与其他亚组相比,初始结果明显差(调整后p = 0.0125)。结论:TN2和卡马西平不敏感患者的初始治疗效果最差,复发风险增加。此外,该预测模型是高度准确和有用的,提供了一种综合的方法来识别基于临床特征和影像学角度可能经历不良初始结果的PTN患者。作者认为,该模型中呈现的nomogram使临床医生能够计算多个变量并预测不良事件的概率。
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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