Does Adjuvant Radiotherapy Enhance Survival in Intracranial Solitary Fibrous Tumor Patients?

IF 1.9 4区 医学 Q3 CLINICAL NEUROLOGY
World neurosurgery Pub Date : 2025-02-01 Epub Date: 2024-12-31 DOI:10.1016/j.wneu.2024.12.004
Sakhr Alshwayyat, Haya Kamal, Tala Abdulsalam Alshwayyat, Mustafa Alshwayyat, Mesk Alkhatib, Ayah Erjan
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引用次数: 0

Abstract

Objective: Intracranial solitary fibrous tumor is a rare central nervous system tumor that lacks a reliable prognostic clinical model. Uncertainty persists regarding the treatment outcomes of surgery and adjuvant radiotherapy (ART). To address this, we investigated the efficacy of ART and applied machine learning (ML) to develop accurate prognostic models.

Methods: The Surveillance, Epidemiology, and End Results database was used for this study's analysis. To identify the prognostic variables, we conducted Cox regression analysis and constructed prognostic models using 5 ML algorithms to predict 5-year survival. A validation method incorporating the area under the curve of the receiver operating characteristic curve was used to validate the accuracy and reliability of the models. We investigated the role of ART and surgery using Kaplan-Meier survival analysis, competing risk analysis, and Bias Reduction through Analysis of Competing Events method.

Results: The study population comprised 747 patients. Among them are 316 patients with "surgery" and 431 patients with "surgery + ART." The therapeutic groups showed significant differences in overall survival. Multivariate Cox regression analysis revealed that older age and surgery alone were poor prognostic factors. The most significant prognostic factors were the local tumor excision, followed by lobectomy and age.

Conclusions: Although ART did not lead to a substantial decrease in cancer-specific deaths, it did improve overall survival. This underscores the broader health benefits of ART, including effective management of comorbid conditions. Caution is advised when interpreting these survival benefits because of potential confounding factors in patient health and treatment management. Our web tool and ML models aid in clinical decision-making.

辅助放疗能提高颅内孤立性纤维性肿瘤患者的生存率吗?
目的:颅内孤立性纤维性肿瘤(SFT)是一种罕见的中枢神经系统肿瘤,缺乏可靠的临床预后模型。手术和辅助放疗(ART)的治疗结果仍然存在不确定性。为了解决这个问题,我们研究了ART的疗效,并应用机器学习(ML)来开发准确的预后模型。方法:采用SEER数据库进行分析。为了确定预后变量,我们进行了Cox回归分析,并使用五种ML算法构建了预后模型来预测5年生存率。采用受试者工作特征(ROC)曲线下面积(AUC)验证方法验证模型的准确性和可靠性。我们采用Kaplan Meier生存分析、竞争风险分析和BRACE方法调查ART和手术的作用。结果:研究人群包括747例患者。其中“手术”316例,“手术+ ART”431例。治疗组总生存期(OS)差异有统计学意义。多因素Cox回归分析显示,年龄和单纯手术是不良预后因素。最重要的预后因素是局部肿瘤切除,其次是肺叶切除术和年龄。结论:虽然ART并没有导致癌症特异性死亡的显著减少,但它确实改善了OS。这强调了抗逆转录病毒治疗更广泛的健康益处,包括对合并症的有效管理。由于患者健康和治疗管理中潜在的混杂因素,在解释这些生存益处时应谨慎。我们的网络工具和机器学习模型有助于临床决策。
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
World neurosurgery
World neurosurgery CLINICAL NEUROLOGY-SURGERY
CiteScore
3.90
自引率
15.00%
发文量
1765
审稿时长
47 days
期刊介绍: World Neurosurgery has an open access mirror journal World Neurosurgery: X, sharing the same aims and scope, editorial team, submission system and rigorous peer review. The journal''s mission is to: -To provide a first-class international forum and a 2-way conduit for dialogue that is relevant to neurosurgeons and providers who care for neurosurgery patients. The categories of the exchanged information include clinical and basic science, as well as global information that provide social, political, educational, economic, cultural or societal insights and knowledge that are of significance and relevance to worldwide neurosurgery patient care. -To act as a primary intellectual catalyst for the stimulation of creativity, the creation of new knowledge, and the enhancement of quality neurosurgical care worldwide. -To provide a forum for communication that enriches the lives of all neurosurgeons and their colleagues; and, in so doing, enriches the lives of their patients. Topics to be addressed in World Neurosurgery include: EDUCATION, ECONOMICS, RESEARCH, POLITICS, HISTORY, CULTURE, CLINICAL SCIENCE, LABORATORY SCIENCE, TECHNOLOGY, OPERATIVE TECHNIQUES, CLINICAL IMAGES, VIDEOS
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