A Model to Assess Time to Treatment in Children with Optic Pathway Gliomas

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Abstract

The objective of the present study is to identify factors that may be of prognostic value to predict the need for chemotherapy in paediatric patients with optic pathway gliomas (OPGs) and to propose a screening protocol where the hazard rate for the time from diagnosis to initiation of therapy can be estimated in each patient individually. A search in the national Low Grade Glioma (LGG) database was performed allowing identification of 93 children with OPGs from 21 participating centers in the UK. A variable selection procedure based on stepwise regression was applied to identify the significant risk factors that are of prognostic value to predict the need for treatment. A Receiver Operating Characteristic (ROC) curve was used to determine the optimal threshold for classifying the patients. The influence of the available risk factors on the time from diagnosis to initiation of therapy was assessed by a Cox proportional hazards model. Children without Neurofibromatosis type 1 (NF 1) were more likely to have tumour involvement of the most posterior visual pathway. Children with posterior tumour involvement and subjects with poor visual acuity (VA) and younger age at diagnosis were found to be the groups with the highest risk of receiving treatment. Three diagnostic groups (high, moderate, and low risk) were defined with respect to their estimated probability of receiving treatment. Individualized hazard function plots and point estimations for the probability of the need of treatment may modify the frequency and duration of follow-up evaluations in OPG patients.
评估儿童视神经胶质瘤治疗时间的模型
本研究的目的是确定可能具有预后价值的因素,以预测患有视神经胶质瘤(OPGs)的儿科患者是否需要化疗,并提出一种筛查方案,在该方案中,从诊断到开始治疗的危险率可以在每个患者中单独估计。在国家低级别胶质瘤(LGG)数据库中进行了搜索,允许识别来自英国21个参与中心的93名患有opg的儿童。采用基于逐步回归的变量选择程序来确定具有预测治疗需要的预后价值的重要危险因素。采用受试者工作特征(ROC)曲线确定患者分类的最佳阈值。可用的危险因素对从诊断到开始治疗时间的影响通过Cox比例风险模型进行评估。无1型神经纤维瘤病(NF - 1)的儿童更容易肿瘤累及最后视通路。儿童后侧肿瘤受累,视力差(VA)和诊断时年龄较小的受试者被发现是接受治疗的最高风险群体。根据他们接受治疗的估计概率,定义了三个诊断组(高、中、低风险)。个性化的危险函数图和治疗需要概率的点估计可能会改变OPG患者随访评估的频率和持续时间。
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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