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Dose-volume histogram parameters for predicting radiation pneumonitis using receiver operating characteristic curve.

机译:使用接收器工作特征曲线预测放射性肺炎的剂量-体积直方图参数。

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To assess the predictability of dose-volume histogram (DVH) parameters for radiation pneumonitis (RP) using receiver operating characteristic (ROC) curve.One hundred and thirty-five cases of locally advanced non-small cell lung cancer patients treated with three-dimensional radiotherapy and chemotherapy were analyzed retrospectively. The end point of follow-up was ≥2 grade RP defined according to the National Cancer Institute Common Terminology Criteria for Adverse Events, version 3.0. The ROC curve was used to explore the predictive sensitivity (SEN), specificity (SPE), positive predictive value (PPV), and negative predictive value (NPV) for potential DVH parameters associated with RP.Relative volumes of total lungs receiving ≥5 Gy (V(5)), ≥10 Gy (V(10)), ≥13 Gy (V(13)), ≥20 Gy (V(20)), and mean lung dose (MLD), were all correlated to the development of RP (p < 0.05), among which V 5 and V 20 were the most important factors (p = 0.045 and 0.037; OR = 3.166 and 3.030). However, collinearity was found between V(5) and V(20) (Spearman's rho 0.771, p < 0.01). The area under the ROC curve was 0.643 and 0.648 for using V(5) and V(20) as predictors. If predictive cut-off values were established as follows: V(5) = 0.8 and V(20) = 0.3, the parameters could provide predictive SEN, SPE, PPV and NPV were 0.387 and 0.581, 0.882 and 0.701, 0.444 and 0.321, and 0.855 and 0.873, respectively.V(5) and V(20) could act as predictors for RP; however, single DVH metrics did not appear to have high predictive power for RP.
机译:使用接收器工作特征(ROC)曲线评估放射性肺炎(RP)剂量-体积直方图(DVH)参数的可预测性.135例局部晚期非小细胞肺癌患者经三维治疗对放疗和化疗进行回顾性分析。根据美国国家癌症研究所不良事件通用术语标准(版本3.0)定义,随访终点为≥2级RP。 ROC曲线用于探讨与RP相关的潜在DVH参数的预测灵敏度(SEN),特异性(SPE),阳性预测值(PPV)和阴性预测值(NPV)。接受≥5Gy的总肺部相对体积(V(5)),≥10 Gy(V(10)),≥13Gy(V(13)),≥20Gy(V(20))和平均肺部剂量(MLD)均与RP的发展(p <0.05),其中V 5和V 20是最重要的因素(p = 0.045和0.037; OR = 3.166和3.030)。但是,在V(5)和V(20)之间发现共线性(Spearman的rho 0.771,p <0.01)。使用V(5)和V(20)作为预测因子,ROC曲线下的面积分别为0.643和0.648。如果按以下方式建立预测截止值:V(5)= 0.8和V(20)= 0.3,则该参数可以提供预测SEN,SPE,PPV和NPV分别为0.387和0.581、0.882和0.701、0.444和0.321,分别为0.855和0.873。V(5)和V(20)可以作为RP的预测因子;但是,单个DVH指标似乎对RP没有很高的预测能力。

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