首页> 外文期刊>Radiotherapy and oncology: Journal of the European Society for Therapeutic Radiology and Oncology >External validation of three dimensional conformal radiotherapy based NTCP models for patient-rated xerostomia and sticky saliva among patients treated with intensity modulated radiotherapy
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External validation of three dimensional conformal radiotherapy based NTCP models for patient-rated xerostomia and sticky saliva among patients treated with intensity modulated radiotherapy

机译:基于三维适形放射治疗的NTCP模型在强度调制放射治疗患者中对患者额定的口干症和唾液黏性的外部验证

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Purpose: The purpose of this study was to investigate the ability of predictive models for patient-rated xerostomia (XER 6M) and sticky saliva (STIC 6M) at 6 months after completion of primary (chemo)radiation developed in head and neck cancer patients treated with 3D-conformal radiotherapy (3D-CRT) to predict outcome in patients treated with intensity modulated radiotherapy (IMRT). Methods and materials: Recently, we published the results of a prospective study on predictive models for patient-rated xerostomia and sticky saliva in head and neck cancer patients treated with 3D-CRT (3D-CRT based NTCP models). The 3D-CRT based model for XER 6M consisted of three factors, including the mean parotid dose, age, and baseline xerostomia (none versus a bit). The 3D-CRT based model for STIC 6M consisted of the mean submandibular dose, age, the mean sublingual dose, and baseline sticky saliva (none versus a bit). In the current study, a population consisting of 162 patients treated with IMRT was used to test the external validity of these 3D-CRT based models. External validity was described by the explained variation (R 2 Nagelkerke) and the Brier score. The discriminative abilities of the models were calculated using the area under the receiver operating curve (AUC) and calibration (i.e. the agreement between predicted and observed outcome) was assessed with the Hosmer-Lemeshow "goodness-of-fit" test. Results: Overall model performance of the 3D-CRT based predictive models for XER 6M and STIC 6M was significantly worse in terms of the Brier score and R 2 Nagelkerke among patients treated with IMRT. Moreover the AUC for both 3D-CRT based models in the IMRT treated patients were markedly lower. The Hosmer-Lemeshow test showed a significant disagreement for both models between predicted risk and observed outcome. Conclusion: 3D-CRT based models for patient-rated xerostomia and sticky saliva among head and neck cancer patients treated with primary radiotherapy or chemoradiation turned out to be less valid for patients treated with IMRT. The main message from these findings is that models developed in a population treated with a specific technique cannot be generalised and extrapolated to a population treated with another technique without external validation.
机译:目的:本研究的目的是研究在治疗的头颈癌患者完成的原发(化学)放疗完成后6个月,对患者定型的口干症(XER 6M)和唾液黏性(STIC 6M)的预测模型的能力与3D适形放射疗法(3D-CRT)结合使用,以预测接受强度调制放射疗法(IMRT)治疗的患者的结局。方法和材料:最近,我们发表了一项前瞻性研究的结果,该结果涉及使用3D-CRT(基于3D-CRT的NTCP模型)治疗的头颈癌患者的口干症和黏性唾液预测模型。基于3D-CRT的XER 6M模型由三个因素组成,包括腮腺平均剂量,年龄和基线口腔干燥症(无或有一点点)。基于3D-CRT的STIC 6M模型由下颌平均剂量,年龄,舌下平均剂量和基线黏性唾液组成(无或有一点点)。在当前的研究中,由162名接受IMRT治疗的患者组成的人群用于测试这些基于3D-CRT的模型的外部有效性。外部有效性通过解释的变异(R 2 Nagelkerke)和Brier得分来描述。使用接收器工作曲线(AUC)下的面积计算模型的判别能力,并使用Hosmer-Lemeshow“拟合优度”检验评估校准(即预测结果与观察到的结果之间的一致性)。结果:就IMRT治疗的患者而言,基于3D-CRT的XER 6M和STIC 6M预测模型的总体模​​型性能在Brier评分和R 2 Nagelkerke方面均明显较差。此外,在接受IMRT治疗的患者中,两种基于3D-CRT的模型的AUC均显着降低。 Hosmer-Lemeshow测试表明,两种模型在预测风险和观察到的结果之间存在重大分歧。结论:基于3D-CRT的头放射治疗或化学放射治疗的头颈部癌症患者的口干症和唾液粘稠度评估模型对于IMRT治疗的患者无效。这些发现的主要信息是,在没有外部验证的情况下,无法将使用特定技术处理过的种群开发的模型推广并外推到使用另一种技术处理过的种群。

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