KU Leuven - University of Leuven, Department of Oncology - Laboratory Experimental Radiotherapy, Leuven, Belgium; UZ Leuven - University Hospitals Leuven, Department of Radiation Oncology, Leuven, Belgium.
The University of Texas MD Anderson Cancer Center, Department of Radiation Oncology, Houston, USA.
Radiother Oncol. 2019 Dec;141:33-40. doi: 10.1016/j.radonc.2019.09.015. Epub 2019 Oct 17.
PURPOSE/OBJECTIVES: To develop normal tissue complication probability (NTCP) models for postoperative pulmonary and cardiac complications and one-year mortality after preoperative chemoradiotherapy and surgery in oesophageal cancer patients.
691 patients from two institutions (2002-2017) were included; 134 treated with protons. Multivariable logistic regression analyses on 601 patients studied the predictive value of clinical/treatment-related (gender, age, body mass index (BMI), smoking, cardiac comorbidity, chronic obstructive pulmonary disease, histology, cT/N) and dosimetric variables (absolute/relative lung/heart volumes receiving or spared from xGy, mean doses, planning target volume) for the presence of pulmonary complications, cardiac complications and one-year mortality. Model validation was performed using a nonrandom split-sample of 90 patients. Model performance was assessed by AUC and calibration plots.
Respectively 144/601 (24.0%) and 165/601 (27.5%) patients developed a pulmonary or cardiac complication. For pulmonary complications, an NTCP model with optimism-corrected AUC of 0.75 (95%CI = 0.73-0.76) was obtained. The model contained mean lung dose (OR = 1.15, 95%CI = 1.09-1.22, p < 0.001), increasing age (OR = 1.03, 95%CI = 1.01-1.06, p = 0.002), BMI (OR = 1.04, 95%CI = 0.99-1.08, p = 0.084) and squamous cell carcinoma (OR = 3.22, 95%CI = 1.97-5.24, p < 0.001) as predictors. In validation, AUC of 0.79 was obtained (calibration slope 1.26). For cardiac complications, only age (OR = 1.06, 95%CI = 1.04-1.09, p < 0.001) with optimism-corrected AUC of 0.67 (95%CI = 0.65-0.68) was selected. For one-year mortality, an NTCP model with optimism-corrected AUC of 0.63 (95%CI = 0.58-0.66) was obtained. Lung absolute V (OR = 1.0016, 95%CI = 1.0007-1.0026, p = 0.001), cN (OR = 2.45, 95%CI = 1.18-5.09, p = 0.017), cT4 (OR = 2.51, 95%CI = 1.10-5.74, p = 0.029) and cardiac comorbidity (OR = 2.91, 95%CI = 1.46-5.77, p = 0.002) were selected as predictors. At validation, AUC of 0.57 was obtained (calibration slope 0.75).
We were able to build and validate NTCP models for the presence of a postoperative pulmonary complication and for one-year mortality after trimodality treatment in oesophageal cancer.
目的/目标:开发用于预测接受术前放化疗和手术的食管癌患者术后肺部和心脏并发症以及 1 年死亡率的正常组织并发症概率(NTCP)模型。
纳入来自两个机构的 691 例患者(2002-2017 年);其中 134 例采用质子治疗。对 601 例患者进行多变量逻辑回归分析,研究了临床/治疗相关因素(性别、年龄、体重指数(BMI)、吸烟、心脏合并症、慢性阻塞性肺疾病、组织学、cT/N)和剂量学变量(绝对/相对肺/心脏接受或避免 xGy 的体积、平均剂量、计划靶区)对肺部并发症、心脏并发症和 1 年死亡率的预测价值。使用 90 例非随机分割样本进行模型验证。通过 AUC 和校准图评估模型性能。
分别有 144/601(24.0%)和 165/601(27.5%)例患者发生肺部或心脏并发症。对于肺部并发症,获得了校正后 AUC 为 0.75(95%CI=0.73-0.76)的 NTCP 模型。该模型包含平均肺剂量(OR=1.15,95%CI=1.09-1.22,p<0.001)、年龄增加(OR=1.03,95%CI=1.01-1.06,p=0.002)、BMI(OR=1.04,95%CI=0.99-1.08,p=0.084)和鳞状细胞癌(OR=3.22,95%CI=1.97-5.24,p<0.001)作为预测因素。在验证中,获得了 0.79 的 AUC(校准斜率 1.26)。对于心脏并发症,仅年龄(OR=1.06,95%CI=1.04-1.09,p<0.001)具有校正后 AUC 为 0.67(95%CI=0.65-0.68)的预测价值。对于 1 年死亡率,获得了校正后 AUC 为 0.63(95%CI=0.58-0.66)的 NTCP 模型。肺绝对体积(OR=1.0016,95%CI=1.0007-1.0026,p=0.001)、cN(OR=2.45,95%CI=1.18-5.09,p=0.017)、cT4(OR=2.51,95%CI=1.10-5.74,p=0.029)和心脏合并症(OR=2.91,95%CI=1.46-5.77,p=0.002)被选为预测因素。在验证中,获得了 0.57 的 AUC(校准斜率 0.75)。
我们能够为食管癌患者接受三联治疗后肺部并发症的发生和 1 年死亡率建立并验证 NTCP 模型。