Risk prediction model for radiation pneumonitis in breast cancer radiotherapy based on dose–volume parameters combined with the neutrophil-to-lymphocyte ratio

医学 放射治疗 置信区间 接收机工作特性 乳腺癌 切断 逻辑回归 多元分析 放射性肺炎 肺癌 不良事件通用术语标准 放射科 回顾性队列研究 现行程序术语 多元统计 核医学 内科学 肺炎 癌症 肿瘤科 试验预测值 优势比 比例危险模型 队列 双雷达 人口 危险系数 放射治疗计划 队列研究
作者
Jianliang Zhou,Xiya Liu,Pengrong Lou,Jiming Yang,Qingtao Xu,Xuhao Dai,Wenting Lan,Jiangping Ren
出处
期刊:Frontiers in Oncology [Frontiers Media]
卷期号:16: 1740592-1740592
标识
DOI:10.3389/fonc.2026.1740592
摘要

Purpose: To develop and validate a risk prediction model for radiation pneumonitis (RP) and radiation-induced pulmonary fibrosis (RIPF) following breast cancer radiotherapy by integrating the V40 dose-volume parameter with the neutrophil-to-lymphocyte ratio (NLR), providing guidance for individualized treatment strategies. Methods: This retrospective cohort study analyzed clinical data from 164 patients with breast cancer who underwent postoperative radiotherapy between May 2018 and August 2020. Clinical-pathological characteristics, radiotherapy dosimetric parameters and NLR values were collected at three time points: pre-surgery, 1 week before radiotherapy and 1 month after radiotherapy. Radiation pneumonitis (0-6 months) and RIPF (≥6 months) were assessed according to the Common Terminology Criteria for Adverse Events (version 5.0). Receiver operating characteristic (ROC) curves were used to determine the optimal predictive indicators. Variable selection was performed using least absolute shrinkage and selection operator regression followed by multivariate logistic regression to construct the prediction model. Internal validation was conducted using 1,000 bootstrap resampling iterations. Results: Of the 164 patients, 107 (65.2%) developed varying degrees of RP (grade 1: n = 103, 62.8%; grade 2: n = 4, 2.4%), and 118 (72.0%) developed RIPF (all grade 1). The ROC analysis revealed that ipsilateral lung V40 had superior predictive performance for RIPF (area under the curve [AUC] = 0.728, 95% confidence interval [CI]: 0.651-0.805, cutoff value: 10.45%). The pre-radiotherapy NLR showed significant predictive value for RP (AUC = 0.685, 95% CI: 0.605-0.765, cutoff value: 2.82). Multivariate analysis identified independent risk factors for RP: V40 ≥ 10.45% (odds ratio [OR] = 3.24, 95% CI: 1.78-5.89, P < 0.001), pre-radiotherapy NLR ≥ 2.82 (OR = 2.56, 95% CI: 1.42-4.61, P = 0.002) and regional nodal irradiation (OR = 2.13, 95% CI: 1.18-3.84, P = 0.012). The combined prediction model achieved an AUC of 0.816 (95% CI: 0.748-0.884), significantly outperforming single indicators (ΔAUC = 0.088-0.131, P < 0.05). Bootstrap internal validation demonstrated robust model stability (C-index = 0.803). Conclusions: The integrated prediction model combining V40 and the NLR effectively identifies patients a high risk of RP following breast cancer radiotherapy, facilitating personalized treatment planning and early intervention strategies.

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