A novel predictor for dosimetry data of lung and the radiation pneumonitis incidence prior to SBRT in lung cancer patients

被引:0
|
作者
Yang, Xiong [1 ]
Dai, Zeyi [2 ]
Song, Hongbing [1 ]
Gong, Hongyun [1 ]
Li, Xiangpan [1 ]
机构
[1] Wuhan Univ, Renmin Hosp, Dept Radiat Oncol, 238 Jiefang Rd, Wuhan 430060, Hubei, Peoples R China
[2] Wuhan Univ, Inst Adv Studies, Wuhan 430072, Hubei, Peoples R China
来源
SCIENTIFIC REPORTS | 2024年 / 14卷 / 01期
关键词
Lung cancer; Radiation pneumonitis; Lung tumor ratio; Stereotactic body radiation therapy; Machine learning models; STEREOTACTIC BODY RADIOTHERAPY; COMPLICATION PROBABILITY; POOLED ANALYSIS; THERAPY SBRT; EFFICACY; DISEASE; THORAX; IMPACT; SAFETY; RISK;
D O I
10.1038/s41598-024-69293-8
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Normal tissue complication probability (NTCP) models for radiation pneumonitis (RP) in lung cancer patients with stereotactic body radiation therapy (SBRT), which based on dosimetric data from treatment planning, are limited to patients who have already received radiation therapy (RT). This study aims to identify a novel predictive factor for lung dose distribution and RP probability before devising actionable SBRT plans for lung cancer patients. A comprehensive correlation analysis was performed on the clinical and dose parameters of lung cancer patients who underwent SBRT. Linear regression models were utilized to analyze the dosimetric data of lungs. The performance of the regression models was evaluated using mean squared error (MSE) and the coefficient of determination (R2). Correlational analysis revealed that most clinical data exhibited weak correlations with dosimetric data. However, nearly all dosimetric variables showed "strong" or "very strong" correlations with each other, particularly concerning the mean dose of the ipsilateral lung (MI) and the other dosimetric parameters. Further study verified that the lung tumor ratio (LTR) was a significant predictor for MI, which could predict the incidence of RP. As a result, LTR can predict the probability of RP without the need to design an elaborate treatment plan. This study, as the first to offer a comprehensive correlation analysis of dose parameters, explored the specific relationships among them. Significantly, it identified LTR as a novel predictor for both dose parameters and the incidence of RP, without the need to design an elaborate treatment plan.
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页数:11
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