Pattern-based volumetric CT quantification to predict radiation pneumonitis in patients with non-small-cell lung cancer who have diffuse parenchymal lung disease.

IF 4 2区 医学 Q2 ONCOLOGY
Translational lung cancer research Pub Date : 2025-05-30 Epub Date: 2025-05-16 DOI:10.21037/tlcr-2025-7
Jonghoon Kim, Min Hwan Kwak, Jae Myoung Noh, You Jin Oh, Hongseok Yoo, Hye Jeon Hwang, Joon Beom Seo, Sung Goo Park, Hong Ryull Pyo, Ho Yun Lee
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Abstract

Background: Diffuse parenchymal lung disease (DPLD) is a well-known risk factor for radiation pneumonitis (RP) after radiation therapy (RT) for lung cancer. However, it is hard to evaluate the exact extent of DPLD and to predict RP. This study sought to quantify the extent of DPLD and to determine which pattern(s) of DPLD lead to RP using texture analysis of pre-treatment computed tomography (CT) scans.

Methods: Lung cancer patients with impaired lung function or fibrosis scheduled for proton therapy were prospectively included. Pre-treatment chest CT was assessed, and patterns were classified semi-automatically by quantitative analysis software. Texture patterns included emphysema, ground-glass opacities (GGOs), reticulation, and honeycombing. Univariable and multivariable logistic regression analyses were used to analyze independent risk factors for RP.

Results: A total of 54 patients [median age, 71.5 years (range, 57-87 years); 50 men] were enrolled from August 2018 to January 2020. RP of grade ≥3 occurred in seven patients (12.9%). The median extent of emphysematous tissue was 4.8% (range, 0-34.1%), and the median interstitial lung disease (ILD) extent was 5.5% (range, 0-27.3%). During the multivariable analysis, the "sex + total ILD extent" and "sex + total fibrosis extent" models showed the best performance. In the first model, RP of grade ≥3 was associated with female sex and a high total ILD percentage [odds ratios (ORs), 18.0 and 1.2, respectively].

Conclusions: High percentage of lung volume occupied by ILD, especially fibrosis correlates with severe RP.

基于模式的体积CT量化预测非小细胞肺癌伴弥漫性肺实质疾病患者的放射性肺炎
背景:弥漫性肺实质疾病(DPLD)是肺癌放射治疗(RT)后放射性肺炎(RP)的危险因素。然而,很难评估DPLD的确切程度和预测RP。本研究试图量化DPLD的程度,并通过预处理计算机断层扫描(CT)的纹理分析来确定DPLD的哪种模式导致RP。方法:前瞻性纳入计划接受质子治疗的肺功能受损或纤维化肺癌患者。评估治疗前胸部CT,定量分析软件半自动分类。纹理模式包括肺气肿、磨玻璃混浊(GGOs)、网状和蜂窝状。采用单变量和多变量logistic回归分析分析RP的独立危险因素。结果:共54例患者[中位年龄71.5岁(范围57 ~ 87岁);从2018年8月到2020年1月,共招募了50名男性。7例(12.9%)患者RP≥3级。肺气肿组织的中位范围为4.8%(范围0-34.1%),间质性肺疾病(ILD)的中位范围为5.5%(范围0-27.3%)。在多变量分析中,“性别+ ILD总程度”和“性别+纤维化总程度”模型表现最好。在第一个模型中,RP≥3级与女性和高总ILD百分比相关[比值比(or)分别为18.0和1.2]。结论:高比例的肺容量被ILD占用,特别是纤维化与严重的RP相关。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
7.20
自引率
2.50%
发文量
137
期刊介绍: Translational Lung Cancer Research(TLCR, Transl Lung Cancer Res, Print ISSN 2218-6751; Online ISSN 2226-4477) is an international, peer-reviewed, open-access journal, which was founded in March 2012. TLCR is indexed by PubMed/PubMed Central and the Chemical Abstracts Service (CAS) Databases. It is published quarterly the first year, and published bimonthly since February 2013. It provides practical up-to-date information on prevention, early detection, diagnosis, and treatment of lung cancer. Specific areas of its interest include, but not limited to, multimodality therapy, markers, imaging, tumor biology, pathology, chemoprevention, and technical advances related to lung cancer.
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