Pattern-based volumetric CT quantification to predict radiation pneumonitis in patients with non-small-cell lung cancer who have diffuse parenchymal lung disease.
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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引用次数: 0
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.
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.