Automated CT quantification of interstitial lung abnormality and interstitial lung disease according to the Fleischner Society in patients with resectable lung cancer: prognostic significance

被引:19
作者
Ahn, Yura [1 ,2 ]
Lee, Sang Min [1 ,2 ]
Choi, Sehoon [3 ]
Lee, Ji Sung [4 ]
Choe, Jooae [1 ,2 ]
Do, Kyung-Hyun [1 ,2 ]
Seo, Joon Beom [1 ,2 ]
机构
[1] Univ Ulsan, Coll Med, Asan Med Ctr, Dept Radiol, 88 Olymp-Ro 43-Gil, Seoul 138736, South Korea
[2] Univ Ulsan, Coll Med, Res Inst Radiol, Asan Med Ctr, 88 Olymp-Ro 43-Gil, Seoul 138736, South Korea
[3] Univ Ulsan, Coll Med, Asan Med Ctr, Dept Cardiothorac Surg, Seoul, South Korea
[4] Univ Ulsan, Coll Med, Asan Med Ctr, Dept Clin Epidemiol & Biostat, Seoul, South Korea
基金
新加坡国家研究基金会;
关键词
Deep learning; Lung disease; interstitial; Lung cancer; Prognosis;
D O I
10.1007/s00330-023-09783-x
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
ObjectiveTo assess the prognostic significance of automatically quantified interstitial lung abnormality (ILA) according to the definition by the Fleischner Society in patients with resectable non-small-cell lung cancer (NSCLC).MethodsPatients who underwent lobectomy or pneumonectomy for NSCLC between January 2015 and December 2019 were retrospectively included. Preoperative CT scans were analyzed using the commercially available deep-learning-based automated quantification software for ILA. According to quantified results and the definition by the Fleischner Society and multidisciplinary discussion, patients were divided into normal, ILA, and interstitial lung disease (ILD) groups.ResultsOf the 1524 patients, 87 (5.7%) and 20 (1.3%) patients had ILA and ILD, respectively. Both ILA (HR, 1.81; 95% CI: 1.25-2.61; p = .002) and ILD (HR, 5.26; 95% CI: 2.99-9.24; p < .001) groups had poor recurrence-free survival (RFS). Overall survival (OS) decreased (HR 2.13 [95% CI: 1.27-3.58; p = .004] for the ILA group and 7.20 [95% CI: 3.80-13.62, p < .001] for the ILD group) as the disease severity increased. Both quantified fibrotic and non-fibrotic ILA components were associated with poor RFS (HR, 1.57; 95% CI: 1.12-2.21; p = .009; and HR, 1.11; 95% CI: 1.01-1.23; p = .03) and OS (HR, 1.59; 95% CI: 1.06-2.37; p = .02; and HR, 1.17; 95% CI: 1.03-1.33; and p = .01) in normal and ILA groups.ConclusionsThe automated CT quantification of ILA based on the definition by the Fleischner Society predicts outcomes of patients with resectable lung cancer based on the disease category and quantified fibrotic and non-fibrotic ILA components.
引用
收藏
页码:8251 / 8262
页数:12
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