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计算机断层扫描与人工智能在评估慢性阻塞性肺疾病合并症中的作用:用于肺癌筛查的一站式 CT 扫描
Authors Lin X, Zhang Z , Zhou T, Li J, Jin Q, Li Y, Guan Y , Xia Y, Zhou X, Fan L
Received 26 November 2024
Accepted for publication 25 April 2025
Published 6 May 2025 Volume 2025:20 Pages 1395—1406
DOI http://doi.org/10.2147/COPD.S508775
Checked for plagiarism Yes
Review by Single anonymous peer review
Peer reviewer comments 2
Editor who approved publication: Dr Jill Ohar
Xiaoqing Lin,1,2,* Ziwei Zhang,1,* Taohu Zhou,1 Jie Li,1,2 Qianxi Jin,1 Yueze Li,1 Yu Guan,1 Yi Xia,1 Xiuxiu Zhou,1 Li Fan1
1Department of Radiology, Second Affiliated Hospital of Naval Medical University, Shanghai, People’s Republic of China; 2College of Health Sciences and Engineering, University of Shanghai for Science and Technology, Shanghai, People’s Republic of China
*These authors contributed equally to this work
Correspondence: Li Fan, Email fanli0930@163.com
Abstract: Chronic obstructive pulmonary disease (COPD) is a major cause of morbidity and mortality worldwide. Comorbidities in patients with COPD significantly increase morbidity, mortality, and healthcare costs, posing a significant burden on the management of COPD. Given the complex clinical manifestations and varying severity of COPD comorbidities, accurate diagnosis and evaluation are particularly important in selecting appropriate treatment options. With the development of medical imaging technology, AI-based chest CT, as a noninvasive imaging modality, provides a detailed assessment of COPD comorbidities. Recent studies have shown that certain radiographic features on chest CT can be used as alternative markers of comorbidities in COPD patients. CT-based radiomics features provided incremental predictive value than clinical risk factors only, predicting an AUC of 0.73 for COPD combined with CVD. However, AI has inherent limitations such as lack of interpretability, and further research is needed to improve them. This review evaluates the progress of AI technology combined with chest CT imaging in COPD comorbidities, including lung cancer, cardiovascular disease, osteoporosis, sarcopenia, excess adipose depots, and pulmonary hypertension, with the aim of improving the understanding of imaging and the management of COPD comorbidities for the purpose of improving disease screening, efficacy assessment, and prognostic evaluation.
Keywords: chronic obstructive pulmonary disease, COPD, cardiovascular disease, CVD, lung cancer, osteoporosis, computed tomography, CT