A novel computed tomography radiomic nomogram for early evaluation of small airway dysfunction development
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作者:
Cui, Sijia
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机构:
Hangzhou Med Coll, Zhejiang Prov Peoples Hosp, Peoples Hosp, Rehabil Med Ctr,Dept Radiol, Hangzhou, Zhejiang, Peoples R ChinaHangzhou Med Coll, Zhejiang Prov Peoples Hosp, Peoples Hosp, Rehabil Med Ctr,Dept Radiol, Hangzhou, Zhejiang, Peoples R China
Cui, Sijia
[1
]
Shu, Zhenyu
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机构:
Hangzhou Med Coll, Zhejiang Prov Peoples Hosp, Peoples Hosp, Rehabil Med Ctr,Dept Radiol, Hangzhou, Zhejiang, Peoples R ChinaHangzhou Med Coll, Zhejiang Prov Peoples Hosp, Peoples Hosp, Rehabil Med Ctr,Dept Radiol, Hangzhou, Zhejiang, Peoples R China
Shu, Zhenyu
[1
]
Ma, Yanqing
论文数: 0引用数: 0
h-index: 0
机构:
Hangzhou Med Coll, Zhejiang Prov Peoples Hosp, Peoples Hosp, Rehabil Med Ctr,Dept Radiol, Hangzhou, Zhejiang, Peoples R ChinaHangzhou Med Coll, Zhejiang Prov Peoples Hosp, Peoples Hosp, Rehabil Med Ctr,Dept Radiol, Hangzhou, Zhejiang, Peoples R China
Ma, Yanqing
[1
]
Lin, Yi
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机构:
Hangzhou Med Coll, Zhejiang Prov Peoples Hosp, Peoples Hosp, Rehabil Med Ctr,Dept Radiol, Hangzhou, Zhejiang, Peoples R ChinaHangzhou Med Coll, Zhejiang Prov Peoples Hosp, Peoples Hosp, Rehabil Med Ctr,Dept Radiol, Hangzhou, Zhejiang, Peoples R China
Lin, Yi
[1
]
Wang, Haochu
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Hangzhou Med Coll, Zhejiang Prov Peoples Hosp, Peoples Hosp, Rehabil Med Ctr,Dept Radiol, Hangzhou, Zhejiang, Peoples R ChinaHangzhou Med Coll, Zhejiang Prov Peoples Hosp, Peoples Hosp, Rehabil Med Ctr,Dept Radiol, Hangzhou, Zhejiang, Peoples R China
Wang, Haochu
[1
]
Cao, Hanbo
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机构:
Hangzhou Med Coll, Zhejiang Prov Peoples Hosp, Peoples Hosp, Rehabil Med Ctr,Dept Radiol, Hangzhou, Zhejiang, Peoples R ChinaHangzhou Med Coll, Zhejiang Prov Peoples Hosp, Peoples Hosp, Rehabil Med Ctr,Dept Radiol, Hangzhou, Zhejiang, Peoples R China
Cao, Hanbo
[1
]
Liu, Jing
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机构:
Hangzhou Med Coll, Zhejiang Prov Peoples Hosp, Peoples Hosp, Rehabil Med Ctr,Dept Radiol, Hangzhou, Zhejiang, Peoples R ChinaHangzhou Med Coll, Zhejiang Prov Peoples Hosp, Peoples Hosp, Rehabil Med Ctr,Dept Radiol, Hangzhou, Zhejiang, Peoples R China
Liu, Jing
[1
]
Gong, Xiangyang
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机构:
Hangzhou Med Coll, Zhejiang Prov Peoples Hosp, Peoples Hosp, Rehabil Med Ctr,Dept Radiol, Hangzhou, Zhejiang, Peoples R China
Hangzhou Med Coll, Inst Artificial Intelligence & Remote Imaging, Hangzhou, Peoples R ChinaHangzhou Med Coll, Zhejiang Prov Peoples Hosp, Peoples Hosp, Rehabil Med Ctr,Dept Radiol, Hangzhou, Zhejiang, Peoples R China
Gong, Xiangyang
[1
,2
]
机构:
[1] Hangzhou Med Coll, Zhejiang Prov Peoples Hosp, Peoples Hosp, Rehabil Med Ctr,Dept Radiol, Hangzhou, Zhejiang, Peoples R China
[2] Hangzhou Med Coll, Inst Artificial Intelligence & Remote Imaging, Hangzhou, Peoples R China
small airway dysfunction;
risk factor;
pulmonary function test;
radiomics;
nomogram;
OBSTRUCTIVE PULMONARY-DISEASE;
WEIGHT-LOSS;
ASTHMA;
PREVALENCE;
CHILDREN;
OBESITY;
D O I:
10.3389/fmed.2022.944294
中图分类号:
R5 [内科学];
学科分类号:
1002 ;
100201 ;
摘要:
The common respiratory abnormality, small airway dysfunction (fSAD), is easily neglected. Its prognostic factors, prevalence, and risk factors are unclear. This study aimed to explore the early detection of fSAD using radiomic analysis of computed tomography (CT) images to predict fSAD progress. The patients were divided into fSAD and non-fSAD groups and divided randomly into a training group (n = 190) and a validation group (n = 82) at a 7:3 ratio. Lung kit software was used for automatic delineation of regions of interest (ROI) on chest CT images. The most valuable imaging features were selected and a radiomic score was established for risk assessment. Multivariate logistic regression analysis showed that age, radiomic score, smoking, and history of asthma were significant predictors of fSAD (P < 0.05). Results suggested that the radiomic nomogram model provides clinicians with useful data and could represent a reliable reference to form fSAD clinical treatment strategies.
机构:
Lanzhou Univ, Dept Radiol, Hosp 2, Lanzhou 730030, Peoples R China
Lanzhou Univ, Clin Sch 2, Lanzhou, Peoples R China
Key Lab Med Imaging Gansu Prov, Lanzhou, Peoples R China
Chinese Acad Sci, Inst Automat, CAS Key Lab Mol Imaging, Beijing 100190, Peoples R ChinaLanzhou Univ, Dept Radiol, Hosp 2, Lanzhou 730030, Peoples R China
Zhang, Wenjuan
Fang, Mengjie
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Automat, CAS Key Lab Mol Imaging, Beijing 100190, Peoples R China
Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing, Peoples R ChinaLanzhou Univ, Dept Radiol, Hosp 2, Lanzhou 730030, Peoples R China
Fang, Mengjie
Dong, Di
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Automat, CAS Key Lab Mol Imaging, Beijing 100190, Peoples R China
Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing, Peoples R ChinaLanzhou Univ, Dept Radiol, Hosp 2, Lanzhou 730030, Peoples R China
Dong, Di
Wang, Xiaoxiao
论文数: 0引用数: 0
h-index: 0
机构:
Jiangsu Univ, Dept Radiol, Affiliated Peoples Hosp, Zhenjiang 212002, Jiangsu, Peoples R ChinaLanzhou Univ, Dept Radiol, Hosp 2, Lanzhou 730030, Peoples R China
Wang, Xiaoxiao
Ke, Xiaoai
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Dept Radiol, Hosp 2, Lanzhou 730030, Peoples R China
Lanzhou Univ, Clin Sch 2, Lanzhou, Peoples R China
Key Lab Med Imaging Gansu Prov, Lanzhou, Peoples R ChinaLanzhou Univ, Dept Radiol, Hosp 2, Lanzhou 730030, Peoples R China
Ke, Xiaoai
Zhang, Liwen
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Automat, CAS Key Lab Mol Imaging, Beijing 100190, Peoples R China
Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing, Peoples R ChinaLanzhou Univ, Dept Radiol, Hosp 2, Lanzhou 730030, Peoples R China
Zhang, Liwen
Hu, Chaoen
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Automat, CAS Key Lab Mol Imaging, Beijing 100190, Peoples R China
Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing, Peoples R ChinaLanzhou Univ, Dept Radiol, Hosp 2, Lanzhou 730030, Peoples R China
Hu, Chaoen
Guo, Lingyun
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Clin Sch 2, Lanzhou, Peoples R China
Lanzhou Univ, Dept Gen Surg, Hosp 2, Lanzhou, Peoples R ChinaLanzhou Univ, Dept Radiol, Hosp 2, Lanzhou 730030, Peoples R China
Guo, Lingyun
Guan, Xiaoying
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Clin Sch 2, Lanzhou, Peoples R China
Lanzhou Univ, Dept Pathol, Hosp 2, Lanzhou, Peoples R ChinaLanzhou Univ, Dept Radiol, Hosp 2, Lanzhou 730030, Peoples R China
Guan, Xiaoying
Zhou, Junlin
论文数: 0引用数: 0
h-index: 0
机构:
Lanzhou Univ, Dept Radiol, Hosp 2, Lanzhou 730030, Peoples R China
Lanzhou Univ, Clin Sch 2, Lanzhou, Peoples R China
Key Lab Med Imaging Gansu Prov, Lanzhou, Peoples R ChinaLanzhou Univ, Dept Radiol, Hosp 2, Lanzhou 730030, Peoples R China
Zhou, Junlin
Shan, Xiuhong
论文数: 0引用数: 0
h-index: 0
机构:
Jiangsu Univ, Dept Radiol, Affiliated Peoples Hosp, Zhenjiang 212002, Jiangsu, Peoples R ChinaLanzhou Univ, Dept Radiol, Hosp 2, Lanzhou 730030, Peoples R China
Shan, Xiuhong
Tian, Jie
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Automat, CAS Key Lab Mol Imaging, Beijing 100190, Peoples R China
Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing, Peoples R China
Beihang Univ, Beijing Adv Innovat Ctr Big Data Based Precis Med, Beijing, Peoples R ChinaLanzhou Univ, Dept Radiol, Hosp 2, Lanzhou 730030, Peoples R China