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Automated Coronary Artery Calcium and Quantitative Emphysema in Lung Cancer Screening: Association With Mortality, Lung Cancer Incidence, and Airflow Obstruction.
- Source :
-
Journal of thoracic imaging [J Thorac Imaging] 2023 Jul 01; Vol. 38 (4), pp. W52-W63. Date of Electronic Publication: 2023 Jan 20. - Publication Year :
- 2023
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Abstract
- Purpose: To assess automated coronary artery calcium (CAC) and quantitative emphysema (percentage of low attenuation areas [%LAA]) for predicting mortality and lung cancer (LC) incidence in LC screening. To explore correlations between %LAA, CAC, and forced expiratory value in 1 second (FEV 1 ) and the discriminative ability of %LAA for airflow obstruction.<br />Materials and Methods: Baseline low-dose computed tomography scans of the BioMILD trial were analyzed using an artificial intelligence software. Univariate and multivariate analyses were performed to estimate the predictive value of %LAA and CAC. Harrell C -statistic and time-dependent area under the curve (AUC) were reported for 3 nested models (Model survey : age, sex, pack-years; Model survey-LDCT : Model survey plus %LAA plus CAC; Model final : Model survey-LDCT plus selected confounders). The correlations between %LAA, CAC, and FEV 1 and the discriminative ability of %LAA for airflow obstruction were tested using the Pearson correlation coefficient and AUC-receiver operating characteristic curve, respectively.<br />Results: A total of 4098 volunteers were enrolled. %LAA and CAC independently predicted 6-year all-cause (Model final hazard ratio [HR], 1.14 per %LAA interquartile range [IQR] increase [95% CI, 1.05-1.23], 2.13 for CAC ≥400 [95% CI, 1.36-3.28]), noncancer (Model final HR, 1.25 per %LAA IQR increase [95% CI, 1.11-1.37], 3.22 for CAC ≥400 [95%CI, 1.62-6.39]), and cardiovascular (Model final HR, 1.25 per %LAA IQR increase [95% CI, 1.00-1.46], 4.66 for CAC ≥400, [95% CI, 1.80-12.58]) mortality, with an increase in concordance probability in Model survey-LDCT compared with Model survey ( P <0.05). No significant association with LC incidence was found after adjustments. Both biomarkers negatively correlated with FEV 1 ( P <0.01). %LAA identified airflow obstruction with a moderate discriminative ability (AUC, 0.738).<br />Conclusions: Automated CAC and %LAA added prognostic information to age, sex, and pack-years for predicting mortality but not LC incidence in an LC screening setting. Both biomarkers negatively correlated with FEV 1 , with %LAA enabling the identification of airflow obstruction with moderate discriminative ability.<br />Competing Interests: The authors declare no conflicts of interest.<br /> (Copyright © 2023 The Author(s). Published by Wolters Kluwer Health, Inc.)
- Subjects :
- Humans
Calcium
Incidence
Early Detection of Cancer
Coronary Vessels
Artificial Intelligence
Lung Neoplasms complications
Lung Neoplasms diagnostic imaging
Pulmonary Emphysema complications
Pulmonary Emphysema diagnostic imaging
Emphysema epidemiology
Coronary Artery Disease complications
Coronary Artery Disease diagnostic imaging
Subjects
Details
- Language :
- English
- ISSN :
- 1536-0237
- Volume :
- 38
- Issue :
- 4
- Database :
- MEDLINE
- Journal :
- Journal of thoracic imaging
- Publication Type :
- Academic Journal
- Accession number :
- 36656144
- Full Text :
- https://doi.org/10.1097/RTI.0000000000000698