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Automated Coronary Artery Calcium and Quantitative Emphysema in Lung Cancer Screening: Association With Mortality, Lung Cancer Incidence, and Airflow Obstruction
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 discr...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Lippincott Williams & Wilkins
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10287055/ https://www.ncbi.nlm.nih.gov/pubmed/36656144 http://dx.doi.org/10.1097/RTI.0000000000000698 |
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author | Balbi, Maurizio Sabia, Federica Ledda, Roberta E. Milanese, Gianluca Ruggirello, Margherita Silva, Mario Marchianò, Alfonso V. Sverzellati, Nicola Pastorino, Ugo |
author_facet | Balbi, Maurizio Sabia, Federica Ledda, Roberta E. Milanese, Gianluca Ruggirello, Margherita Silva, Mario Marchianò, Alfonso V. Sverzellati, Nicola Pastorino, Ugo |
author_sort | Balbi, Maurizio |
collection | PubMed |
description | 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. 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. 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). 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. |
format | Online Article Text |
id | pubmed-10287055 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Lippincott Williams & Wilkins |
record_format | MEDLINE/PubMed |
spelling | pubmed-102870552023-06-23 Automated Coronary Artery Calcium and Quantitative Emphysema in Lung Cancer Screening: Association With Mortality, Lung Cancer Incidence, and Airflow Obstruction Balbi, Maurizio Sabia, Federica Ledda, Roberta E. Milanese, Gianluca Ruggirello, Margherita Silva, Mario Marchianò, Alfonso V. Sverzellati, Nicola Pastorino, Ugo J Thorac Imaging Web Exclusive Content: Original Articles 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. 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. 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). 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. Lippincott Williams & Wilkins 2023-07 2023-01-20 /pmc/articles/PMC10287055/ /pubmed/36656144 http://dx.doi.org/10.1097/RTI.0000000000000698 Text en Copyright © 2023 The Author(s). Published by Wolters Kluwer Health, Inc. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution-Non Commercial-No Derivatives License 4.0 (https://creativecommons.org/licenses/by-nc-nd/4.0/) (CCBY-NC-ND), where it is permissible to download and share the work provided it is properly cited. The work cannot be changed in any way or used commercially without permission from the journal. http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) |
spellingShingle | Web Exclusive Content: Original Articles Balbi, Maurizio Sabia, Federica Ledda, Roberta E. Milanese, Gianluca Ruggirello, Margherita Silva, Mario Marchianò, Alfonso V. Sverzellati, Nicola Pastorino, Ugo Automated Coronary Artery Calcium and Quantitative Emphysema in Lung Cancer Screening: Association With Mortality, Lung Cancer Incidence, and Airflow Obstruction |
title | Automated Coronary Artery Calcium and Quantitative Emphysema in Lung Cancer Screening: Association With Mortality, Lung Cancer Incidence, and Airflow Obstruction |
title_full | Automated Coronary Artery Calcium and Quantitative Emphysema in Lung Cancer Screening: Association With Mortality, Lung Cancer Incidence, and Airflow Obstruction |
title_fullStr | Automated Coronary Artery Calcium and Quantitative Emphysema in Lung Cancer Screening: Association With Mortality, Lung Cancer Incidence, and Airflow Obstruction |
title_full_unstemmed | Automated Coronary Artery Calcium and Quantitative Emphysema in Lung Cancer Screening: Association With Mortality, Lung Cancer Incidence, and Airflow Obstruction |
title_short | Automated Coronary Artery Calcium and Quantitative Emphysema in Lung Cancer Screening: Association With Mortality, Lung Cancer Incidence, and Airflow Obstruction |
title_sort | automated coronary artery calcium and quantitative emphysema in lung cancer screening: association with mortality, lung cancer incidence, and airflow obstruction |
topic | Web Exclusive Content: Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10287055/ https://www.ncbi.nlm.nih.gov/pubmed/36656144 http://dx.doi.org/10.1097/RTI.0000000000000698 |
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