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Opportunistic AI-enabled automated bone mineral density measurements in lung cancer screening and coronary calcium scoring CT scans are equivalent
RATIONALE AND OBJECTIVES: We previously reported a novel manual method for measuring bone mineral density (BMD) in coronary artery calcium (CAC) scans and validated our method against Dual X-Ray Absorptiometry (DEXA). Furthermore, we have developed and validated an artificial intelligence (AI) based...
Autores principales: | , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10196960/ https://www.ncbi.nlm.nih.gov/pubmed/37214544 http://dx.doi.org/10.1016/j.ejro.2023.100492 |
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author | Naghavi, Morteza De Oliveira, Isabel Mao, Song Shou Jaberzadeh, Amirhossein Montoya, Juan Zhang, Chenyu Atlas, Kyle Manubolu, Venkat Montes, Marlon Li, Dong Atlas, Thomas Reeves, Anthony Henschke, Claudia Yankelevitz, David Budoff, Matthew |
author_facet | Naghavi, Morteza De Oliveira, Isabel Mao, Song Shou Jaberzadeh, Amirhossein Montoya, Juan Zhang, Chenyu Atlas, Kyle Manubolu, Venkat Montes, Marlon Li, Dong Atlas, Thomas Reeves, Anthony Henschke, Claudia Yankelevitz, David Budoff, Matthew |
author_sort | Naghavi, Morteza |
collection | PubMed |
description | RATIONALE AND OBJECTIVES: We previously reported a novel manual method for measuring bone mineral density (BMD) in coronary artery calcium (CAC) scans and validated our method against Dual X-Ray Absorptiometry (DEXA). Furthermore, we have developed and validated an artificial intelligence (AI) based automated BMD (AutoBMD) measurement as an opportunistic add-on to CAC scans that recently received FDA approval. In this report, we present evidence of equivalency between AutoBMD measurements in cardiac vs lung CT scans. MATERIALS AND METHODS: AI models were trained using 132 cases with 7649 (3 mm) slices for CAC, and 37 cases with 21918 (0.5 mm) slices for lung scans. To validate AutoBMD against manual measurements, we used 6776 cases of BMD measured manually on CAC scans in the Multi-Ethnic Study of Atherosclerosis (MESA). We then used 165 additional cases from Harbor UCLA Lundquist Institute to compare AutoBMD in patients who underwent both cardiac and lung scans on the same day. RESULTS: Mean±SD for age was 69 ± 9.4 years with 52.4% male. AutoBMD in lung and cardiac scans, and manual BMD in cardiac scans were 153.7 ± 43.9, 155.1 ± 44.4, and 163.6 ± 45.3 g/cm(3), respectively (p = 0.09). Bland-Altman agreement analysis between AutoBMD lung and cardiac scans resulted in 1.37 g/cm(3) mean differences. Pearson correlation coefficient between lung and cardiac AutoBMD was R(2) = 0.95 (p < 0.0001). CONCLUSION: Opportunistic BMD measurement using AutoBMD in CAC and lung cancer screening scans is promising and yields similar results. No extra radiation plus the high prevalence of asymptomatic osteoporosis makes AutoBMD an ideal screening tool for osteopenia and osteoporosis in CT scans done for other reasons. |
format | Online Article Text |
id | pubmed-10196960 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-101969602023-05-20 Opportunistic AI-enabled automated bone mineral density measurements in lung cancer screening and coronary calcium scoring CT scans are equivalent Naghavi, Morteza De Oliveira, Isabel Mao, Song Shou Jaberzadeh, Amirhossein Montoya, Juan Zhang, Chenyu Atlas, Kyle Manubolu, Venkat Montes, Marlon Li, Dong Atlas, Thomas Reeves, Anthony Henschke, Claudia Yankelevitz, David Budoff, Matthew Eur J Radiol Open Article RATIONALE AND OBJECTIVES: We previously reported a novel manual method for measuring bone mineral density (BMD) in coronary artery calcium (CAC) scans and validated our method against Dual X-Ray Absorptiometry (DEXA). Furthermore, we have developed and validated an artificial intelligence (AI) based automated BMD (AutoBMD) measurement as an opportunistic add-on to CAC scans that recently received FDA approval. In this report, we present evidence of equivalency between AutoBMD measurements in cardiac vs lung CT scans. MATERIALS AND METHODS: AI models were trained using 132 cases with 7649 (3 mm) slices for CAC, and 37 cases with 21918 (0.5 mm) slices for lung scans. To validate AutoBMD against manual measurements, we used 6776 cases of BMD measured manually on CAC scans in the Multi-Ethnic Study of Atherosclerosis (MESA). We then used 165 additional cases from Harbor UCLA Lundquist Institute to compare AutoBMD in patients who underwent both cardiac and lung scans on the same day. RESULTS: Mean±SD for age was 69 ± 9.4 years with 52.4% male. AutoBMD in lung and cardiac scans, and manual BMD in cardiac scans were 153.7 ± 43.9, 155.1 ± 44.4, and 163.6 ± 45.3 g/cm(3), respectively (p = 0.09). Bland-Altman agreement analysis between AutoBMD lung and cardiac scans resulted in 1.37 g/cm(3) mean differences. Pearson correlation coefficient between lung and cardiac AutoBMD was R(2) = 0.95 (p < 0.0001). CONCLUSION: Opportunistic BMD measurement using AutoBMD in CAC and lung cancer screening scans is promising and yields similar results. No extra radiation plus the high prevalence of asymptomatic osteoporosis makes AutoBMD an ideal screening tool for osteopenia and osteoporosis in CT scans done for other reasons. Elsevier 2023-05-13 /pmc/articles/PMC10196960/ /pubmed/37214544 http://dx.doi.org/10.1016/j.ejro.2023.100492 Text en © 2023 Published by Elsevier Ltd. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Article Naghavi, Morteza De Oliveira, Isabel Mao, Song Shou Jaberzadeh, Amirhossein Montoya, Juan Zhang, Chenyu Atlas, Kyle Manubolu, Venkat Montes, Marlon Li, Dong Atlas, Thomas Reeves, Anthony Henschke, Claudia Yankelevitz, David Budoff, Matthew Opportunistic AI-enabled automated bone mineral density measurements in lung cancer screening and coronary calcium scoring CT scans are equivalent |
title | Opportunistic AI-enabled automated bone mineral density measurements in lung cancer screening and coronary calcium scoring CT scans are equivalent |
title_full | Opportunistic AI-enabled automated bone mineral density measurements in lung cancer screening and coronary calcium scoring CT scans are equivalent |
title_fullStr | Opportunistic AI-enabled automated bone mineral density measurements in lung cancer screening and coronary calcium scoring CT scans are equivalent |
title_full_unstemmed | Opportunistic AI-enabled automated bone mineral density measurements in lung cancer screening and coronary calcium scoring CT scans are equivalent |
title_short | Opportunistic AI-enabled automated bone mineral density measurements in lung cancer screening and coronary calcium scoring CT scans are equivalent |
title_sort | opportunistic ai-enabled automated bone mineral density measurements in lung cancer screening and coronary calcium scoring ct scans are equivalent |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10196960/ https://www.ncbi.nlm.nih.gov/pubmed/37214544 http://dx.doi.org/10.1016/j.ejro.2023.100492 |
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