Deep learning predicts cardiovascular disease risks from lung cancer screening low dose computed tomography

Low dose computed tomography (LDCT) for lung cancer screening offers an opportunity for simultaneous CVD risk estimation in at-risk patients. Here, the authors develop a deep learning model to perform this task, showing human-level performance.

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Autores principales: Hanqing Chao, Hongming Shan, Fatemeh Homayounieh, Ramandeep Singh, Ruhani Doda Khera, Hengtao Guo, Timothy Su, Ge Wang, Mannudeep K. Kalra, Pingkun Yan
Formato: article
Lenguaje:EN
Publicado: Nature Portfolio 2021
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Acceso en línea:https://doaj.org/article/95de7da9fa1641daa7bb2a30bce80781
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spelling oai:doaj.org-article:95de7da9fa1641daa7bb2a30bce807812021-12-02T15:53:07ZDeep learning predicts cardiovascular disease risks from lung cancer screening low dose computed tomography10.1038/s41467-021-23235-42041-1723https://doaj.org/article/95de7da9fa1641daa7bb2a30bce807812021-05-01T00:00:00Zhttps://doi.org/10.1038/s41467-021-23235-4https://doaj.org/toc/2041-1723Low dose computed tomography (LDCT) for lung cancer screening offers an opportunity for simultaneous CVD risk estimation in at-risk patients. Here, the authors develop a deep learning model to perform this task, showing human-level performance.Hanqing ChaoHongming ShanFatemeh HomayouniehRamandeep SinghRuhani Doda KheraHengtao GuoTimothy SuGe WangMannudeep K. KalraPingkun YanNature PortfolioarticleScienceQENNature Communications, Vol 12, Iss 1, Pp 1-10 (2021)
institution DOAJ
collection DOAJ
language EN
topic Science
Q
spellingShingle Science
Q
Hanqing Chao
Hongming Shan
Fatemeh Homayounieh
Ramandeep Singh
Ruhani Doda Khera
Hengtao Guo
Timothy Su
Ge Wang
Mannudeep K. Kalra
Pingkun Yan
Deep learning predicts cardiovascular disease risks from lung cancer screening low dose computed tomography
description Low dose computed tomography (LDCT) for lung cancer screening offers an opportunity for simultaneous CVD risk estimation in at-risk patients. Here, the authors develop a deep learning model to perform this task, showing human-level performance.
format article
author Hanqing Chao
Hongming Shan
Fatemeh Homayounieh
Ramandeep Singh
Ruhani Doda Khera
Hengtao Guo
Timothy Su
Ge Wang
Mannudeep K. Kalra
Pingkun Yan
author_facet Hanqing Chao
Hongming Shan
Fatemeh Homayounieh
Ramandeep Singh
Ruhani Doda Khera
Hengtao Guo
Timothy Su
Ge Wang
Mannudeep K. Kalra
Pingkun Yan
author_sort Hanqing Chao
title Deep learning predicts cardiovascular disease risks from lung cancer screening low dose computed tomography
title_short Deep learning predicts cardiovascular disease risks from lung cancer screening low dose computed tomography
title_full Deep learning predicts cardiovascular disease risks from lung cancer screening low dose computed tomography
title_fullStr Deep learning predicts cardiovascular disease risks from lung cancer screening low dose computed tomography
title_full_unstemmed Deep learning predicts cardiovascular disease risks from lung cancer screening low dose computed tomography
title_sort deep learning predicts cardiovascular disease risks from lung cancer screening low dose computed tomography
publisher Nature Portfolio
publishDate 2021
url https://doaj.org/article/95de7da9fa1641daa7bb2a30bce80781
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