Cargando…
Latent traits of lung tissue patterns in former smokers derived by dual channel deep learning in computed tomography images
Chronic obstructive pulmonary disease (COPD) is a heterogeneous disease and the traditional variables extracted from computed tomography (CT) images may not be sufficient to describe all the topological features of lung tissues in COPD patients. We employed an unsupervised three-dimensional (3D) con...
Autores principales: | Li, Frank, Choi, Jiwoong, Zou, Chunrui, Newell, John D., Comellas, Alejandro P., Lee, Chang Hyun, Ko, Hongseok, Barr, R. Graham, Bleecker, Eugene R., Cooper, Christopher B., Abtin, Fereidoun, Barjaktarevic, Igor, Couper, David, Han, MeiLan, Hansel, Nadia N., Kanner, Richard E., Paine, Robert, Kazerooni, Ella A., Martinez, Fernando J., O’Neal, Wanda, Rennard, Stephen I., Smith, Benjamin M., Woodruff, Prescott G., Hoffman, Eric A., Lin, Ching-Long |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7921389/ https://www.ncbi.nlm.nih.gov/pubmed/33649381 http://dx.doi.org/10.1038/s41598-021-84547-5 |
Ejemplares similares
-
Longitudinal Imaging-Based Clusters in Former Smokers of the COPD Cohort Associate with Clinical Characteristics: The SubPopulations and Intermediate Outcome Measures in COPD Study (SPIROMICS)
por: Zou, Chunrui, et al.
Publicado: (2021) -
Imaging-based clusters in former smokers of the COPD cohort associate with clinical characteristics: the SubPopulations and intermediate outcome measures in COPD study (SPIROMICS)
por: Haghighi, Babak, et al.
Publicado: (2019) -
Imaging-based clusters in current smokers of the COPD cohort associate with clinical characteristics: the SubPopulations and Intermediate Outcome Measures in COPD Study (SPIROMICS)
por: Haghighi, Babak, et al.
Publicado: (2018) -
Serum amino acid concentrations and clinical outcomes in smokers: SPIROMICS metabolomics study
por: Labaki, Wassim W., et al.
Publicado: (2019) -
Differentiation of quantitative CT imaging phenotypes in asthma versus COPD
por: Choi, Sanghun, et al.
Publicado: (2017)