Pulmonary emphysema subtypes defined by unsupervised machine learning on CT scans
Pulmonary emphysema subtypes defined by unsupervised machine learning on CT scans
About this item
Full title
Author / Creator
Angelini, Elsa D , Yang, Jie , Balte, Pallavi P , Hoffman, Eric A , Manichaikul, Ani W , Sun, Yifei , Shen, Wei , Austin, John H M , Allen, Norrina B , Bleecker, Eugene R , Bowler, Russell , Cho, Michael H , Cooper, Christopher S , Couper, David , Dransfield, Mark T , Garcia, Christine Kim , Han, MeiLan K , Hansel, Nadia N , Hughes, Emlyn , Jacobs, David R , Kasela, Silva , Kaufman, Joel Daniel , Kim, John Shinn , Lappalainen, Tuuli , Lima, Joao , Malinsky, Daniel , Martinez, Fernando J , Oelsner, Elizabeth C , Ortega, Victor E , Paine, Robert , Post, Wendy , Pottinger, Tess D , Prince, Martin R , Rich, Stephen S , Silverman, Edwin K , Smith, Benjamin M , Swift, Andrew J , Watson, Karol E , Woodruff, Prescott G , Laine, Andrew F and Barr, R Graham
Publisher
England: BMJ Publishing Group Ltd and British Thoracic Society
Journal title
Language
English
Formats
Publication information
Publisher
England: BMJ Publishing Group Ltd and British Thoracic Society
Subjects
More information
Scope and Contents
Contents
BackgroundTreatment and preventative advances for chronic obstructive pulmonary disease (COPD) have been slow due, in part, to limited subphenotypes. We tested if unsupervised machine learning on CT images would discover CT emphysema subtypes with distinct characteristics, prognoses and genetic associations.MethodsNew CT emphysema subtypes were ide...
Alternative Titles
Full title
Pulmonary emphysema subtypes defined by unsupervised machine learning on CT scans
Authors, Artists and Contributors
Author / Creator
Yang, Jie
Balte, Pallavi P
Hoffman, Eric A
Manichaikul, Ani W
Sun, Yifei
Shen, Wei
Austin, John H M
Allen, Norrina B
Bleecker, Eugene R
Bowler, Russell
Cho, Michael H
Cooper, Christopher S
Couper, David
Dransfield, Mark T
Garcia, Christine Kim
Han, MeiLan K
Hansel, Nadia N
Hughes, Emlyn
Jacobs, David R
Kasela, Silva
Kaufman, Joel Daniel
Kim, John Shinn
Lappalainen, Tuuli
Lima, Joao
Malinsky, Daniel
Martinez, Fernando J
Oelsner, Elizabeth C
Ortega, Victor E
Paine, Robert
Post, Wendy
Pottinger, Tess D
Prince, Martin R
Rich, Stephen S
Silverman, Edwin K
Smith, Benjamin M
Swift, Andrew J
Watson, Karol E
Woodruff, Prescott G
Laine, Andrew F
Barr, R Graham
Identifiers
Primary Identifiers
Record Identifier
TN_cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_10592007
Permalink
https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_10592007
Other Identifiers
ISSN
0040-6376,1468-3296
E-ISSN
1468-3296
DOI
10.1136/thorax-2022-219158
