Machine learning and prediction of all-cause mortality in COPD

M Moll, D Qiao, EA Regan, GM Hunninghake, BJ Make… - Chest, 2020 - Elsevier
Background COPD is a leading cause of mortality. Research Question We hypothesized that
applying machine learning to clinical and quantitative CT imaging features would improve …

Impact of image pre-processing methods on computed tomography radiomics features in chronic obstructive pulmonary disease

RC Au, WC Tan, J Bourbeau, JC Hogg… - Physics in Medicine & …, 2021 - iopscience.iop.org
Computed tomography (CT) imaging texture-based radiomics analysis can be used to
assess chronic obstructive pulmonary disease (COPD). However, different image pre …

The importance of low-dose CT screening to identify emphysema in asymptomatic participants with and without a prior diagnosis of COPD

D Steiger, MF Siddiqi, R Yip, DF Yankelevitz… - Clinical imaging, 2021 - Elsevier
Abstract Purpose Chronic Obstructive Pulmonary Disease (COPD) includes chronic
bronchitis, small airways disease, and emphysema. Diagnosis of COPD requires spirometric …

[HTML][HTML] Pulmonary emphysema regional distribution and extent assessed by chest computed tomography is associated with pulmonary function impairment in …

P Gomes, HN Bastos, A Carvalho, A Lobo… - Frontiers in …, 2021 - frontiersin.org
Objective: This study aimed to evaluate how emphysema extent and its regional distribution
quantified by chest CT are associated with clinical and functional severity in patients with …

[HTML][HTML] The role of chest computed tomography in the evaluation and management of the patient with chronic obstructive pulmonary disease

WW Labaki, CH Martinez, FJ Martinez… - American journal of …, 2017 - atsjournals.org
Chronic obstructive pulmonary disease (COPD) exhibits significant heterogeneity in its
clinical presentation and rate of disease progression among affected individuals, owing at …

[HTML][HTML] Development and validation of a claims-based prediction model for COPD severity

D Macaulay, SX Sun, RA Sorg, SY Yan, G De… - Respiratory …, 2013 - Elsevier
Background Administrative claims are an important data source for COPD research but lack
a validated measure of patient COPD severity, which is an important determinant of …

Differentiating COPD and asthma using quantitative CT imaging and machine learning

A Moslemi, K Kontogianni, J Brock… - European …, 2022 - Eur Respiratory Soc
Background There are similarities and differences between chronic obstructive pulmonary
disease (COPD) and asthma patients in terms of computed tomography (CT) disease …

[HTML][HTML] Longitudinal computed tomography and magnetic resonance imaging of COPD: Thoracic Imaging Network of Canada (TINCan) study objectives

M Kirby, D Pike, DG McCormack, DD Sin… - … Diseases: Journal of …, 2014 - ncbi.nlm.nih.gov
Although the human and societal burden and cost of COPD is staggering, there are few
clinical tools that provide earlier diagnoses or a means to regionally monitor disease in a …

Incidental findings on chest CT imaging are associated with increased COPD exacerbations and mortality

PM Jairam, Y van der Graaf, JWJ Lammers… - Thorax, 2015 - thorax.bmj.com
Background This study aimed to evaluate whether incidental CT findings of emphysema,
airway thickening and bronchiectasis, as seen on CT scans performed for other non …

[HTML][HTML] Diagnosis of chronic obstructive pulmonary disease in lung cancer screening computed tomography scans: independent contribution of emphysema, air …

OM Mets, M Schmidt, CF Buckens, MJ Gondrie… - Respiratory …, 2013 - Springer
Background Beyond lung cancer, screening CT contains additional information on other
smoking related diseases (eg chronic obstructive pulmonary disease, COPD). Since …