Radiomics for improved detection of chronic obstructive pulmonary disease in low-dose and standard-dose chest CT scans
PR Amudala Puchakayala, VL Sthanam, A Nakhmani… - Radiology, 2023 - pubs.rsna.org
Background Approximately half of adults with chronic obstructive pulmonary disease
(COPD) remain undiagnosed. Chest CT scans are frequently acquired in clinical practice …
(COPD) remain undiagnosed. Chest CT scans are frequently acquired in clinical practice …
Impact of image pre-processing methods on computed tomography radiomics features in chronic obstructive pulmonary disease
Computed tomography (CT) imaging texture-based radiomics analysis can be used to
assess chronic obstructive pulmonary disease (COPD). However, different image pre …
assess chronic obstructive pulmonary disease (COPD). However, different image pre …
A novel CT-based radiomics features analysis for identification and severity staging of COPD
Z Li, L Liu, Z Zhang, X Yang, X Li, Y Gao, K Huang - Academic Radiology, 2022 - Elsevier
Rationale and Objectives To evaluate the role of radiomics based on Chest Computed
Tomography (CT) in the identification and severity staging of chronic obstructive pulmonary …
Tomography (CT) in the identification and severity staging of chronic obstructive pulmonary …
CT whole lung radiomic nomogram: a potential biomarker for lung function evaluation and identification of COPD
TH Zhou, XX Zhou, J Ni, YQ Ma, FY Xu, B Fan… - Military Medical …, 2024 - Springer
Background Computed tomography (CT) plays a great role in characterizing and quantifying
changes in lung structure and function of chronic obstructive pulmonary disease (COPD) …
changes in lung structure and function of chronic obstructive pulmonary disease (COPD) …
CT imaging with machine learning for predicting progression to COPD in individuals at risk
Background Identifying individuals at risk of progressing to COPD may allow for initiation of
treatment to potentially slow the progression of the disease or the selection of subgroups for …
treatment to potentially slow the progression of the disease or the selection of subgroups for …
The value of radiomic features in chronic obstructive pulmonary disease assessment: a prospective study
K Yang, Y Yang, Y Kang, Z Liang, F Wang, Q Li, J Xu… - Clinical Radiology, 2022 - Elsevier
AIM To investigate whether radiomic features could supply additional information in the
assessment of lung function, health status, and exacerbation of chronic obstructive …
assessment of lung function, health status, and exacerbation of chronic obstructive …
Comparison of feature selection methods and machine learning classifiers for predicting chronic obstructive pulmonary disease using texture-based CT lung radiomic …
Rationale Texture-based radiomics analysis of lung computed tomography (CT) images has
been shown to predict chronic obstructive pulmonary disease (COPD) status using machine …
been shown to predict chronic obstructive pulmonary disease (COPD) status using machine …
Quantitative CT lung imaging and machine learning improves prediction of emergency room visits and hospitalizations in COPD
Rationale Predicting increased risk of future healthcare utilization in chronic obstructive
pulmonary disease (COPD) patients is an important goal for improving patient management …
pulmonary disease (COPD) patients is an important goal for improving patient management …
Subtyping COPD by using visual and quantitative CT imaging features
Background Multiple studies have identified COPD subtypes by using visual or quantitative
evaluation of CT images. However, there has been no systematic assessment of a combined …
evaluation of CT images. However, there has been no systematic assessment of a combined …
Chronic obstructive pulmonary disease: thoracic CT texture analysis and machine learning to predict pulmonary ventilation
Background Fixed airflow limitation and ventilation heterogeneity are common in chronic
obstructive pulmonary disease (COPD). Conventional noncontrast CT provides airway and …
obstructive pulmonary disease (COPD). Conventional noncontrast CT provides airway and …