Evaluation of the impact of cardiopulmonary rehabilitation exercise training on cardiopulmonary function in patients with chronic obstructive pulmonary disease complicated by unstable angina pectoris using a hierarchical deep learning CT image model

CPR not only substantially improves clinical cardiopulmonary function but also induces beneficial structural remodeling of the lung parenchyma, airways, pulmonary vasculature, and heart in patients with COPD complicated by UA pectoris. The DL-based CT image quantification framework provides reliable imaging biomarkers for objectively evaluating rehabilitation efficacy in these comorbid patients, offering new evidence for personalized management of cardiopulmonary comorbidities.

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Publication Details

Journal
Frontiers in Physiology
Published
2026-02-18
DOI
https://doi.org/10.3389/fphys.2026.1735687
Primary Topic
Chronic Obstructive Pulmonary Disease (COPD) Research
Type
article
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article

Evaluation of the impact of cardiopulmonary rehabilitation exercise training on cardiopulmonary function in patients with chronic obstructive pulmonary disease complicated by unstable angina pectoris using a hierarchical deep learning CT image model

Chunmiao Tan, Xiaoling Cheng, Kongyu Xing, Fen Jiang
Frontiers in Physiology
Chronic Obstructive Pulmonary Disease (COPD) Research
article

Evaluation of the impact of cardiopulmonary rehabilitation exercise training on cardiopulmonary function in patients with chronic obstructive pulmonary disease complicated by unstable angina pectoris using a hierarchical deep learning CT image model

Chunmiao Tan, Xiaoling Cheng, Kongyu Xing, Fen Jiang
article en

Abstract

CPR not only substantially improves clinical cardiopulmonary function but also induces beneficial structural remodeling of the lung parenchyma, airways, pulmonary vasculature, and heart in patients with COPD complicated by UA pectoris. The DL-based CT image quantification framework provides reliable imaging biomarkers for objectively evaluating rehabilitation efficacy in these comorbid patients, offering new evidence for personalized management of cardiopulmonary comorbidities.

Frontiers in PhysiologyVol. 17
Changzhou Third People's Hospital (CN), Hainan Medical University (CN)
Good health and well-being
Openalex Percentile: Top 51%
Chronic Obstructive Pulmonary Disease (COPD) Research
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