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Related Concept Videos

Chronic Obstructive Pulmonary Disease-IV: Assessement and Diagnostic Studies01:27

Chronic Obstructive Pulmonary Disease-IV: Assessement and Diagnostic Studies

Assessing and diagnosing Chronic Obstructive Pulmonary Disease (COPD) involves a detailed approach that includes a comprehensive review of medical history, physical examination, and a variety of diagnostic tests. This thorough evaluation is essential to ensure an accurate diagnosis and guide effective management strategies.
Medical History
Chronic Obstructive Pulmonary Disease-I: Introduction01:20

Chronic Obstructive Pulmonary Disease-I: Introduction

Chronic Obstructive Pulmonary Disease (COPD) is a long-lasting respiratory condition requiring continuous attention and care. It is a progressive lung disease that leads to breathing challenges due to airflow obstruction. It manifests as persistent respiratory symptoms and restricted airflow resulting from abnormalities in the airways and alveoli, usually due to long-term exposure to harmful particles or gases. COPD mainly consists of two primary conditions: emphysema and chronic bronchitis.
Chronic Obstructive Pulmonary Disease01:24

Chronic Obstructive Pulmonary Disease

COPD is defined as a heterogeneous lung condition marked by persistent respiratory symptoms such as dyspnea, cough, and sputum production, caused by abnormalities in the airways that cause airflow obstruction.
Smoking is a primary risk factor for COPD, with over 80% of patients having a history of it. Patients typically experience progressive dyspnea or labored breathing, frequent coughing, and recurrent pulmonary infections. Many eventually succumb to respiratory failure, characterized by...
Chronic Obstructive Pulmonary Disease I: Introduction01:23

Chronic Obstructive Pulmonary Disease I: Introduction

Chronic obstructive pulmonary disease is a common, preventable, and treatable respiratory disorder characterized by persistent symptoms and progressive airflow limitation. This limitation results from a combination of small-airway disease (obstructive bronchiolitis) and parenchymal destruction (emphysema), both driven by chronic inflammation from exposure to harmful particles or gases.The disease includes two main pathological entities: emphysema, marked by destruction of alveolar walls and...
Chronic Obstructive Pulmonary Disease-V: Management01:29

Chronic Obstructive Pulmonary Disease-V: Management

Managing Chronic Obstructive Pulmonary Disease (COPD) involves a multifaceted approach to reduce symptoms, prevent exacerbations, improve overall health status, and slow disease progression. Key strategies include lifestyle modifications, pharmacotherapy, supportive therapies, and, in some cases, surgery. Here is an overview of the primary COPD management strategies:
Smoking Cessation
Chronic Obstructive Pulmonary Disease-V: Nursing Management01:30

Chronic Obstructive Pulmonary Disease-V: Nursing Management

Nursing management of Chronic Obstructive Pulmonary Disease (COPD) is crucial for providing thorough care and support to patients. Nurses play an integral role in this process through detailed assessment, careful planning, targeted interventions, and ongoing evaluation. Here's an overview of the critical steps in nursing management for COPD.
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Related Experiment Video

Updated: May 12, 2026

Machine Learning-Based Cough Tone Classification: Diagnostic Exploration of Chronic Obstructive Pulmonary Disease and Respiratory Tract Infections
06:22

Machine Learning-Based Cough Tone Classification: Diagnostic Exploration of Chronic Obstructive Pulmonary Disease and Respiratory Tract Infections

Published on: September 19, 2025

Registration-based lung mechanical analysis of chronic obstructive pulmonary disease (COPD) using a supervised

Sandeep Bodduluri1, John D Newell, Eric A Hoffman

  • 1Department of Biomedical Engineering, The University of Iowa, Iowa City, IA, USA.

Academic Radiology
|April 11, 2013
PubMed
Summary

Computed tomography (CT)-derived biomechanical lung function features effectively assess chronic obstructive pulmonary disease (COPD) presence and severity. These novel biomechanical CT features show promise for improved COPD assessment.

Related Experiment Videos

Last Updated: May 12, 2026

Machine Learning-Based Cough Tone Classification: Diagnostic Exploration of Chronic Obstructive Pulmonary Disease and Respiratory Tract Infections
06:22

Machine Learning-Based Cough Tone Classification: Diagnostic Exploration of Chronic Obstructive Pulmonary Disease and Respiratory Tract Infections

Published on: September 19, 2025

Area of Science:

  • Pulmonary Medicine
  • Radiology
  • Medical Imaging Analysis

Background:

  • Chronic Obstructive Pulmonary Disease (COPD) diagnosis and staging rely on pulmonary function tests.
  • Computed tomography (CT) offers detailed lung imaging, but extracting functional and biomechanical information is an evolving area.
  • Current CT analysis often focuses on density and texture, with limited exploration of biomechanical properties.

Purpose of the Study:

  • To evaluate the performance of CT-derived biomechanical features in assessing lung function.
  • To compare the efficacy of biomechanical CT features against density and textural features for COPD detection and severity grading.
  • To determine the utility of biomechanical CT measures in correlating with established pulmonary function tests and health status metrics.

Main Methods:

  • 162 subjects (Global Initiative for Chronic Obstructive Lung Disease [GOLD] stages 0-4 and non-smokers) underwent CT scans at TLC or FRC.
  • CT-derived biomechanical, density, and textural feature sets were extracted and compared with FEV1%, FEV1/FVC, and St. George's Respiratory Questionnaire scores.
  • Linear forward feature selection and k-nearest neighbor algorithm were employed for feature selection and classification.

Main Results:

  • Biomechanical CT features demonstrated good correlations with pulmonary function tests and health status metrics.
  • For COPD vs. non-COPD classification, biomechanical features achieved an AUC of 0.85, outperforming density (0.83) and texture (0.89) features.
  • Biomechanical features also excelled in grading COPD severity (GOLD stages), yielding an AUC of 0.81 compared to density (0.76) and texture (0.73).

Conclusions:

  • CT-derived biomechanical measures are effective in assessing airflow obstruction and quality of life in COPD patients.
  • Biomechanical CT features demonstrate strong performance in evaluating the presence and severity of COPD.
  • Biomechanical features alone were superior to combinations with density or texture features for COPD assessment.