深度学习揭示了轻度和重度COVID-19之间的基线胸部CT肺形状差异:一项多站点回顾性研究
Amogh Hiremath1, Vidya Sankar Viswanathan2, Kaustav Bera3
1Case Western Reserve University, Department of Biomedical Engineering, Cleveland, OH, USA; Picture Health, Cleveland, OH, USA.
Computers in biology and medicine
|May 30, 2024
概括
机器学习在COVID-19患者中发现了肺部形状的显著变化,与疾病严重程度相关. 这些发现有助于理解严重的COVID-19引起的肺部扭曲.
科学领域:
- 放射学 放射学是一门学科.
- 医疗成像医学成像
- 人工智能的人工智能
背景情况:
- 严重的COVID-19可以导致广泛的肺部疾病和建筑扭曲.
- 了解肺形状的变化对于评估疾病严重程度至关重要.
研究的目的:
- 用机器学习和统计图谱来探索COVID-19患者的肺形状差异.
- 评估肺形状变化与COVID-19严重程度之间的关联.
主要方法:
- 利用了一个大型的多机构数据集 (N=3443),将人口定义为健康,轻度COVID-19和严重COVID-19的人群.
- 采用基线胸部CT扫描和基于统计图谱的方法来分析肺部形状.
- 开发了一个AI模型 (3D残余卷积网络),结合了形状差异和肺透物.
主要成果:
- 在所有COVID-19重症级别的中膜表面沿着肺部形状的显著差异被观察到.
- 在比较健康和严重的COVID-19患者时,在基础肺表面上发现了明显的形状差异.
- 人工智能模型,结合形状特征和肺透,显示与COVID-19严重程度的关联.
结论:
- 肺形状的改变在COVID-19患者中存在,并且根据疾病的严重程度而异.
- 机器学习和CT成像可以描述这些肺形状的变化.
- 人工智能驱动的肺形态分析在评估COVID-19严重程度方面显示出有前途.
更多相关视频
相关概念视频
Gross Anatomy of the Lungs
1.8K
The lungs are a pair of vital organs connected to the trachea via the left and right bronchi. The base of these organs meets the dome-shaped muscle known as the diaphragm. Encased by the pleurae, the lungs contact the mediastinum. The right lung is shorter yet wider, and has a larger volume than the left lung. The left lung has an indentation known as the cardiac notch. The superior region of the lungs is referred to as the apex, whereas the base is the lower region near the diaphragm. The...
1.8K
COPD: Pathogenesis and Clinical Features
259
Chronic obstructive pulmonary disease (COPD) is a group of lung conditions that progressively worsen over time, including chronic bronchitis and emphysema. This cluster of diseases collectively leads to a gradual and irreversible decline in lung function over time.
The primary cause for the onset of COPD is cigarette smoking and exposure to air pollution. These hazardous factors initiate a chain reaction within the lungs, resulting in chronic inflammation, damage to the airways, and a...
The primary cause for the onset of COPD is cigarette smoking and exposure to air pollution. These hazardous factors initiate a chain reaction within the lungs, resulting in chronic inflammation, damage to the airways, and a...
259
Chronic Obstructive Pulmonary Disease-IV: Assessement and Diagnostic Studies
2.5K
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
Medical History
2.5K
Chronic Obstructive Pulmonary Disease
1.2K
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...
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...
1.2K
Chronic Obstructive Pulmonary Disease-II: Pathophysiology
2.8K
Chronic Obstructive Pulmonary Disease (COPD) pathophysiology is intricate and multifaceted, involving a complex interplay of physiological processes. Understanding these mechanisms is crucial for effectively managing and treating COPD. Here is an in-depth look at the critical elements in the pathophysiology of COPD:
Chronic Inflammation
Chronic Inflammation
2.8K
Lung Capacity
50.1K
The air in the lungs is measured in volumes and capacities. Lung volume measures reflect the amount of air taken in, released, or left over after a lung function, like a single inhalation. Lung capacity measures are sums of two or more lung volume measures.
50.1K


