追踪从幼儿园喘息到喘的路径
Ellen Kong1, Darije Custovic1, Adnan Custovic1
1National Heart and Lung Institute, Imperial College London, London, UK.
Pediatric pulmonology
|October 3, 2024
概括
机器学习可以识别儿童喘和喘息表型,提供了潜在的,但也提出了挑战. 需要进一步的研究来完善这些强大的计算方法用于临床应用.
科学领域:
- 计算生物学是一种计算生物学.
- 儿科呼吸系统医学 儿科呼吸系统医学
- 流行病学 流行病学
背景情况:
- 喘和喘息是儿童常见的呼吸系统疾病.
- 准确的表型是有效的喘管理和研究的关键.
- 传统的表型识别方法可能是复杂和耗时的.
研究的目的:
- 审查机器学习 (ML) 在识别儿童喘和喘息表型中的应用.
- 突出在这个领域使用ML的潜在好处和固有的挑战.
- 讨论ML驱动的表型对儿科呼吸系统健康的影响.
主要方法:
- 对最近两项采用机器学习技术的研究进行了审查.
- 在将喘和喘息表型分类中分析ML模型的性能.
- 检查研究中使用的数据源和特征提取方法.
主要成果:
- 机器学习在准确识别儿童喘和喘息的不同表型方面显示出潜力.
- 挑战包括数据异质性,模型可解释性和跨不同人群的概括性.
- 成功的表型化可以导致更个性化的治疗策略.
结论:
- 机器学习为促进儿童喘的理解和管理提供了一个有希望的途径.
- 应对当前的挑战对于基于ML的表型化在临床上得到广泛采用至关重要.
- 持续的研究对于优化儿童呼吸系统表型的ML方法至关重要.
相关概念视频
Asthma: Pathogenesis and Management
1.5K
Asthma is a chronic pulmonary condition involving inflammation of the airways, hyper-reactivity, and reversible obstruction of the airways. This condition can significantly impact a person's quality of life, making breathing difficult and leading to distressing symptoms.
Asthma is classified as allergic and non-allergic. Allergens such as dust mites, pollen, and pet dander trigger allergic asthma, while factors like cold air, intense emotions, or exercise can induce non-allergic asthma.
Asthma is classified as allergic and non-allergic. Allergens such as dust mites, pollen, and pet dander trigger allergic asthma, while factors like cold air, intense emotions, or exercise can induce non-allergic asthma.
1.5K
Asthma-I: Introduction
3.6K
Asthma is a chronic respiratory ailment that requires careful management due to its varying symptoms and influencing factors. It is characterized by airway inflammation, bronchial hyperresponsiveness, and reversible airflow obstruction, leading to symptoms like wheezing, shortness of breath, chest tightness, and coughing. The symptom frequency and intensity may vary considerably over time. It is also linked to immune system responses to allergens and irritants, highlighting the complex...
3.6K
Asthma-II: Pathophysiology and Classification
4.7K
Asthma is a prevalent chronic respiratory condition marked by inflammation and hyperresponsiveness of the airways. Its pathophysiology involves complex interactions among inflammatory pathways, immune responses, and neural mechanisms.
Additionally, environmental and genetic factors play crucial roles in determining an individual's susceptibility to asthma and the severity of their condition.
Critical processes in asthma pathophysiology include:
Additionally, environmental and genetic factors play crucial roles in determining an individual's susceptibility to asthma and the severity of their condition.
Critical processes in asthma pathophysiology include:
4.7K
Asthma-IV: Diagnostic and Management
3.3K
The diagnosis and management of asthma are comprehensive, encompassing clinical assessments, lung function tests, and pharmacological interventions. Here's an overview:
Clinical Assessment for Asthma:
This is the first step in diagnosing and managing asthma. It includes:
Clinical Assessment for Asthma:
This is the first step in diagnosing and managing asthma. It includes:
3.3K
Asthma I: Introduction
112
Asthma is a chronic inflammatory disorder of the airways characterized by variable airflow obstruction and heightened bronchial responsiveness to a wide range of triggers. The underlying inflammation leads to airway swelling, mucus hypersecretion, and smooth muscle constriction, all of which narrow the airway lumen and impede airflow. Clinically, asthma presents with recurrent episodes of wheezing, shortness of breath, chest tightness, and coughing, symptoms that typically vary in intensity and...
112
Asthma III: Clinical Manifestations
49
Asthma presents with a characteristic pattern of episodic respiratory symptoms that reflect underlying airway inflammation, bronchoconstriction, and mucus hypersecretion. Although severity varies among individuals, certain clinical manifestations are considered hallmarks of the disorder and often guide diagnosis and assessment.Respiratory SymptomsA persistent cough is one of the most common early features of asthma. It is frequently dry and tends to worsen at night or in the early morning,...
49


