儿科长期COVID亚型:来自RECOVER计划的基于EHR的研究
Vitaly Lorman1, L Charles Bailey1, Xing Song2
1Applied Clinical Research Center, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
研究人员使用机器学习识别了儿科长期COVID的不同的临床表现或亚现型. 心脏呼吸系统问题是最常见的,其次是肌肉骨,神经精神和胃肠道症状.
科学领域:
- 儿科健康 儿科健康
- 传染性疾病 传染性疾病
- 数据科学数据科学数据科学
背景情况:
- 长期COVID在儿童中表现出多样化的症状,但不同的临床模式 (亚表型) 尚未明确定义.
- 了解这些儿科长期COVID亚表型对于有针对性的管理和研究至关重要.
研究的目的:
- 识别和描述儿科长期COVID的不同临床亚型.
- 分析一组没有先前存在的复杂慢性疾病的儿科患者.
主要方法:
- 使用无监督机器学习方法,这是Phe2Vec算法的扩展.
- 分析了来自38个21岁以下长期COVID患者机构的电子健康记录数据.
- 采用了成千上万的临床概念来表示患者病史并识别类似的陈述.
主要成果:
- 确定了多种儿科长期COVID亚型.
- 心脏呼吸系统的表现是最常见的,在54%的患者中观察到.
- 其他常见的亚现象包括肌肉骨疼痛,神经精神疾病,胃肠道症状,头痛和疲劳,按频率的下降顺序排列.
结论:
- 儿科长期COVID存在不同的临床亚现象.
- 心肺,肌肉骨和神经精神疾病症状是常见的表现.
- 对这些子类型的进一步研究可以为儿科长期COVID的临床护理和治疗策略提供信息.
更多相关视频
05:48Autonomic Function Following Concussion in Youth Athletes: An Exploration of Heart Rate Variability Using 24-hour Recording Methodology
Published on: September 21, 2018
07:01A Pediatric Concussion Model in Mice: Closed Head Injury with Long-Term Disorders (CHILD)
Published on: February 7, 2025
相关概念视频
Classification of Illness
An illness is a response to a disease in which the person's level of functioning is changed compared with a previous level. The general classification of illness includes acute and chronic.
Acute illness is severe and...
COPD: Pathogenesis and Clinical Features
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...
Chronic Obstructive Pulmonary Disease
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-IV: Assessement and Diagnostic Studies
Medical History
Respiratory Syncytial Virus Disease
Chronic Obstructive Pulmonary Disease IV: Clinical Manifestations
