在使用基于人口的医疗保健数据,学习多种慢性病患者共患病的流行模式
Chiara Seghieri1, Costanza Tortù1, Domenico Tricò2
1Management and Healthcare Laboratory, Institute of Management and Department EMbeDS, Sant'Anna School of Advanced Studies, Piazza Martiri della Libertà 33, 56127, Pisa, Italy.
Scientific reports
|January 25, 2024
概括
这项研究使用数据缩小和聚类在多病患者中确定了常见的慢性疾病模式. 研究结果显示,稳定的心脏代谢,内分泌和神经退行性疾病集群因年龄和性别而异,有助于个性化护理.
科学领域:
- 公共卫生 公共卫生
- 生物统计学 生物统计学
- 老年学是一门学科.
背景情况:
- 全球慢性病和老龄化人口的增加导致多病症增加.
- 当前的医疗保健策略经常单独治疗疾病,导致效率低下和不理想的结果.
- 有效管理多病症患者需要了解同时发生的疾病模式.
研究的目的:
- 开发一种新的方法来识别慢性疾病在多病患者中同时发生的模式.
- 分析大量成年人群的多发病概况,按年龄和性别分层.
- 为量身定制的医疗协议提供信息,提高医疗保健系统的效率.
主要方法:
- 利用数据缩小和集群算法来识别模式.
- 分析了2019年意大利托斯卡纳人口数据.
- 按性别和年龄类别分类的分层患者数据.
主要成果:
- 确定了一个稳定的多病态模式,包括心脏代谢,内分泌和神经退行性疾病.
- 在不同年龄组和性别之间观察到疾病患病率和聚类的变化.
- 证明了数据驱动方法在理解复杂疾病关联方面的实用性.
结论:
- 识别常见的多重疾病概况可以优化患者护理并降低医疗保健成本.
- 对疾病模式的时间分析可以提高对慢性疾病的风险预测.
- 这种方法为个性化医学提供了一个框架,用于管理复杂的患者群体.
相关概念视频
Factors Affecting Illness
4.2K
When a person's physical, emotional, intellectual, social development or spiritual functioning is compromised, this deviation from a healthy normal state is called illness. Illness creates stress that in turn harms individuals. Irritation, anger, denial, hopelessness, and fear are behavioral and emotional changes an individual experiences in the phases of illness. A variety of factors influence a person's health and well-being.
For instance, risk factors are connected to illness,...
For instance, risk factors are connected to illness,...
4.2K
Prevalence and Incidence
524
In statistical epidemiology and health sciences, two essential metrics—prevalence and incidence—are fundamental for understanding disease dynamics within a population. These measures enable public health officials, epidemiologists, and researchers to assess the burden of diseases, allocate resources effectively, and design impactful public health policies and interventions.
Prevalence indicates the proportion of individuals in a population who have a specific disease or health...
Prevalence indicates the proportion of individuals in a population who have a specific disease or health...
524
Methods of Documentation VI: Case Management Model
573
The case management model is a multidisciplinary approach that involves healthcare professionals from diverse disciplines, such as physicians, nurses, therapists, social workers, and pharmacists, working collaboratively to address the various needs of patients. Each healthcare professional brings unique expertise and perspectives, contributing to a more comprehensive understanding of the patient's condition and tailoring treatment plans accordingly.
For example, a patient with a chronic...
For example, a patient with a chronic...
573
Classification of Illness
7.5K
The meaning of illness is individualized to each person who experiences an alteration in health. In contrast, disease is a medical term indicating a pathological change in the structure and function of the body or mind. It is a condition that has specific symptoms and boundaries.
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...
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...
7.5K
COPD: Pathogenesis and Clinical Features
274
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...
274
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


