患有慢性疾病的老年人抑郁症的风险预测模型
Ying Zheng1, Chu Zhang1, Yuwen Liu2
1School of Nursing, Bengbu Medical University, Bengbu, China.
Journal of affective disorders
|May 20, 2024
概括
准确的抑郁风险预测模型 (RPMs) 为患有慢性疾病的老年人开发. 随机森林模型的准确性很高,这表明RPM可以帮助老年人群的早期发现和干预.
科学领域:
- 老年学是一门学科.
- 精神病学是一个精神病学.
- 计算医学是一种计算医学.
背景情况:
- 患有慢性疾病的老年人的抑郁症需要及时干预.
- 在这个人口群体中,抑郁症风险预测模型 (RPM) 需要进一步开发.
研究的目的:
- 在患有慢性疾病的老年人中探索和开发抑郁症的RPM.
- 在这个人群中确定抑郁症的关键预测因素.
主要方法:
- 利用来自中国健康与退休人员纵向研究 (CHARLS) 的3959名中国老年人 (60岁以上) 的数据.
- 采用了五种机器学习 (ML) 算法和三种数据平衡技术,包括合成少数群体过量采样技术 (SMOTE).
- 计算特征重要性得分,以确定主要的抑郁症预测因素.
主要成果:
- 在研究人口中,抑郁症的患病率为19.2%.
- 随机森林 (RF) 模型在数据平衡后实现了高精度 (AUROC: 0.957,AUPRC: 0.920).
- 通过性别分层模型确定了抑郁症的关键预测因素.
结论:
- 开发的RPM在预测慢性疾病的老年人抑郁症方面表现出令人满意的准确性.
- 这些RPM可以作为有价值的查工具,用于对老年人和医疗保健从业人员进行早期风险评估.
更多相关视频
06:55An Unpredictable Chronic Mild Stress Protocol for Instigating Depressive Symptoms, Behavioral Changes and Negative Health Outcomes in Rodents
Published on: December 2, 2015
22.5K
05:56Author Spotlight: Establishing a Rodent Model for Investigating Depression Factors in Traditional Mongolian Medicine
Published on: October 27, 2023
906
相关概念视频
Depressive Disorders: Etiology
68
Depressive disorders result from a complex interplay of biological, psychological, and sociocultural factors, each contributing uniquely to the development and persistence of the condition. Understanding these factors provides critical insight into the multifaceted nature of depression.
Biological Factors in Depression
Biological predispositions significantly influence the risk of developing depressive disorders. Genetic studies highlight the role of variations in the serotonin transporter...
Biological Factors in Depression
Biological predispositions significantly influence the risk of developing depressive disorders. Genetic studies highlight the role of variations in the serotonin transporter...
68
Depression: Overview
238
Depression is a prevalent mental illness marked by persistent sadness and lack of interest in previously enjoyable activities. It can take several forms, including major depression, persistent depressive disorder, and bipolar I and II disorders. Symptoms range from emotional changes like chronic worry to physical changes like sleep disturbances and suicidal thoughts. From a neurobiological perspective, depression is believed to be triggered by abnormalities in the brain's prefrontal cortex,...
238
Depressive Disorders: MDD and Dysthymia
100
Depressive disorders are a group of mental health conditions characterized by pervasive feelings of sadness, diminished pleasure in life, and a significant impact on daily functioning. These conditions are most prevalent in individuals during their 30s and affect women at twice the rate of men. Contrary to popular belief, younger individuals are generally more susceptible to these disorders than older adults. Two key types of depressive disorders include Major Depressive Disorder (MDD) and...
100
Models of Health Promotion and Illness Prevention II
1.6K
The person's health status fluctuates continually, varying from being in good health to becoming ill and returning to being healthy. To understand the concept of illness prevention, there are two models. First, the health-illness continuum model is a graphic representation of an individual's wellness. It states that a person is considered healthy in the absence of physical disease and the presence of good emotional health.
The agent-host-environment model states that disease results...
The agent-host-environment model states that disease results...
1.6K
Stress and Mental Health
110
Chronic stress profoundly affects mental health, significantly influencing mood, behavior, and overall quality of life. Research closely links chronic stress with mental health conditions such as depression, anxiety, and substance use disorders. Ongoing exposure to stress can lead to physiological and psychological changes, initiating a cycle of emotional distress and maladaptive coping mechanisms.
Individuals with depression often experience challenges in both their personal and professional...
Individuals with depression often experience challenges in both their personal and professional...
110
Aging
48
Aging is a complex biological phenomenon influenced by various processes that affect cellular and systemic functions. Several prominent theories attempt to explain its mechanisms, highlighting cellular limitations, oxidative damage, and hormonal changes as central factors in aging.
Cellular Clock Theory
The cellular clock theory posits that the human lifespan is closely tied to the finite capacity of cells to divide, a phenomenon governed by telomeres, which are protective caps at the ends of...
Cellular Clock Theory
The cellular clock theory posits that the human lifespan is closely tied to the finite capacity of cells to divide, a phenomenon governed by telomeres, which are protective caps at the ends of...
48
