使用隐性类轨迹方法识别2型持续脊柱疼痛综合征患者的健康轨迹
Amine Ounajim1, Maxime Billot1, Etienne Babin1
1PRISMATICS Lab (Predictive Research in Spine/Neuromodulation Management and Thoracic Innovation/Cardiac Surgery), Poitiers University Hospital, Poitiers, France.
European journal of pain (London, England)
|December 6, 2024
概括
持续性脊柱疼痛综合征2型 (PSPS-T2) 患者可以分为改善或持续性低健康轨迹. 年龄较小,BMI较低,疼痛/残疾减少与PSPS-T2管理中的更好的结果有关.
科学领域:
- 疼痛医学 医学 疼痛医学
- 医疗保健服务研究 医疗服务研究
- 生物统计学 生物统计学
背景情况:
- 持续性脊柱疼痛综合征2型 (PSPS-T2) 是脊柱手术后的一种慢性疾病.
- 目前的研究经常在单个时间点评估PSPS-T2,未能捕捉患者的长期影响.
- 潜在类轨迹模型提供了一种方法来分析患者的健康随着时间的推移.
研究的目的:
- 在PSPS-T2.2.中识别不同的患者健康轨迹.
- 了解PSPS-T2.2患者的长期健康状况演变.
- 为改善患者评估和疼痛管理策略提供信息.
主要方法:
- 使用了前性观察性预测研究的数据.
- 包括200名被诊断为PSPS-T2.2.的患者.
- 应用了隐性类轨迹模型 (混合效果模型的混合) 来分析一年的健康状况,每隔3个月.
主要成果:
- 确定了两种不同的患者轨迹:"持续的健康状况不佳" (63.1%) 和"改善健康状况" (36.9%).
- 与改善健康相关的因素包括年龄较小,BMI较低,疼痛强度较低,功能障碍较低,焦虑较少,疼痛表面积较小.
- 三分之一的患者在研究一年中表现出健康状况的改善.
结论:
- 基于轨迹的聚类揭示了PSPS-T2患者的独特健康路径.
- 很大一部分PSPS-T2患者在一年内没有出现症状改善.
- 多维评估和管理,解决疼痛强度,心理困扰和功能能力,对于PSPS-T2护理至关重要.
相关概念视频
Classification of Illness
7.3K
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...
7.3K
Longitudinal Research
11.8K
Sometimes we want to see how people change over time, as in studies of human development and lifespan. When we test the same group of individuals repeatedly over an extended period of time, we are conducting longitudinal research. Longitudinal research is a research design in which data-gathering is administered repeatedly over an extended period of time. For example, we may survey a group of individuals about their dietary habits at age 20, retest them a decade later at age 30, and then again...
11.8K
Longitudinal Studies
129
Longitudinal studies are also widely used in other medical and social science fields. For instance, in cardiovascular research, they can monitor patients' health over decades to identify risk factors for heart disease, such as high cholesterol or smoking, and evaluate the long-term effectiveness of preventive measures. Similarly, in mental health studies, researchers might follow individuals from adolescence into adulthood to understand the development and progression of conditions like...
129


