帕金森病的趋势和差异 美国的帕金森病死亡率与使用机器学习的预测
Henry Weresh1, Kallin Hermann1, Ali Al-Salahat2
1School of Medicine, Creighton University, Omaha, NE 68178, USA.
NeuroSci
|January 23, 2025
概括
帕金森病 (PD) 的死亡率在美国正在上升,特别是在南方的老年白人男性中. 了解这些趋势对于未来的医疗保健计划至关重要.
科学领域:
- 神经退行性疾病的神经退行性疾病
- 公共卫生监督是对公共卫生的监督.
- 老年学是一门学科.
背景情况:
- 帕金森病 (PD) 涉及多巴胺基通路的逐渐神经退行.
- 美国人口老龄化需要了解PD死亡率趋势.
- 这项研究分析了PD死亡率变化,人口统计,区域变化,并使用机器学习进行预测.
研究的目的:
- 为了描述帕金森病死亡率的时间变化.
- 检查PD死亡率的人口和区域差异.
- 使用机器学习预测PD相关死亡的未来趋势.
主要方法:
- 使用了美国疾病预防控制中心 (CDC) 的WONDER数据,用于美国PD死亡 (1999-2022年).
- 根据性别,种族,地区,年龄和死亡地点分析了年龄调整后的死亡率 (AAMR).
- 员工联结点回归用于趋势分析,ARIMA用于预测.
主要成果:
- 帕金森病的死亡率从1999年到2022年大幅增加.
- 在男性,白人,南方地区和老年人群中观察到较高的死亡率.
- 在家庭死亡人数下降,而临终关怀死亡人数增加.
结论:
- 帕金森病AAMR正在增加,预计将进一步上升.
- 对PD趋势的更好理解对于医疗保健系统的准备至关重要.
- 积极的计划对于管理帕金森病对家庭和系统日益增长的负担至关重要.
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