使用电子健康记录对子宫内膜异位症患者的并发症分析和聚类
Umair Khan1,2, Tomiko T Oskotsky1, Bahar D Yilmaz3
1Bakar Computational Health Sciences Institute, University of California, San Francisco, San Francisco, CA.
medRxiv : the preprint server for health sciences
|February 24, 2025
概括
子宫内膜异位症患者有许多相关的健康状况,包括自身免疫和生殖尿路疾病. 电子健康记录数据揭示了不同的患者群体,有助于个性化的子宫内膜异位症管理.
科学领域:
- 生殖医学是一种生殖医学.
- 炎症性疾病研究的研究.
- 医疗信息学 医疗信息学
背景情况:
- 子宫内膜异位症是一种常见的,复杂的炎症状况,具有多种症状和并发症.
- 关于子宫内膜异位症并发症模式和患者异质性的有限的人口水平研究存在.
研究的目的:
- 综合分析与子宫内膜异位症相关的并发症.
- 根据并发症模式识别不同的患者亚群.
- 探索电子健康记录 (EHR) 数据对子宫内膜异位症研究的有用性.
主要方法:
- 追溯病例控制研究,使用非识别的EHR数据.
- 在六个医疗中心对超过4万名子宫内膜异位症患者的并发症进行了分析.
- 集群分析的应用,以确定患者亚群.
主要成果:
- 发现了数百种与子宫内膜异位症相关的疾病,包括生殖尿路疾病,瘤和自身免疫性疾病.
- 在多个数据集中强有力的复制发现.
- 聚类揭示了具有特定共患病特征的不同患者亚群,例如患有精神病和自身免疫疾病的患者.
结论:
- 子宫内膜异位症与广泛的并发症有关,这凸显了它的复杂性.
- 患者存在显著的异质性,并确定了明显的并发症模式.
- 对于发现子宫内膜异位症中具有临床意义的模式,支持个性化管理和对潜在生物机制的未来研究,EHR数据非常有价值.
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