在患有心力衰竭的重症患者中定义组胺H2受体对手反应:机器学习集群分析
Li-Juan Yang1,2, Fang Yu1, Yu Chen3
1Department of Clinical Pharmacy, 920th Hospital of Joint Logistics Support Force, 212 Daguan Rd, Kunming, 650032, China.
International journal of clinical pharmacy
|March 8, 2025
概括
组胺H2受体抗剂 (H2RA) 的使用可能会降低心力衰竭 (HF) 患者的死亡率,特别是那些患有冠状动脉疾病 (CAD) 或更高尿量患者. 这项研究确定了特定的HF患者亚组,从H2RA暴露中受益.
科学领域:
- 心脏病学 心脏病学
- 药理学 药理学是指药理学的学科.
- 关键护理医学 关键护理医学
背景情况:
- 最近的研究表明,胺H2受体对抗剂 (H2RA) 暴露与心力衰竭 (HF) 患者的死亡率降低有关.
- 然而,从H2RA暴露中受益的特定HF患者亚组仍然未定义.
研究的目的:
- 为了确定心力衰竭患者的特征,这些患者可能受益于胺H2受体对抗剂的暴露.
主要方法:
- 利用基于神经网络的变异自编码器和高斯混合模型 (GMM) 在MIMIC III和IV数据库上对暴露于H2RAs的HF患者进行集群.
- 用二进制逻辑和多变量考克斯回归对职工倾向分数 (PSM) 进行匹配,以评估H2RA暴露集群与全因死亡率之间的关联.
主要成果:
- 在23,855名HF患者中确定了四个H2RA用户群.
- 集群3,以冠状动脉疾病 (CAD) 和/或更高的尿量为特征,显示PSM后所有原因死亡率显著降低.
- 从eICU-CRD数据库中验证了14280名高压患者的发现.
结论:
- 暴露于胺H2受体对抗剂表明,在患有并存冠状动脉疾病 (CAD) 的HF患者中,敏感性增加.
- 男性HF患者和尿量较高的人似乎也对H2RA暴露敏感,这表明潜在的治疗益处.
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