患有左心室辅助装置的患者的胃肠道出血:使用监督机器学习的内镜方法和预测模型
Dan McEntire1, Benjamin Gow-Lee2, Kimberly Kucharski2
1Advanced Gastroenterology, Virginia Commonwealth University, Virginia, USA.
iGIE : innovation, investigation and insights
|February 6, 2026
概括
在左心室辅助器械 (LVAD) 患者中,胃肠道 (GI) 出血很常见. 推进肠镜显示出诊断和治疗的前景,而目的地治疗,华法林和抗血小板使用预测出血风险.
科学领域:
- 心脏病学 心脏病学
- 胃肠病学 胃肠病学
- 医疗器械 医疗器械
背景情况:
- 胃肠道 (GI) 出血是左心室辅助器件 (LVAD) 患者的常见并发症.
- 最佳的内镜管理策略和可量化的出血风险仍然不完全理解.
研究的目的:
- 分析LVAD患者肠道出血的内镜治疗方法.
- 使用机器学习识别LVAD植入后肠道出血的临床预测因素.
主要方法:
- 对接受LVAD植入的成年患者的回顾性分析 (1996年2月 - 2021年9月).
- 对肠道出血的内镜手术和临床数据的分析.
- 监督机器学习模型预测胃肠道出血风险.
主要成果:
- 在557名LVAD患者中,有132名 (23.7%) 患有胃肠道出血;胃和小肠道出血是最常见的.
- 视频囊内镜具有最高的诊断产量 (68.9%).
- 目的地治疗,华法林和抗血小板药物的使用是胃肠道出血风险的显著预测因素 (总得分≥10表明高风险).
结论:
- 推进肠镜检查显示,诊断产量和干预率与EGD和结肠镜检查相当.
- 一个机器学习模型确定了关键的临床变量,用于量化LVAD患者的胃肠道出血风险.
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