结肠直肠癌诊断的基于症状的预测模型:根据智利公共卫生政策指南的优化
Claudio Benavides1, Juan Alvarado1
1Department of Surgery, Dr. Guillermo Grant Benavente Regional Clinical Hospital, Concepción, Chile.
概括
智利的明确健康保证 (GES) 政策促进了13%的患者的结直肠癌 (CRC) 检测. 使用症状和临床因素的预测模型可以优化CRC诊断和转诊.
科学领域:
- 在瘤学瘤学.
- 公共卫生 公共卫生
- 胃肠病学 胃肠病学
背景情况:
- 智利的明确健康保证 (GES) 政策使怀疑结肠直肠癌 (CRC) 的结肠镜提前转诊成为可能.
- 在GES框架内,症状和CRC诊断之间的相关性需要分析.
- 开发预测模型可以提高诊断准确性和资源分配.
研究的目的:
- 根据GES政策,确定与结直肠癌 (CRC) 诊断相关的变量.
- 开发一种基于症状的CRC诊断预测模型.
- 评估GES政策在检测CRC方面的有效性.
主要方法:
- 根据GES指南 (2016年7月至2021年12月) 推进行结肠镜检查的1099名患者的回顾性分析.
- 在预测建模中包含16个变量 (10个GES,6个临床).
- 使用单变量和多变量逻辑回归与ROC分析进行统计分析.
主要成果:
- 观察到13%的CRC检测率,其中66.9%的诊断处于晚期 (III-IV).
- 关键预测变量包括年龄,性别,特定症状 (腹,出血),一般状况,贫血和成像结果.
- 结合临床和成像变量的预测模型实现了0.86.6的AUC.
结论:
- GES政策有助于CRC检测,但晚期诊断突出了早期干预的潜力.
- 开发的预测模型可以完善结肠镜转诊标准,并加强公共卫生战略.
- 需要在独立队列中进行进一步的验证,以确认模型的现实应用性和影响.
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