开发和验证用于预测耐火腹膜透析相关腹膜炎的诺米克图
Qiqi Yan1,2, Guiling Liu1,2, Ruifeng Wang1,2
1Department of Nephrology, The Second Affiliated Hospital of Anhui Medical University, Hefei, Anhui, China.
Renal failure
|July 3, 2024
概括
这项研究确定了与腹膜透析相关的耐火腹膜炎 (PDRP) 的关键风险因素,并开发了一种名谱来预测其发生. 诺米图表在预测腹膜透析 (PD) 患者的PDRP方面表现出很好的准确性.
科学领域:
- 腎臟病學 (nephrology) 是一種醫學.
- 临床流行病学 临床流行病学
- 医学统计 医学统计
背景情况:
- 腹膜炎是腹膜透析 (PD) 的常见并发症.
- 经过5天的抗生素治疗后,由持续的阴云废水或高白细胞数量定义的耐火性周周炎,在PD管理中构成了重大挑战.
- 识别风险因素和开发耐火性周周炎的预测工具对于改善患者的治疗结果至关重要.
研究的目的:
- 确定与耐火腹膜透析相关腹膜炎 (PDRP) 相关的风险因素.
- 构建和验证一个名图,用于预测PD患者中耐火性PDRP的发生.
主要方法:
- 分析了178名PD患者中294次腹膜炎发作的数据集.
- 风险因素使用单变量和LASSO逻辑回归以及随机森林算法来确定.
- 使用独立的风险因子构建了一个名图,并对差别和校准能力进行了验证.
主要成果:
- 耐火性腹膜炎发生在93次.
- PDRP的独立风险因素包括C反应蛋白,血清白蛋白,糖尿病,PD持续时间和致病生物.
- 命名图表显示出优异的分辨率 (AUC 0.781 在培训中,0.741 在验证中) 和令人满意的校准.
结论:
- 开发的诺米图准确地预测了PD患者的耐火性周周炎.
- 这种预测工具可以帮助临床医生管理与PD相关的周周炎,并可能预防耐火病例.
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