在哥伦比亚人口中验证肾衰竭风险方程

C. Larrarte, J. Vesga, F. Ardila, A. Aldana, D. Perea, M. Sanabria
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摘要

引言 慢性肾脏病预防计划必须识别有早期进展风险的患者,以便提供更好的治疗并延长无肾替代治疗的存活时间。风险方程已在哥伦比亚以外的人群中开发并得到验证,因此本研究旨在评估四变量肾衰竭风险方程在哥伦比亚人群中的辨别力和校准性,该方程尚未在哥伦比亚人群中得到验证。方法 对肾衰竭风险方程进行外部验证研究,研究对象为哥伦比亚百特肾脏护理服务网络中的 CKD 3、4 和 5 期患者,他们都是成年人,没有透析史或肾移植史,随访时间为两年。该模型的判别能力通过使用哈雷尔 C 统计量的一致性指数进行评估,并使用近邻法估算了随时间变化的接收者操作特征曲线(ROC)下面积,以及灵敏度和特异性的最佳临界点。校准根据观察结果与模型预测概率之间的一致程度(使用 Hosmer-Lemeshow 统计量)来确定。结果 共纳入 5477 名患者,平均年龄 72 岁,36.4% 患有糖尿病,平均基线 eGFR 为 36 毫升/分钟/1.73 平方米。开始透析的比例为每 100 患者年 3 例,95% CI (2.9-3.6)。灵敏度的最佳临界值为 0.94,特异性为 0.76,ROC 曲线下的面积为 0.92。总人口的哈雷尔 C 统计量为 0.88,糖尿病患者的哈雷尔 C 统计量为 0.88,65 岁及以上人群的哈雷尔 C 统计量为 0.93。模型验证显示校准效果良好。结论 在该哥伦比亚队列中,预测期为两年的四变量 KFRE 具有良好的校准性和区分度,建议将其用于哥伦比亚慢性肾脏病患者的护理中。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Validation of the Kidney Failure Risk Equation in the Colombian Population
Introduction Chronic kidney disease prevention programs must identify patients at risk of early progression to provide better treatment and prolong kidney replacement therapy-free survival. Risk equations have been developed and validated in cohorts outside of Colombia, so this study aims to evaluate the discrimination and calibration of the four-variable kidney failure risk equation in a Colombian population where it has yet to be validated. Methods External validation study of a kidney failure risk equation using a historical cohort of patients with CKD stages 3, 4, and 5, adults without a history of dialysis or kidney transplantation with a two-year follow-up, belonging to the Baxter Renal Care Services Colombia network. The discriminatory capacity of the model was evaluated by the concordance index using Harrell's C statistic, and the time-dependent area under the receiver operating characteristic (ROC) curve was estimated using the nearest neighbor method, as well as the optimal cut-off point for sensitivity and specificity. Calibration was determined by the degree of agreement between the observed outcome and the probabilities predicted by the model using the Hosmer–Lemeshow statistic. Results A total of 5,477 patients were included, with a mean age of 72 years, 36.4% diabetic, and a mean baseline eGFR of 36 ml/min/1.73 m2. The rate of dialysis initiation was three events per 100 patient-years, 95% CI (2.9–3.6). The optimal cutoff for sensitivity was 0.94, for specificity, 0.76, and the area under the ROC curve was 0.92. Harrell's C-statistic was 0.88 for the total population, 0.88 for diabetic patients, and 0.93 for those 65 years or older. The validation of the model showed good calibration. Conclusions In this Colombian cohort, the four-variable KFRE with a two-year prediction horizon has excellent calibration and discrimination, and its use in the care of CKD Colombian patients is recommended.
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