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在行政索赔数据中识别中度至重度慢性肾脏病诊断的准确性。

Accuracy of identifying diagnosis of moderate to severe chronic kidney disease in administrative claims data.

机构信息

Division of Pharmacoepidemiology and Pharmacoeconomics, Brigham and Women's Hospital, Boston, Massachusetts, USA.

Renal Division, Brigham and Women's Hospital, Boston, Massachusetts, USA.

出版信息

Pharmacoepidemiol Drug Saf. 2022 Apr;31(4):467-475. doi: 10.1002/pds.5398. Epub 2021 Dec 23.

Abstract

BACKGROUND

Prior validation studies of claims-based definitions of chronic kidney disease (CKD) using ICD-9 codes reported overall low sensitivity, high specificity, and variable but reasonable PPV. No studies to date have evaluated the accuracy of ICD-10 codes to identify a US patient population with CKD.

METHODS

We assessed the accuracy of claims-based algorithms to identify adults with CKD Stages 3-5 compared with laboratory values in a subset (~40%) of a US commercial insurance claims database (Optum's de-identified Clinformatics® Data Mart Database). We calculated the positive predictive value (PPV) of one or two ICD-9 (2012-2014) or ICD-10 (2016-2018) codes for CKD compared with a lab-based estimated glomerular filtration rate (eGFR) occurring within prespecified windows (±90 days, ±180 days, ±365 days) of the ICD-based CKD code(s).

RESULTS

The study population ranged between 104 774 and 161 305 patients (ICD-9 cohorts) and between 285 520 and 373 220 patients (ICD-10 cohorts). The mean age was 74.4 years (ICD-9) and 75.6 years (ICD-10) and the median eGFR was 48 ml/min/1.73 m . The algorithm of two CKD codes compared with a lab value ±90 days of the first code achieved the highest PPV (PPV 86.36% [ICD-9] and 86.07% [ICD-10]). Overall, ICD-10 based codes had comparable PPVs to ICD-9 based codes and all ICD-10 based algorithms had PPVs >80%. The algorithm of one CKD code compared with laboratory value ±180 days maintained the PPV above 80% but still retained a large number of patients (PPV 80.32% [ICD-9] and 81.56% [ICD-10]).

CONCLUSION

An ICD-10-based definition of CKD identified with sufficient accuracy a patient population with CKD Stages 3-5. Our findings suggest that claims databases could be used for future real-world research studies in patients with CKD Stages 3-5.

摘要

背景

先前使用 ICD-9 代码对基于索赔的慢性肾脏病 (CKD) 定义进行的验证研究报告称,总体敏感性较低,特异性较高,阳性预测值 (PPV) 存在差异但合理。迄今为止,尚无研究评估 ICD-10 代码用于识别美国 CKD 患者人群的准确性。

方法

我们评估了基于索赔的算法在 Optum 的去识别 Clinformatics®Data Mart Database(一个美国商业保险索赔数据库的子集(约 40%))中识别 CKD 阶段 3-5 成年人的准确性,与实验室值进行比较。我们计算了一个或两个 ICD-9(2012-2014 年)或 ICD-10(2016-2018 年)代码与实验室基于肾小球滤过率估计值 (eGFR) 的 CKD 的 PPV(发生在 ICD 基于 CKD 代码的 ±90 天、±180 天、±365 天的预设窗口内)。

结果

研究人群在 ICD-9 队列中范围在 104774 至 161305 例之间,在 ICD-10 队列中范围在 285520 至 373220 例之间。平均年龄为 74.4 岁(ICD-9)和 75.6 岁(ICD-10),中位 eGFR 为 48 ml/min/1.73 m。两个 CKD 代码的算法与第一个代码实验室值 ±90 天相比,实现了最高的 PPV(ICD-9 为 86.36%,ICD-10 为 86.07%)。总体而言,基于 ICD-10 的代码与基于 ICD-9 的代码具有可比的 PPV,所有基于 ICD-10 的算法的 PPV 均>80%。与实验室值 ±180 天相比,一个 CKD 代码的算法保持了 80%以上的 PPV,但仍保留了大量患者(ICD-9 为 80.32%,ICD-10 为 81.56%)。

结论

基于 ICD-10 的 CKD 定义以足够的准确性确定了 CKD 阶段 3-5 的患者人群。我们的发现表明,索赔数据库可用于未来 CKD 阶段 3-5 患者的真实世界研究。

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