Okada Akira, Yamana Hayato, Watanabe Hideaki, Manaka Katsunori, Ono Sachiko, Kurakawa Kayo Ikeda, Nishikawa Masako, Kurano Makoto, Inoue Reiko, Yasunaga Hideo, Yamauchi Toshimasa, Kadowaki Takashi, Yamaguchi Satoko, Nangaku Masaomi
Department of Prevention of Diabetes and Lifestyle-Related Diseases, Graduate School of Medicine, The University of Tokyo, Tokyo, Japan.
Data Science Center, Jichi Medical University, Shimotsuke, Japan.
Clin Kidney J. 2024 Oct 24;17(12):sfae319. doi: 10.1093/ckj/sfae319. eCollection 2024 Dec.
We aimed to evaluate the diagnostic validity of the International Classification of Diseases, 10th Revision (ICD-10) codes for hyponatremia and hypernatremia, using a database containing laboratory data. We also aimed to clarify whether corrections for blood glucose, triglyceride, and total protein may affect the prevalence and the diagnostic validity.
We retrospectively identified admissions with laboratory values using a Japanese hospital-based database. We calculated the sensitivity, specificity, and positive/negative predictive values of recorded ICD-10-based diagnoses of hyponatremia (E87.1) and hypernatremia (E87.2), using serum sodium measurements during hospitalization (<135 and >145 mmol/l, respectively) as the reference standard. We also performed analyses with corrections of sodium concentrations for blood glucose, triglyceride, and total protein.
We identified 1 813 356 hospitalizations, including 419 470 hyponatremic and 132 563 hypernatremic cases based on laboratory measurements, and 18 378 hyponatremic and 2950 hypernatremic cases based on ICD-10 codes. The sensitivity, specificity, positive predictive value, and negative predictive value of the ICD-10 codes were 4.1%, 99.9%, 92.5%, and 77.6%, respectively, for hyponatremia and 2.2%, >99.9%, 96.5%, and 92.8%, respectively, for hypernatremia. Corrections for blood glucose, triglyceride, and total protein did not largely alter diagnostic values, although prevalence changed especially after corrections for blood glucose and total protein.
The ICD-10 diagnostic codes showed low sensitivity, high specificity, and high positive predictive value for identifying hyponatremia and hypernatremia. Corrections for glucose or total protein did not affect diagnostic values but would be necessary for accurate prevalence calculation.
我们旨在利用一个包含实验室数据的数据库,评估国际疾病分类第10版(ICD - 10)编码对低钠血症和高钠血症的诊断效度。我们还旨在阐明血糖、甘油三酯和总蛋白的校正是否会影响患病率及诊断效度。
我们利用一个基于日本医院的数据库,回顾性地确定有实验室检查值的住院病例。我们计算基于ICD - 10记录诊断的低钠血症(E87.1)和高钠血症(E87.2)的敏感度、特异度以及阳性/阴性预测值,将住院期间的血清钠测量值(分别为<135 mmol/L和>145 mmol/L)作为参考标准。我们还对血糖、甘油三酯和总蛋白进行钠浓度校正后进行分析。
我们确定了1813356例住院病例,其中根据实验室测量有419470例低钠血症病例和132563例高钠血症病例,根据ICD - 10编码有18378例低钠血症病例和2950例高钠血症病例。ICD - 10编码对低钠血症的敏感度、特异度、阳性预测值和阴性预测值分别为4.1%、99.9%、92.5%和77.6%,对高钠血症分别为2.2%、>99.9%、96.5%和92.8%。血糖、甘油三酯和总蛋白的校正虽未大幅改变诊断值,但患病率有所变化,尤其是血糖和总蛋白校正后。
ICD - 10诊断编码在识别低钠血症和高钠血症方面显示出低敏感度、高特异度和高阳性预测值。血糖或总蛋白的校正不影响诊断值,但对于准确计算患病率是必要的。