使用国际疾病分类临床修正(ICD-CM)代码确定小儿心力衰竭病例。

IF 1.5 4区 医学 Q3 CARDIAC & CARDIOVASCULAR SYSTEMS Pediatric Cardiology Pub Date : 2024-11-15 DOI:10.1007/s00246-024-03698-0
Lindsay J May, Josef Stehlik, Jacob Wilkes, Zhining Ou, Nelangi M Pinto, Antonio G Cabrera, Martin Tristani-Firouzi, Heather T Keenan
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引用次数: 0

摘要

大多数儿科心力衰竭(HF)流行病学研究都使用行政数据库资料,根据是否存在单个 HF ICD 代码来定义患者群。然而,在儿科中,ICD 编码识别真正高频患者的能力尚不清楚。在此,我们介绍了高频 ICD-10-CM 代码搜索算法从电子数据源中识别儿科高频患者的准确性。在成人心房颤动文献的基础上,我们设计了包含心房颤动 ICD 代码、影像学和药物的搜索算法。在高级心房颤动诊所("诊所队列")的儿童中测试了算法的灵敏度、特异性、阳性和阴性预测值及准确性。然后,在大规模地区电子数据仓库(EDW)中对表现最佳的算法进行了测试,测试时间为 2017 年 1 月 1 日至 2020 年 1 月 1 日,由此产生了 "EDW 队列"。假阳性病例通过病历审查进行识别和定性。在 "诊所队列 "中,78/378 名患者(21%)拥有金标准心房颤动诊断。与 > 1 次高频 ICD 编码就诊相比,1 次高频 ICD 编码就诊的搜索算法灵敏度更高,但特异性更低(灵敏度为 94%,特异性为 89% 对 69% 和 97%)。相应地,> 1 次 ICD 编码就诊的 PPV 比 1 次 ICD 编码就诊的 PPV 高;分别为 84% 对 69%。准确率相似(90% 对 91%)。存在 1 个高频 ICD 代码并结合高频药物治疗的灵敏度、特异性、PPV、NPV 和准确性都很高,均高于单一 ICD 代码算法。而 "1 次高频编码就诊 + 任何药物治疗 "算法的准确率最高(93%)。在 EDW 中测试了表现最好的算法:> 1 次高频 ICD 编码就诊的算法,以及 1 次高频 ICD 编码就诊结合高频药物治疗的算法。在 EDW 队列中,133/248(53.6%)名患者获得了金标准高频诊断,但 115/248(46.3%)名患者为假阳性病例;其中 41% 的患者因先天性心脏病导致肺循环过度。排除儿童
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Case Ascertainment in Pediatric Heart Failure Using International Classification of Disease Clinical Modification (ICD-CM) Codes.

Most epidemiological studies in pediatric heart failure (HF) use administrative database sources, defining patient cohorts by presence of a single HF ICD code. However, the ability of ICD codes to identify true HF patients is unknown in pediatrics. Here we describe the accuracy of HF ICD-10-CM code search algorithms, in identifying pediatric patients with HF from electronic data sources. Based on the adult HF literature, search algorithms were designed to incorporate HF ICD codes, imaging, and medications. Sensitivity, specificity, positive and negative predictive value and accuracy of the algorithms were tested among children in an advanced HF clinic ("Clinic cohort"). Top-performing algorithms were then tested in a large-scale regional electronic data warehouse (EDW), 01/2017 to 01/2020, generating the "EDW Cohort". False positive cases were identified and characterized by chart review. Within the Clinic Cohort, 78/378 patients (21%) had gold standard HF diagnoses. A search algorithm with one HF ICD coded visit was more sensitive but less specific than > 1 HF ICD coded visit, (sensitivity 94% and specificity 89% versus 69% and 97%, respectively). Correspondingly, > 1 ICD coded visit had a higher PPV than one ICD coded visit; 84% vs. 69%. Accuracy was similar (90% vs 91%). Presence of 1 HF ICD code combined with HF medication had high sensitivity, specificity, PPV, NPV and accuracy, all higher than the single ICD code algorithm. The "1 HF coded visit + any medication" algorithm resulted in highest accuracy (93%). Top-performing algorithms were tested in the EDW: the algorithm with > 1 HF ICD coded visit, and the algorithm with one HF ICD coded visit combined with HF medication. In the EDW Cohort, 133/248 (53.6%) patients had gold standard HF diagnoses though 115/248 (46.3%) were false positive cases; 41% of those had pulmonary over-circulation from congenital heart disease. Excluding children < 30 days old and those with a history of an isolated VSD repair, complete AVSD repair, or PDA closure further reduced the proportion of false positives to 50/248 (20%). A search algorithm using a single HF ICD code can have acceptable sensitivity, specificity, PPV, NPV and accuracy in identifying children with HF from within electronic medical records. Similar to adult HF literature, specificity improves by including HF medication. When applied to large data sources, however, the search algorithms result in a high proportion of patients with pulmonary overcirculation related to congenital heart disease. To narrow the population to those with myocardial dysfunction, case identification may require use of ICD codes with linked of administrative, surgical, and/or imaging databases.

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来源期刊
Pediatric Cardiology
Pediatric Cardiology 医学-小儿科
CiteScore
3.30
自引率
6.20%
发文量
258
审稿时长
12 months
期刊介绍: The editor of Pediatric Cardiology welcomes original manuscripts concerning all aspects of heart disease in infants, children, and adolescents, including embryology and anatomy, physiology and pharmacology, biochemistry, pathology, genetics, radiology, clinical aspects, investigative cardiology, electrophysiology and echocardiography, and cardiac surgery. Articles which may include original articles, review articles, letters to the editor etc., must be written in English and must be submitted solely to Pediatric Cardiology.
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