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电子健康记录网络数据集在美国心血管疾病状况方面的可推广性:Cerner真实世界数据与国家住院样本的比较。

Generalizability of an EHR-network dataset to the United States for cardiovascular disease conditions: Comparison of Cerner real world data with the national inpatient sample.

作者信息

Shah Nishant P, Peterson Eric D, Page Courtney, Blanco Rosalia, Navar Ann Marie

机构信息

Duke Clinical Research Institute, Duke University School of Medicine, Durham, NC..

Department of Medicine, Division of Cardiology, University of Texas Southwestern Medical Center, Dallas, TX.

出版信息

Am Heart J. 2023 Sep;263:64-72. doi: 10.1016/j.ahj.2023.05.009. Epub 2023 May 15.

Abstract

BACKGROUND

Electronic Health Record (EHR) data from health systems are increasingly being combined for clinical research purposes. Yet, it remains unclear whether these large EHR data sources provide a representative assessment of national disease prevalence and treatment. To evaluate this, we compared Cerner RealWorldData (CRWD), a large EHR data source, to those seen in the National Inpatient Sample (NIS) for 3 cardiovascular conditions (myocardial infarction (MI), congestive heart failure (CHF), and stroke.

METHODS

Adult patients (age ≥18 years) hospitalized with MI, CHF, and stroke were identified in both CRWD (86 health systems) and the NIS (4,782 hospitals). Patient demographics, comorbidities, procedures, outcomes (length of stay and in-hospital mortality) and hospital type (teaching or nonteaching) were compared between NIS and CRWD patients.

RESULTS

Of 86 health systems participating in CRWD, 33 were excluded for potential data quality issues which accounted for about 11% of hospitalizations in the dataset, leaving 53 for inclusion in analysis which accounted for about 89% of hospitalizations in the dataset. Between January 1, 2017 and December 31, 2018, 116,956 MI, 188,107 CHF, and 93,968 stroke hospitalizations were identified in CRWD vs 2,245,300 MI, 4,310,745 CHF, and 1,333,480 stroke hospitalizations in the NIS. Patient demographics were similar among patients in CWRD and the NIS for all 3 cardiovascular groups except for ethnicity, with underrepresentation of Hispanic individuals in CRWD vs the NIS. Patients hospitalized in CRWD had a slightly higher proportion of coded co-morbidities compared with NIS hospitalizations due to a longer potential look-back period. For patients with MI, hospital mortality, length of stay, coronary artery bypass graft (CABG) rates, and percutaneous coronary intervention (PCI) rates were similar between CRWD and NIS. Additionally, there was similar in hospital mortality and length of stay for those with CHF and stroke hospitalizations between CRWD and NIS.

CONCLUSIONS

On aggregate, characteristics of hospitalizations for MI, CHF, and stroke using EHR data from one nationwide EHR-derived database, CRWD, appears similar to characteristics of hospitalizations in the nationally representative NIS. Important limitations of CRWD include lack of geographic representativeness, under-representation of Hispanic adults, and the need to exclude health systems for missing data.

摘要

背景

来自医疗系统的电子健康记录(EHR)数据越来越多地被整合用于临床研究目的。然而,这些大型EHR数据源是否能提供全国疾病患病率和治疗情况的代表性评估仍不明确。为了评估这一点,我们将一个大型EHR数据源Cerner RealWorldData(CRWD)与国家住院样本(NIS)中3种心血管疾病(心肌梗死(MI)、充血性心力衰竭(CHF)和中风)的情况进行了比较。

方法

在CRWD(86个医疗系统)和NIS(4782家医院)中识别出因MI、CHF和中风住院的成年患者(年龄≥18岁)。比较了NIS和CRWD患者的人口统计学特征、合并症、手术、结局(住院时间和院内死亡率)以及医院类型(教学医院或非教学医院)。

结果

在参与CRWD的86个医疗系统中,33个因潜在数据质量问题被排除,这些系统约占数据集中住院病例的11%,剩余53个系统纳入分析,约占数据集中住院病例的89%。在2017年1月1日至2018年12月31日期间,CRWD中识别出116,956例MI、188,107例CHF和93,968例中风住院病例,而NIS中分别为2,245,300例MI、4,310,745例CHF和1,333,480例中风住院病例。除种族外,CWRD和NIS中所有3个心血管疾病组患者的人口统计学特征相似,CRWD中西班牙裔个体的代表性低于NIS。由于潜在回顾期较长,与NIS住院病例相比,CRWD住院患者编码合并症的比例略高。对于MI患者,CRWD和NIS之间的医院死亡率、住院时间、冠状动脉搭桥术(CABG)率和经皮冠状动脉介入治疗(PCI)率相似。此外,CRWD和NIS中CHF和中风住院患者在院内死亡率和住院时间方面也相似。

结论

总体而言,使用来自一个全国性EHR衍生数据库CRWD的EHR数据对MI、CHF和中风住院病例的特征,似乎与具有全国代表性的NIS中的住院病例特征相似。CRWD的重要局限性包括缺乏地理代表性、西班牙裔成年人代表性不足以及需要排除缺失数据的医疗系统。

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