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利用常规电子健康记录开发和验证电子衰弱指数:来自中国一家综合医院的观察性研究。

Development and Validation of an Electronic Frailty Index Using Routine Electronic Health Records: An Observational Study From a General Hospital in China.

作者信息

Liang Yao-Dan, Xie Yi-Bo, Du Ming-Hui, Shi Jing, Yang Jie-Fu, Wang Hua

机构信息

Department of Cardiology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China.

Department of Pulmonary and Critical Care Medicine, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China.

出版信息

Front Med (Lausanne). 2021 Sep 28;8:731445. doi: 10.3389/fmed.2021.731445. eCollection 2021.

Abstract

This study aimed to develop and validate an electronic frailty index (eFI) based on routine electronic health records (EHR) for older adult inpatients and to analyze the correlations between frailty and hospitalized events and costs. We created an eFI from routine EHR and validated the effectiveness by the consistency of the comprehensive geriatric assessment-frailty index (CGA-FI) with an independent prospective cohort. Then, we analyzed the correlations between frailty and hospitalized events and costs by regressions. During the study period, 49,226 inpatients were included in the analysis, 42,821 (87.0%) of which had enough data to calculate an eFI. A strong correlation between the CGA-FI and eFI was shown in the validation cohort of 685 subjects (Pearson's = 0.716, < 0.001). The sensitivity and specificity for an eFI≥0.15, the upper tertile, to identify frailty, defined as a CGA-FI≥0.25, were 64.8 and 88.7%, respectively. After adjusting for age, sex, and operation, an eFI≥0.15 showed an independent association with long hospital stay (odds ratio [OR] = 2.889, < 0.001) and death in hospital (OR = 19.97, < 0.001). Moreover, eFI values (per 0.1) were positively associated with total costs (β = 0.453, < 0.001), examination costs (β = 0.269, < 0.001), treatment costs (β = 0.414, < 0.001), nursing costs (β = 0.381, < 0.001), pharmacy costs (β = 0.524, < 0.001), and material costs (β = 0.578, < 0.001) after adjusting aforementioned factors. We successfully developed an effective eFI from routine EHR from a general hospital in China. Frailty is an independent risk factor for long hospital stay and death in hospital. As the degree of frailty increases, the hospitalized costs increase accordingly.

摘要

本研究旨在基于老年住院患者的常规电子健康记录(EHR)开发并验证一种电子衰弱指数(eFI),并分析衰弱与住院事件及费用之间的相关性。我们从常规EHR中创建了一个eFI,并通过综合老年评估 - 衰弱指数(CGA - FI)与一个独立前瞻性队列的一致性来验证其有效性。然后,我们通过回归分析衰弱与住院事件及费用之间的相关性。在研究期间,49226名住院患者被纳入分析,其中42821名(87.0%)有足够的数据来计算eFI。在685名受试者的验证队列中,CGA - FI与eFI之间显示出很强的相关性(Pearson's = 0.716,<0.001)。对于eFI≥0.15(上三分位数)以识别定义为CGA - FI≥0.25的衰弱,其敏感性和特异性分别为64.8%和88.7%。在调整年龄、性别和手术因素后,eFI≥0.15与住院时间延长(比值比[OR]=2.889,<0.001)和院内死亡(OR = 19.97,<0.001)显示出独立关联。此外,在调整上述因素后,eFI值(每增加0.1)与总费用(β = 0.453,<0.001)、检查费用(β = 0.269,<0.001)、治疗费用(β = 0.414,<0.001)、护理费用(β = 0.381,<0.001)、药房费用(β = 0.524,<0.001)和材料费用(β = 0.578,<0.001)呈正相关。我们成功地从中国一家综合医院的常规EHR中开发出了一种有效的eFI。衰弱是住院时间延长和院内死亡的独立危险因素。随着衰弱程度的增加,住院费用相应增加。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5d32/8505669/717638813310/fmed-08-731445-g0001.jpg

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