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日本流行病学中索赔数据、电子病历和电子健康记录二次利用的现状:叙述性文献综述

The Current Status of Secondary Use of Claims, Electronic Medical Records, and Electronic Health Records in Epidemiology in Japan: Narrative Literature Review.

作者信息

Zhao Yang, Tsubota Tadashi

机构信息

Audit & Assurance Deloitte Analytics R&D, Deloitte Touche Tohmatsu LLC, Tokyo, Japan.

出版信息

JMIR Med Inform. 2023 Feb 14;11:e39876. doi: 10.2196/39876.

DOI:10.2196/39876
PMID:36787161
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9975931/
Abstract

BACKGROUND

Real-world data, such as claims, electronic medical records (EMRs), and electronic health records (EHRs), are increasingly being used in clinical epidemiology. Understanding the current status of existing approaches can help in designing high-quality epidemiological studies.

OBJECTIVE

We conducted a comprehensive narrative literature review to clarify the secondary use of claims, EMRs, and EHRs in clinical epidemiology in Japan.

METHODS

We searched peer-reviewed publications in PubMed from January 1, 2006, to June 30, 2021 (the date of search), which met the following 3 inclusion criteria: involvement of claims, EMRs, EHRs, or medical receipt data; mention of Japan; and published from January 1, 2006, to June 30, 2021. Eligible articles that met any of the following 6 exclusion criteria were filtered: review articles; non-disease-related articles; articles in which the Japanese population is not the sample; articles without claims, EMRs, or EHRs; full text not available; and articles without statistical analysis. Investigations of the titles, abstracts, and full texts of eligible articles were conducted automatically or manually, from which 7 categories of key information were collected. The information included organization, study design, real-world data type, database, disease, outcome, and statistical method.

RESULTS

A total of 620 eligible articles were identified for this narrative literature review. The results of the 7 categories suggested that most of the studies were conducted by academic institutes (n=429); the cohort study was the primary design that longitudinally measured outcomes of proper patients (n=533); 594 studies used claims data; the use of databases was concentrated in well-known commercial and public databases; infections (n=105), cardiovascular diseases (n=100), neoplasms (n=78), and nutritional and metabolic diseases (n=75) were the most studied diseases; most studies have focused on measuring treatment patterns (n=218), physiological or clinical characteristics (n=184), and mortality (n=137); and multivariate models were commonly used (n=414). Most (375/414, 90.6%) of these multivariate modeling studies were performed for confounder adjustment. Logistic regression was the first choice for assessing many of the outcomes, with the exception of hospitalization or hospital stay and resource use or costs, for both of which linear regression was commonly used.

CONCLUSIONS

This literature review provides a good understanding of the current status and trends in the use of claims, EMRs, and EHRs data in clinical epidemiology in Japan. The results demonstrated appropriate statistical methods regarding different outcomes, Japan-specific trends of disease areas, and the lack of use of artificial intelligence techniques in existing studies. In the future, a more precise comparison of relevant domestic research with worldwide research will be conducted to clarify the Japan-specific status and challenges.

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/adec/9975931/c0f150cf9df3/medinform_v11i1e39876_fig4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/adec/9975931/258fead7b37c/medinform_v11i1e39876_fig1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/adec/9975931/72a80b0441ed/medinform_v11i1e39876_fig2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/adec/9975931/7ec7d408a29c/medinform_v11i1e39876_fig3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/adec/9975931/c0f150cf9df3/medinform_v11i1e39876_fig4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/adec/9975931/258fead7b37c/medinform_v11i1e39876_fig1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/adec/9975931/72a80b0441ed/medinform_v11i1e39876_fig2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/adec/9975931/7ec7d408a29c/medinform_v11i1e39876_fig3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/adec/9975931/c0f150cf9df3/medinform_v11i1e39876_fig4.jpg
摘要

背景

诸如理赔数据、电子病历(EMR)和电子健康记录(EHR)等真实世界数据在临床流行病学中的应用日益广泛。了解现有方法的现状有助于设计高质量的流行病学研究。

目的

我们进行了一项全面的叙述性文献综述,以阐明日本临床流行病学中理赔数据、EMR和EHR的二次使用情况。

方法

我们检索了2006年1月1日至2021年6月30日(检索日期)在PubMed上发表的同行评审出版物,这些出版物符合以下3项纳入标准:涉及理赔数据、EMR、EHR或医疗收据数据;提及日本;发表于2006年1月1日至2021年6月30日。符合以下6项排除标准中任何一项的合格文章被筛选掉:综述文章;与疾病无关的文章;以日本人群为样本以外的文章;没有理赔数据、EMR或EHR的文章;无法获取全文的文章;没有统计分析的文章。对合格文章的标题、摘要和全文进行自动或手动调查,从中收集7类关键信息。这些信息包括机构、研究设计、真实世界数据类型、数据库、疾病、结局和统计方法。

结果

本次叙述性文献综述共确定了620篇合格文章。7类结果表明,大多数研究由学术机构进行(n = 429);队列研究是纵向测量合适患者结局的主要设计(n = 533);594项研究使用了理赔数据;数据库的使用集中在知名的商业和公共数据库;感染(n = 105)、心血管疾病(n = 100)、肿瘤(n = 78)以及营养和代谢疾病(n = 75)是研究最多的疾病;大多数研究集中于测量治疗模式(n = 218)、生理或临床特征(n = 184)以及死亡率(n = 137);多变量模型被普遍使用(n = 414)。这些多变量建模研究中的大多数(375/414,90.6%)是为了进行混杂因素调整。逻辑回归是评估许多结局的首选方法,但住院或住院时间以及资源使用或成本除外,这两者通常使用线性回归。

结论

本综述有助于深入了解日本临床流行病学中理赔数据、EMR和EHR数据的使用现状和趋势。结果表明了针对不同结局的合适统计方法、特定于日本的疾病领域趋势以及现有研究中人工智能技术的未使用情况。未来,将对相关国内研究与全球研究进行更精确的比较,以阐明日本特有的现状和挑战。

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