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CDISC操作数据模型标准的当前应用与未来方向:方法学综述

Current applications and future directions for the CDISC Operational Data Model standard: A methodological review.

作者信息

Hume Sam, Aerts Jozef, Sarnikar Surendra, Huser Vojtech

机构信息

Dakota State University, College of Business and Information Systems, 820 N Washington Ave, Madison, SD 57042, United States.

FH Joanneum University of Applied Sciences, Eggenberger Allee 11, 8020 Graz, Austria.

出版信息

J Biomed Inform. 2016 Apr;60:352-62. doi: 10.1016/j.jbi.2016.02.016. Epub 2016 Mar 2.

Abstract

INTRODUCTION

In order to further advance research and development on the Clinical Data Interchange Standards Consortium (CDISC) Operational Data Model (ODM) standard, the existing research must be well understood. This paper presents a methodological review of the ODM literature. Specifically, it develops a classification schema to categorize the ODM literature according to how the standard has been applied within the clinical research data lifecycle. This paper suggests areas for future research and development that address ODM's limitations and capitalize on its strengths to support new trends in clinical research informatics.

METHODS

A systematic scan of the following databases was performed: (1) ABI/Inform, (2) ACM Digital, (3) AIS eLibrary, (4) Europe Central PubMed, (5) Google Scholar, (5) IEEE Xplore, (7) PubMed, and (8) ScienceDirect. A Web of Science citation analysis was also performed. The search term used on all databases was "CDISC ODM." The two primary inclusion criteria were: (1) the research must examine the use of ODM as an information system solution component, or (2) the research must critically evaluate ODM against a stated solution usage scenario. Out of 2686 articles identified, 266 were included in a title level review, resulting in 183 articles. An abstract review followed, resulting in 121 remaining articles; and after a full text scan 69 articles met the inclusion criteria.

RESULTS

As the demand for interoperability has increased, ODM has shown remarkable flexibility and has been extended to cover a broad range of data and metadata requirements that reach well beyond ODM's original use cases. This flexibility has yielded research literature that covers a diverse array of topic areas. A classification schema reflecting the use of ODM within the clinical research data lifecycle was created to provide a categorized and consolidated view of the ODM literature. The elements of the framework include: (1) EDC (Electronic Data Capture) and EHR (Electronic Health Record) infrastructure; (2) planning; (3) data collection; (4) data tabulations and analysis; and (5) study archival. The analysis reviews the strengths and limitations of ODM as a solution component within each section of the classification schema. This paper also identifies opportunities for future ODM research and development, including improved mechanisms for semantic alignment with external terminologies, better representation of the CDISC standards used end-to-end across the clinical research data lifecycle, improved support for real-time data exchange, the use of EHRs for research, and the inclusion of a complete study design.

CONCLUSIONS

ODM is being used in ways not originally anticipated, and covers a diverse array of use cases across the clinical research data lifecycle. ODM has been used as much as a study metadata standard as it has for data exchange. A significant portion of the literature addresses integrating EHR and clinical research data. The simplicity and readability of ODM has likely contributed to its success and broad implementation as a data and metadata standard. Keeping the core ODM model focused on the most fundamental use cases, while using extensions to handle edge cases, has kept the standard easy for developers to learn and use.

摘要

引言

为了进一步推进临床数据交换标准协会(CDISC)操作数据模型(ODM)标准的研发工作,必须充分了解现有研究。本文对ODM文献进行了方法学综述。具体而言,它开发了一种分类架构,根据该标准在临床研究数据生命周期中的应用方式对ODM文献进行分类。本文提出了未来研发的领域,以解决ODM的局限性并利用其优势来支持临床研究信息学的新趋势。

方法

对以下数据库进行了系统检索:(1)ABI/Inform,(2)ACM Digital,(3)AIS电子图书馆,(4)欧洲中部PubMed,(5)谷歌学术,(5)IEEE Xplore,(7)PubMed,以及(8)ScienceDirect。还进行了科学网引文分析。所有数据库使用的检索词均为“CDISC ODM”。两个主要纳入标准为:(1)研究必须考察ODM作为信息系统解决方案组件的使用情况,或者(2)研究必须针对既定的解决方案使用场景对ODM进行批判性评估。在识别出的2686篇文章中,266篇被纳入标题级别的综述,最终得到183篇文章。随后进行摘要综述,剩余121篇文章;经过全文扫描,69篇文章符合纳入标准。

结果

随着对互操作性需求的增加,ODM展现出显著的灵活性,并已扩展到涵盖广泛的数据和元数据要求,远远超出了ODM的原始用例。这种灵活性产生了涵盖各种主题领域的研究文献。创建了一个反映ODM在临床研究数据生命周期中使用情况的分类架构,以提供对ODM文献的分类和综合视图。该框架的要素包括:(1)电子数据采集(EDC)和电子健康记录(EHR)基础设施;(2)规划;(3)数据收集;(4)数据列表和分析;以及(5)研究存档。该分析回顾了ODM作为分类架构各部分解决方案组件的优势和局限性。本文还确定了未来ODM研发的机会,包括改进与外部术语的语义对齐机制、更好地表示在临床研究数据生命周期中端到端使用的CDISC标准、加强对实时数据交换的支持、将EHR用于研究以及纳入完整的研究设计。

结论

ODM正以最初未预期的方式被使用,并且涵盖了临床研究数据生命周期中的各种用例。ODM作为研究元数据标准和数据交换标准的使用频率相当。文献的很大一部分涉及整合EHR和临床研究数据。ODM的简单性和可读性可能促成了它作为数据和元数据标准的成功及广泛应用。保持核心ODM模型专注于最基本的用例,同时使用扩展来处理边缘情况,使得该标准易于开发者学习和使用。

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