Design and Implementation of an ETL-Process to Transfer Wound-Related Data into a Standardized Common Data Model.

Q3 Health Professions
Mareike Przysucha, Jens Hüsers, Daniil Liberman, Oliver Kersten, Aphrodite Schlüter, Sebastian Fraas, Dorothee Busch, Maurice Moelleken, Cornelia Erfurt-Berge, Joachim Dissemond, Ursula Hübner
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引用次数: 0

Abstract

For observational studies, which are relevant especially for chronic conditions like chronic wounds, the Observational Medical Outcomes Partnership (OMOP) Common Data Model (CDM) offers a standardized database schema. In this study an ETL process for the transition of wound related data was developed. After understanding the data in general and mapping the relevant codes to concepts available in OMOP, the ETL process was implemented. In a first step, a generic algorithm to convert data to a csv format was implemented in Java. The resulting csv file was then processed within KNIME to be loaded into an OMOP CDM conformant database. During the whole ETL process, HL7 FHIR CodeSystem and ConceptMap resources were used for coding and mapping. First clinical test cases to retrieve data were successfully processed as an example to demonstrate the feasibility and usefulness. They concerned wound size at the first visit and the main issues of patients in the wound quality of life questionnaire (n = 24). In general, the ETL process worked well, yet some challenges arose, like post coordinated SNOMED codes or conditions, which might occur more than once.

将伤口相关数据转换为标准化公共数据模型的etl流程的设计与实现。
对于观察性研究,特别是与慢性疾病(如慢性伤口)相关的观察性研究,观察性医疗结果伙伴关系(OMOP)公共数据模型(CDM)提供了一个标准化的数据库模式。本研究开发了创伤相关数据转换的ETL流程。在大致理解数据并将相关代码映射到OMOP中可用的概念之后,就实现了ETL流程。在第一步中,用Java实现了将数据转换为csv格式的通用算法。然后在KNIME中处理生成的csv文件,将其加载到OMOP CDM一致性数据库中。在整个ETL过程中,使用HL7 FHIR CodeSystem和ConceptMap资源进行编码和映射。以临床试验用例检索数据为例,验证了该方法的可行性和有效性。在伤口生活质量问卷中对首次就诊时的伤口大小和患者的主要问题进行调查(n = 24)。总的来说,ETL过程工作得很好,但也出现了一些挑战,比如后期协调的SNOMED代码或条件,这些问题可能不止一次出现。
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来源期刊
Studies in Health Technology and Informatics
Studies in Health Technology and Informatics Health Professions-Health Information Management
CiteScore
1.20
自引率
0.00%
发文量
1463
期刊介绍: This book series was started in 1990 to promote research conducted under the auspices of the EC programmes’ Advanced Informatics in Medicine (AIM) and Biomedical and Health Research (BHR) bioengineering branch. A driving aspect of international health informatics is that telecommunication technology, rehabilitative technology, intelligent home technology and many other components are moving together and form one integrated world of information and communication media.
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