<?xml version="1.0" encoding="iso-8859-1" standalone="no"?>
<!DOCTYPE GmsArticle SYSTEM "http://www.egms.de/dtd/2.0.34/GmsArticle.dtd">
<GmsArticle xmlns:xlink="http://www.w3.org/1999/xlink">
  <MetaData>
    <Identifier>25gmds110</Identifier>
    <IdentifierDoi>10.3205/25gmds110</IdentifierDoi>
    <IdentifierUrn>urn:nbn:de:0183-25gmds1102</IdentifierUrn>
    <ArticleType>Meeting Abstract</ArticleType>
    <TitleGroup>
      <Title language="en">Standardizing Metadata in NFDI4Health: A FHIR Implementation Guide for Interdisciplinary Health Research</Title>
    </TitleGroup>
    <CreatorList>
      <Creator>
        <PersonNames>
          <Lastname>Vorisek</Lastname>
          <LastnameHeading>Vorisek</LastnameHeading>
          <Firstname>Carina Nina</Firstname>
          <Initials>CN</Initials>
        </PersonNames>
        <Address>
          <Affiliation>Berlin Institute of Health at Charit&#233; Universit&#228;tsmedizin Berlin, Berlin, Germany</Affiliation>
        </Address>
        <Creatorrole corresponding="no" presenting="no">author</Creatorrole>
      </Creator>
      <Creator>
        <PersonNames>
          <Lastname>H&#246;lter</Lastname>
          <LastnameHeading>H&#246;lter</LastnameHeading>
          <Firstname>Thimo</Firstname>
          <Initials>T</Initials>
        </PersonNames>
        <Address>
          <Affiliation>Berlin Institute of Health at Charit&#233; Universit&#228;tsmedizin Berlin, Berlin, Germany</Affiliation>
        </Address>
        <Creatorrole corresponding="no" presenting="no">author</Creatorrole>
      </Creator>
      <Creator>
        <PersonNames>
          <Lastname>Sa&#223;</Lastname>
          <LastnameHeading>Sa&#223;</LastnameHeading>
          <Firstname>Julian</Firstname>
          <Initials>J</Initials>
        </PersonNames>
        <Address>
          <Affiliation>Berlin Institute of Health at Charit&#233; Universit&#228;tsmedizin Berlin, Berlin, Germany</Affiliation>
        </Address>
        <Creatorrole corresponding="no" presenting="no">author</Creatorrole>
      </Creator>
      <Creator>
        <PersonNames>
          <Lastname>Shutsko</Lastname>
          <LastnameHeading>Shutsko</LastnameHeading>
          <Firstname>Aliaksandra</Firstname>
          <Initials>A</Initials>
        </PersonNames>
        <Address>
          <Affiliation>ZB MED &#8211; Information Centre for Life Sciences, K&#246;ln, Germany</Affiliation>
        </Address>
        <Creatorrole corresponding="no" presenting="no">author</Creatorrole>
      </Creator>
      <Creator>
        <PersonNames>
          <Lastname>Kasbohm</Lastname>
          <LastnameHeading>Kasbohm</LastnameHeading>
          <Firstname>Elisa</Firstname>
          <Initials>E</Initials>
        </PersonNames>
        <Address>
          <Affiliation>University Medicine Greifswald, Greifswald, Germany</Affiliation>
        </Address>
        <Creatorrole corresponding="no" presenting="no">author</Creatorrole>
      </Creator>
      <Creator>
        <PersonNames>
          <Lastname>Golebiewski</Lastname>
          <LastnameHeading>Golebiewski</LastnameHeading>
          <Firstname>Martin</Firstname>
          <Initials>M</Initials>
        </PersonNames>
        <Address>
          <Affiliation>Heidelberg Institute for Theoretical Studies (HITS), Heidelberg, Germany</Affiliation>
        </Address>
        <Creatorrole corresponding="no" presenting="no">author</Creatorrole>
      </Creator>
      <Creator>
        <PersonNames>
          <Lastname>Schmidt</Lastname>
          <LastnameHeading>Schmidt</LastnameHeading>
          <Firstname>Carsten Oliver</Firstname>
          <Initials>CO</Initials>
        </PersonNames>
        <Address>
          <Affiliation>University Medicine Greifswald, Greifswald, Germany</Affiliation>
        </Address>
        <Creatorrole corresponding="no" presenting="no">author</Creatorrole>
      </Creator>
      <Creator>
        <PersonNames>
          <Lastname>Thun</Lastname>
          <LastnameHeading>Thun</LastnameHeading>
          <Firstname>Sylvia</Firstname>
          <Initials>S</Initials>
        </PersonNames>
        <Address>
          <Affiliation>Berlin Institute of Health at Charit&#233; Universit&#228;tsmedizin Berlin, Berlin, Germany</Affiliation>
        </Address>
        <Creatorrole corresponding="no" presenting="no">author</Creatorrole>
      </Creator>
      <Creator>
        <PersonNames>
          <Lastname>Klopfenstein</Lastname>
          <LastnameHeading>Klopfenstein</LastnameHeading>
          <Firstname>Sophie</Firstname>
          <Initials>S</Initials>
        </PersonNames>
        <Address>
          <Affiliation>Berlin Institute of Health at Charit&#233; Universit&#228;tsmedizin Berlin, Berlin, Germany</Affiliation>
        </Address>
        <Creatorrole corresponding="no" presenting="no">author</Creatorrole>
      </Creator>
    </CreatorList>
    <PublisherList>
      <Publisher>
        <Corporation>
          <Corporatename>German Medical Science GMS Publishing House</Corporatename>
        </Corporation>
        <Address>D&#252;sseldorf</Address>
      </Publisher>
    </PublisherList>
    <SubjectGroup>
      <SubjectheadingDDB>610</SubjectheadingDDB>
      <Keyword language="en">HL7 FHIR</Keyword>
      <Keyword language="en">metadata</Keyword>
      <Keyword language="en">FAIR principles</Keyword>
      <Keyword language="en">interoperability</Keyword>
    </SubjectGroup>
    <DatePublishedList>
      <DatePublished>20251103</DatePublished>
    </DatePublishedList>
    <Language>engl</Language>
    <License license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/4.0/">
      <AltText language="en">This is an Open Access article distributed under the terms of the Creative Commons Attribution 4.0 License.</AltText>
      <AltText language="de">Dieser Artikel ist ein Open-Access-Artikel und steht unter den Lizenzbedingungen der Creative Commons Attribution 4.0 License (Namensnennung).</AltText>
    </License>
    <SourceGroup>
      <Meeting>
        <MeetingId>M0631</MeetingId>
        <MeetingSequence>110</MeetingSequence>
        <MeetingCorporation>Deutsche Gesellschaft f&#252;r Medizinische Informatik, Biometrie und Epidemiologie</MeetingCorporation>
        <MeetingName>70. Jahrestagung der Deutschen Gesellschaft f&#252;r Medizinische Informatik, Biometrie und Epidemiologie e. V. (GMDS)</MeetingName>
        <MeetingTitle></MeetingTitle>
        <MeetingSession>PS 2: Interoperability and standards</MeetingSession>
        <MeetingCity>Jena</MeetingCity>
        <MeetingDate>
          <DateFrom>20250907</DateFrom>
          <DateTo>20250911</DateTo>
        </MeetingDate>
      </Meeting>
    </SourceGroup>
    <ArticleNo>Abstr. 288</ArticleNo>
  </MetaData>
  <OrigData>
    <TextBlock name="Text" linked="yes">
      <MainHeadline>Text</MainHeadline><Pgraph><Mark1>Introduction:</Mark1> With the growing volume of data generated in clinical, epidemiological, and public health research, the application of the FAIR principles is essential to ensure that data can be found, exchanged, and reused across institutions and systems. However, metadata often lacks structural consistency and semantic standardization, impeding interoperability and secondary use. Metadata, in this context, refers to data about data &#8211; that is, structured descriptors that define key properties of studies, documents, questionnaires, and registries, such as design, objectives, population, data collection instruments and provenance. The German National Research Data Infrastructure for Personal Health Data (NFDI4Health) addresses this challenge by developing a modular Metadata Schema (MDS) that supports syntactic and semantic harmonization of metadata describing these research resources.</Pgraph><Pgraph><Mark1>Methods:</Mark1> All elements of NFDI4Health MDS version 3.3.1 were systematically analyzed with regard to structure, terminology requirements, and compatibility with international standards. Standard terminologies such as SNOMED CT, LOINC, ICD, UCUM, and the NCI Thesaurus were used for semantic annotation. Where no suitable terms existed, local CodeSystems were defined. The schema was operationalized using HL7 FHIR R4, developed with the FHIR Shorthand (FSH) compiler SUSHI and validated with the gematik codfsh validator. Profiles were created for key resource types including ResearchStudy, Questionnaire, DocumentReference, Library, and Composition. All artifacts were published as a FHIR Implementation Guide via GitHub and Simplifier.</Pgraph><Pgraph><Mark1>Results:</Mark1> The resulting Implementation Guide includes 19 FHIR profiles, 67 ValueSets, and 51 extensions. It provides a reusable framework for representing structured metadata across various study types. The Composition resource was adapted to reference other resources depending on the context. Conditional cardinalities were used to express logical dependencies between metadata elements. Use-case-specific modules such as nutritional epidemiology and chronic diseases were implemented within the Composition structure.</Pgraph><Pgraph><Mark1>Discussion:</Mark1> The framework enables standardized, interoperable metadata representation for health research, but several limitations were identified. These include the extensive use of extensions, gaps in terminology coverage, and technical constraints of FHIR R4. The metadata schema aims to support interoperability by providing a structured, machine-readable foundation for health research descriptions. While EHDS alignment is not yet part of this release, it is planned for Phase II of the project.</Pgraph><Pgraph><Mark1>Conclusion:</Mark1> The NFDI4Health FHIR-based metadata framework offers a scalable, standards-compliant approach to metadata representation in health research. The openly available Implementation Guide supports harmonization and fosters interoperability. Further refinement in collaboration with the NFDI4Health community and alignment with European initiatives are planned.</Pgraph><Pgraph>The authors declare that they have no competing interests.</Pgraph><Pgraph>The authors declare that an ethics committee vote is not required.</Pgraph></TextBlock>
    <References linked="yes">
      <Reference refNo="1">
        <RefAuthor>Wilkinson MD</RefAuthor>
        <RefAuthor>Dumontier M</RefAuthor>
        <RefAuthor>Aalbersberg IjJ</RefAuthor>
        <RefAuthor>Appleton G</RefAuthor>
        <RefAuthor>Axton M</RefAuthor>
        <RefAuthor>Baak A</RefAuthor>
        <RefAuthor></RefAuthor>
        <RefTitle>The FAIR Guiding Principles for scientific data management and stewardship</RefTitle>
        <RefYear>2016</RefYear>
        <RefJournal>Sci Data</RefJournal>
        <RefPage>160018</RefPage>
        <RefTotal>Wilkinson MD, Dumontier M, Aalbersberg IjJ, Appleton G, Axton M, Baak A, et al. The FAIR Guiding Principles for scientific data management and stewardship. Sci Data. 2016 Mar 15;3:160018.</RefTotal>
      </Reference>
      <Reference refNo="2">
        <RefAuthor>Abaza H</RefAuthor>
        <RefAuthor>Shutsko A</RefAuthor>
        <RefAuthor>Golebiewski M</RefAuthor>
        <RefAuthor></RefAuthor>
        <RefTitle></RefTitle>
        <RefYear>2023</RefYear>
        <RefBookTitle>The NFDI4Health Metadata Schema (V3&#95;3)</RefBookTitle>
        <RefPage></RefPage>
        <RefTotal>Abaza H, Shutsko A, Golebiewski M, et al. The NFDI4Health Metadata Schema (V3&#95;3). Zenodo; 2023. DOI: 10.4126&#47;FRL01-006472531</RefTotal>
        <RefLink>https:&#47;&#47;doi.org&#47;10.4126&#47;FRL01-006472531</RefLink>
      </Reference>
      <Reference refNo="3">
        <RefAuthor>Abaza H</RefAuthor>
        <RefAuthor>Shutsko A</RefAuthor>
        <RefAuthor>Klopfenstein SAI</RefAuthor>
        <RefAuthor>Vorisek CN</RefAuthor>
        <RefAuthor>Schmidt CO</RefAuthor>
        <RefAuthor>Br&#252;nings-Kuppe C</RefAuthor>
        <RefAuthor>Clemens V</RefAuthor>
        <RefAuthor>Darms J</RefAuthor>
        <RefAuthor>Han&#223; S</RefAuthor>
        <RefAuthor>Intemann T</RefAuthor>
        <RefAuthor>Jannasch F</RefAuthor>
        <RefAuthor>Kasbohm E</RefAuthor>
        <RefAuthor>Lindst&#228;dt B</RefAuthor>
        <RefAuthor>L&#246;be M</RefAuthor>
        <RefAuthor>Nimptsch K</RefAuthor>
        <RefAuthor>N&#246;thlings U</RefAuthor>
        <RefAuthor>Ocanto MG</RefAuthor>
        <RefAuthor>Osei TB</RefAuthor>
        <RefAuthor>Perrar I</RefAuthor>
        <RefAuthor>Peters M</RefAuthor>
        <RefAuthor>Pischon T</RefAuthor>
        <RefAuthor>Sax U</RefAuthor>
        <RefAuthor>Schulze MB</RefAuthor>
        <RefAuthor>Schwarz F</RefAuthor>
        <RefAuthor>Schwedhelm C</RefAuthor>
        <RefAuthor>Thun S</RefAuthor>
        <RefAuthor>Waltemath D</RefAuthor>
        <RefAuthor>W&#252;nsche H</RefAuthor>
        <RefAuthor>Zeleke AA</RefAuthor>
        <RefAuthor>M&#252;ller W</RefAuthor>
        <RefAuthor>Golebiewski M</RefAuthor>
        <RefTitle>Towards a Domain-Overarching Metadata Schema for Making Health Research Studies FAIR: The NFDI4Health Metadata Schema</RefTitle>
        <RefYear>2025</RefYear>
        <RefJournal>JMIR Medical Informatics</RefJournal>
        <RefPage>e63906</RefPage>
        <RefTotal>Abaza H, Shutsko A, Klopfenstein SAI, Vorisek CN, Schmidt CO, Br&#252;nings-Kuppe C, Clemens V, Darms J, Han&#223; S, Intemann T, Jannasch F, Kasbohm E, Lindst&#228;dt B, L&#246;be M, Nimptsch K, N&#246;thlings U, Ocanto MG, Osei TB, Perrar I, Peters M, Pischon T, Sax U, Schulze MB, Schwarz F, Schwedhelm C, Thun S, Waltemath D, W&#252;nsche H, Zeleke AA, M&#252;ller W, Golebiewski M. Towards a Domain-Overarching Metadata Schema for Making Health Research Studies FAIR: The NFDI4Health Metadata Schema. JMIR Medical Informatics. 2025;13:e63906. DOI: 10.2196&#47;63906</RefTotal>
        <RefLink>http:&#47;&#47;dx.doi.org&#47;10.2196&#47;63906</RefLink>
      </Reference>
      <Reference refNo="4">
        <RefAuthor>Klopfenstein SAI</RefAuthor>
        <RefAuthor>Vorisek CN</RefAuthor>
        <RefAuthor>Shutsko A</RefAuthor>
        <RefAuthor>Lehne M</RefAuthor>
        <RefAuthor>Sass J</RefAuthor>
        <RefAuthor>L&#246;be M</RefAuthor>
        <RefAuthor></RefAuthor>
        <RefTitle>Fast Healthcare Interoperability Resources (FHIR) in a FAIR Metadata Registry for COVID-19 Research</RefTitle>
        <RefYear>2021</RefYear>
        <RefJournal>Stud Health Technol Inform</RefJournal>
        <RefPage>73&#8211;7</RefPage>
        <RefTotal>Klopfenstein SAI, Vorisek CN, Shutsko A, Lehne M, Sass J, L&#246;be M, et al. Fast Healthcare Interoperability Resources (FHIR) in a FAIR Metadata Registry for COVID-19 Research. Stud Health Technol Inform. 2021 Nov 18;287:73&#8211;7.</RefTotal>
      </Reference>
      <Reference refNo="5">
        <RefAuthor>Anonym</RefAuthor>
        <RefTitle></RefTitle>
        <RefYear></RefYear>
        <RefBookTitle>NFDI4Health Metadata Schema</RefBookTitle>
        <RefPage></RefPage>
        <RefTotal>NFDI4Health Metadata Schema. Firely SIMPLIFIER.NET; &#91;cited 2025 Apr 24&#93;. Available from: https:&#47;&#47;simplifier.net&#47;NFDI4Health-Metadata-Schema&#47;&#126;introduction.</RefTotal>
        <RefLink>https:&#47;&#47;simplifier.net&#47;NFDI4Health-Metadata-Schema&#47;&#126;introduction</RefLink>
      </Reference>
    </References>
    <Media>
      <Tables>
        <NoOfTables>0</NoOfTables>
      </Tables>
      <Figures>
        <NoOfPictures>0</NoOfPictures>
      </Figures>
      <InlineFigures>
        <NoOfPictures>0</NoOfPictures>
      </InlineFigures>
      <Attachments>
        <NoOfAttachments>0</NoOfAttachments>
      </Attachments>
    </Media>
  </OrigData>
</GmsArticle>