Joint Imaging Platform for Federated Clinical Data Analytics

Research output: Contribution to journalResearch articleContributedpeer-review

Contributors

  • Jonas Scherer - , German Cancer Research Center (DKFZ) (Author)
  • Marco Nolden - , German Cancer Research Center (DKFZ) (Author)
  • Jens Kleesiek - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Jasmin Metzger - , German Cancer Research Center (DKFZ) (Author)
  • Klaus Kades - , German Cancer Research Center (DKFZ) (Author)
  • Verena Schneider - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Michael Bach - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Oliver Sedlaczek - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Andreas M Bucher - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Thomas J Vogl - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Frank Grünwald - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Jens-Peter Kühn - , German Cancer Consortium (Partner: DKTK, DKFZ), Institute and Polyclinic of Diagnostic and Interventional Radiology, University Hospital Carl Gustav Carus Dresden (Author)
  • Ralf-Thorsten Hoffmann - , German Cancer Consortium (Partner: DKTK, DKFZ), Institute and Polyclinic of Diagnostic and Interventional Radiology, University Hospital Carl Gustav Carus Dresden (Author)
  • Jörg Kotzerke - , German Cancer Consortium (Partner: DKTK, DKFZ), Department of Nuclear Medicine, University Hospital Carl Gustav Carus Dresden (Author)
  • Oliver Bethge - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Lars Schimmöller - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Gerald Antoch - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Hans-Wilhelm Müller - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Andreas Daul - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Konstantin Nikolaou - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Christian la Fougère - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Wolfgang G Kunz - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Michael Ingrisch - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Balthasar Schachtner - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Jens Ricke - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Peter Bartenstein - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Felix Nensa - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Alexander Radbruch - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Lale Umutlu - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Michael Forsting - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Robert Seifert - , University Hospital Essen (Author)
  • Ken Herrmann - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Philipp Mayer - , University Hospital Heidelberg (Author)
  • Hans-Ulrich Kauczor - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Tobias Penzkofer - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Bernd Hamm - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Winfried Brenner - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Roman Kloeckner - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Christoph Düber - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Mathias Schreckenberger - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Rickmer Braren - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Georgios Kaissis - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Marcus Makowski - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Matthias Eiber - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Andrei Gafita - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Rupert Trager - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Wolfgang A. Weber - , Klinikum Rechts der Isar (MRI TUM), Technical University of Munich (Author)
  • Jakob Neubauer - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Marco Reisert - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Michael Bock - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Fabian Bamberg - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Jürgen Hennig - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Philipp Tobias Meyer - , German Cancer Consortium (Partner: DKTK, DKFZ), University Medical Center Freiburg (Author)
  • Juri Ruf - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Uwe Haberkorn - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Stefan O Schoenberg - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Tristan Kuder - , German Cancer Consortium (DKTK) Partner Site Dresden (Author)
  • Peter Neher - , German Cancer Research Center (DKFZ) (Author)
  • Ralf Floca - , German Cancer Research Center (DKFZ) (Author)
  • Heinz-Peter Schlemmer - , Heidelberg University  (Author)
  • Klaus Maier-Hein - , German Cancer Research Center (DKFZ) (Author)

Abstract

PURPOSE: Image analysis is one of the most promising applications of artificial intelligence (AI) in health care, potentially improving prediction, diagnosis, and treatment of diseases. Although scientific advances in this area critically depend on the accessibility of large-volume and high-quality data, sharing data between institutions faces various ethical and legal constraints as well as organizational and technical obstacles.

METHODS: The Joint Imaging Platform (JIP) of the German Cancer Consortium (DKTK) addresses these issues by providing federated data analysis technology in a secure and compliant way. Using the JIP, medical image data remain in the originator institutions, but analysis and AI algorithms are shared and jointly used. Common standards and interfaces to local systems ensure permanent data sovereignty of participating institutions.

RESULTS: The JIP is established in the radiology and nuclear medicine departments of 10 university hospitals in Germany (DKTK partner sites). In multiple complementary use cases, we show that the platform fulfills all relevant requirements to serve as a foundation for multicenter medical imaging trials and research on large cohorts, including the harmonization and integration of data, interactive analysis, automatic analysis, federated machine learning, and extensibility and maintenance processes, which are elementary for the sustainability of such a platform.

CONCLUSION: The results demonstrate the feasibility of using the JIP as a federated data analytics platform in heterogeneous clinical information technology and software landscapes, solving an important bottleneck for the application of AI to large-scale clinical imaging data.

Details

Original languageEnglish
Pages (from-to)1027-1038
Number of pages12
Journal JCO clinical cancer informatics : an American Society of Clinical Oncology journal
Volume4
Publication statusPublished - Nov 2020
Peer-reviewedYes

External IDs

PubMedCentral PMC7713526
Scopus 85095960057
ORCID /0000-0002-6349-4007/work/146642435
ORCID /0000-0003-3258-930X/work/172085820

Keywords

Sustainable Development Goals

Keywords

  • Artificial Intelligence, Data Science, Delivery of Health Care, Germany, Humans, Radiology

Library keywords