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Prof. Dr. Dagmar Waltemath
Medical Informatics Laboratory
University Medicine Greifswald
dagmarwaltemath
FAIR data management
in biomedicine
QPTDat Workshop Plasma Medicine | Oct 28 2020 | slideshare
Systems Biology is …
the science that studies how biological function
emerges from the interactions
between the components of living systems.
… and how these emergent properties
enable/constrain the behavior
of these components.
2
Systems Medicine is the implementation of
Systems Biology approaches in medical
concepts, research and practice.
(https://www.casym.eu/)
Systems Biology is …
3
Biological scales DE Systems Further approaches
Images: https://doi.org/10.1002/wsbm.33, https://doi.org/10.1371/journal.pcbi.1002815, https://doi.org/10.1371/journal.pcbi.1004591
4
Scharm & Waltemath (2016) A fully featured COMBINE archive of a simulation study on syncytial mitotic cycles in
Drosophila embryos. F1000Research 5
Biosimulation studies
comprise of many
heterogenous data items.
Original
publication
Visualisation Model encoding Simulation encoding
COMBINE
Archive
Systems Biology (Medicine)
research transformed from
purely paper-based reporting…
…to reproducible
and standardized
experiments.
How long
did this
take?
5
Dräger & Waltemath (2020) Overview: Standards for Modeling in Systems Medicine.
Systems Medicine https://doi.org/10.1016/B978-0-12-816077-0.00001-7
A glimpse at the
COMBINE standardisation
movement.
And why did
it work?
Invention of FAIR
6
The standardization movement was
driven by the community.
7
(2005) https://sbmlteam.smugmug.com/Other-
meetings/Model-database-curation/i-qtwsCH3/A
(2009) https://sbmlteam.smugmug.com/BioModels-
meetings/Second-BioModelsnet-Training/i-pqmnk7n/A
(2019) https://doi.org/10.1515/jib-2020-0005
8
An umbrella organization coordinates
the standards developments.
Data formatsGuidelines Semantic layer
http://co.mbine.org/
Editorial Boards
Specifications
Software tool support
Mailing lists
Annual meetings
Journals and funders support
RDM efforts.
9
12/11/14
We will [..] offer expert technical peer
review specifically checking that
submitted systems biology or
physiology-based models run according
to the results presented in the
manuscript submitted to the journal.
Every article published in Physiome
is connected to a curated and
permanent version of the model
code with a persistent identifier.
Through the Physiome paper, the
code necessary to run the model is
easily accessible.
Modelers follow the FAIR guiding
principles when providing reusable
simulation models.
10
• Identifiable
data items
• Persistent
• Searchable
• Identifiers
following standard
protocols
• Authentification
• Access to meta
data, even if data
not accessible
• Formal,
accesssible
representation
of data
• Qualified
references
• Licensing
• Provenance
• Standards
compliance
https://fairsharing.org/ | https://github.com/FAIRMetrics
11
Open, collaborative developments
involve both researchers and users.
Reproduce a simulation Detect differences
http://sed-ml.org/ https://github.com/SemsProject/BiVeS https://most.bio.informatik.uni-rostock.de/
https://yomost.bio.informatik.uni-rostock.de/
Frank
Bergmann
David
Nickerson
Martin
Scharm
Tom
Gebhardt
Vasundra
Touré
Understand model evolution
R1.2. (Meta)data
are associated with
detailed provenance
I1. (Meta)data use a
formal, accessible,
shared, and broadly
applicable language
for knowledge
representation.
F2. Data are
described with
rich metadata
(defined by R1
below)
12
Open, collaborative developments
involve both researchers and users.
Bundle all files in one archive Develop management strategies Link models and clinical data
https://fairdomhub.org/
https://github.com/MaSyMoS
https://combinearchive.org/ https://github.com/matthiaskoenig/exsimo
Wolfgang
Müller
Ron
Henkel
Mariam
Nassar
Martin
Peters
Matthias
König
Henkel et al (2015) Combining computational models, semantic annotations and simulation experiments in
a graph database. Oxford DATABASE
2 experiments,
3 model versions,
changes, meta-data
Data is available online, using standard
formats, open protocols & PIDs.
13
12/11/14 © 2009 UNIVERSITÄT ROSTOCK | Fakultät für Informatik und Elektrotechnik
https://www.ebi.ac.uk/biomodels/
https://models.cellml.org/cellml
http://bigg.ucsd.edu/ http://www.opensourcebrain.org/
Automated tool chains for data and model
reuse support interoperable standards.
14
Scharm & Waltemath (2015) Extracting reproducible simulation studies from model repositories using the CombineArchive Toolkit.
BTW http://www.btw-2015.de/res/proceedings/Workshops/DMS/Scharm-Extracting_reproducible_sim.pdf
Guidelines help to perform the
necessary standardization tasks.
10 tips for building useful SBGN maps Building fully featured COMBINE archives
15
A community of FAIR-aware repositories,
tools, projects and work groups
contributes to better scientific practise.
16
12/11/14
FAIRDOMHub GMDS FAIR data infrastructures
GO FAIR FAIR4Health VODAN
17
12/11/14 © 2009 UNIVERSITÄT ROSTOCK | Fakultät für Informatik und Elektrotechnik
https://www.ebi.ac.uk/biomodels/covid-19 (through EOSC OVID-19 fast track funding)
The COMBINE approach to FAIR RDM
and reproducible science connects to
the medical domain.
Harmonised and semantically enriched
COVID-19 studies contribute to fighting
the current pandemic.
18
Clinical platform
M-KIS
KAS+ TP-F
Kairos CentraXX
Medical Device
Integration
Klinic
systems
myMedis,
swisslab, …
Patient
information
system SAP
Biobanking
BIMS
Kairos CentraXX
metadata
management
Extraktion,
Transformation,
Load
transfer
trusted third party
Data transfer
federated
data
platform
Patient care Research data platform
NFN
Links: https://images.app.goo.gl/uxka5cMEMxJD1jVF8
project specific
solutions
data integration
center (DIC)
Bottom-up, community-driven approach to
standardising biomedical simulation studies.
What does it take to do FAIR
biomedical science?
Top-down, coordinated approach to research
data management.
Short-term funding
to drive research Sustainable
research software
Active and open
community
Enthusiastic and
visionary drivers
19
Thank you for your attention
Dagmar Waltemath
Medical Informatics Lab &
Core Unit Research Data Management
University Medicine Greifswald
0000-0002-5886-5563
Image source: Wikimedia Commons, Creative Commons
Attribution-Share Alike 4.0 International

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FAIR data management in biomedicine

  • 1. Prof. Dr. Dagmar Waltemath Medical Informatics Laboratory University Medicine Greifswald dagmarwaltemath FAIR data management in biomedicine QPTDat Workshop Plasma Medicine | Oct 28 2020 | slideshare
  • 2. Systems Biology is … the science that studies how biological function emerges from the interactions between the components of living systems. … and how these emergent properties enable/constrain the behavior of these components. 2 Systems Medicine is the implementation of Systems Biology approaches in medical concepts, research and practice. (https://www.casym.eu/)
  • 3. Systems Biology is … 3 Biological scales DE Systems Further approaches Images: https://doi.org/10.1002/wsbm.33, https://doi.org/10.1371/journal.pcbi.1002815, https://doi.org/10.1371/journal.pcbi.1004591
  • 4. 4 Scharm & Waltemath (2016) A fully featured COMBINE archive of a simulation study on syncytial mitotic cycles in Drosophila embryos. F1000Research 5 Biosimulation studies comprise of many heterogenous data items. Original publication Visualisation Model encoding Simulation encoding COMBINE Archive
  • 5. Systems Biology (Medicine) research transformed from purely paper-based reporting… …to reproducible and standardized experiments. How long did this take? 5
  • 6. Dräger & Waltemath (2020) Overview: Standards for Modeling in Systems Medicine. Systems Medicine https://doi.org/10.1016/B978-0-12-816077-0.00001-7 A glimpse at the COMBINE standardisation movement. And why did it work? Invention of FAIR 6
  • 7. The standardization movement was driven by the community. 7 (2005) https://sbmlteam.smugmug.com/Other- meetings/Model-database-curation/i-qtwsCH3/A (2009) https://sbmlteam.smugmug.com/BioModels- meetings/Second-BioModelsnet-Training/i-pqmnk7n/A (2019) https://doi.org/10.1515/jib-2020-0005
  • 8. 8 An umbrella organization coordinates the standards developments. Data formatsGuidelines Semantic layer http://co.mbine.org/ Editorial Boards Specifications Software tool support Mailing lists Annual meetings
  • 9. Journals and funders support RDM efforts. 9 12/11/14 We will [..] offer expert technical peer review specifically checking that submitted systems biology or physiology-based models run according to the results presented in the manuscript submitted to the journal. Every article published in Physiome is connected to a curated and permanent version of the model code with a persistent identifier. Through the Physiome paper, the code necessary to run the model is easily accessible.
  • 10. Modelers follow the FAIR guiding principles when providing reusable simulation models. 10 • Identifiable data items • Persistent • Searchable • Identifiers following standard protocols • Authentification • Access to meta data, even if data not accessible • Formal, accesssible representation of data • Qualified references • Licensing • Provenance • Standards compliance https://fairsharing.org/ | https://github.com/FAIRMetrics
  • 11. 11 Open, collaborative developments involve both researchers and users. Reproduce a simulation Detect differences http://sed-ml.org/ https://github.com/SemsProject/BiVeS https://most.bio.informatik.uni-rostock.de/ https://yomost.bio.informatik.uni-rostock.de/ Frank Bergmann David Nickerson Martin Scharm Tom Gebhardt Vasundra Touré Understand model evolution R1.2. (Meta)data are associated with detailed provenance I1. (Meta)data use a formal, accessible, shared, and broadly applicable language for knowledge representation. F2. Data are described with rich metadata (defined by R1 below)
  • 12. 12 Open, collaborative developments involve both researchers and users. Bundle all files in one archive Develop management strategies Link models and clinical data https://fairdomhub.org/ https://github.com/MaSyMoS https://combinearchive.org/ https://github.com/matthiaskoenig/exsimo Wolfgang Müller Ron Henkel Mariam Nassar Martin Peters Matthias König Henkel et al (2015) Combining computational models, semantic annotations and simulation experiments in a graph database. Oxford DATABASE 2 experiments, 3 model versions, changes, meta-data
  • 13. Data is available online, using standard formats, open protocols & PIDs. 13 12/11/14 © 2009 UNIVERSITÄT ROSTOCK | Fakultät für Informatik und Elektrotechnik https://www.ebi.ac.uk/biomodels/ https://models.cellml.org/cellml http://bigg.ucsd.edu/ http://www.opensourcebrain.org/
  • 14. Automated tool chains for data and model reuse support interoperable standards. 14 Scharm & Waltemath (2015) Extracting reproducible simulation studies from model repositories using the CombineArchive Toolkit. BTW http://www.btw-2015.de/res/proceedings/Workshops/DMS/Scharm-Extracting_reproducible_sim.pdf
  • 15. Guidelines help to perform the necessary standardization tasks. 10 tips for building useful SBGN maps Building fully featured COMBINE archives 15
  • 16. A community of FAIR-aware repositories, tools, projects and work groups contributes to better scientific practise. 16 12/11/14 FAIRDOMHub GMDS FAIR data infrastructures GO FAIR FAIR4Health VODAN
  • 17. 17 12/11/14 © 2009 UNIVERSITÄT ROSTOCK | Fakultät für Informatik und Elektrotechnik https://www.ebi.ac.uk/biomodels/covid-19 (through EOSC OVID-19 fast track funding) The COMBINE approach to FAIR RDM and reproducible science connects to the medical domain.
  • 18. Harmonised and semantically enriched COVID-19 studies contribute to fighting the current pandemic. 18 Clinical platform M-KIS KAS+ TP-F Kairos CentraXX Medical Device Integration Klinic systems myMedis, swisslab, … Patient information system SAP Biobanking BIMS Kairos CentraXX metadata management Extraktion, Transformation, Load transfer trusted third party Data transfer federated data platform Patient care Research data platform NFN Links: https://images.app.goo.gl/uxka5cMEMxJD1jVF8 project specific solutions data integration center (DIC)
  • 19. Bottom-up, community-driven approach to standardising biomedical simulation studies. What does it take to do FAIR biomedical science? Top-down, coordinated approach to research data management. Short-term funding to drive research Sustainable research software Active and open community Enthusiastic and visionary drivers 19
  • 20. Thank you for your attention Dagmar Waltemath Medical Informatics Lab & Core Unit Research Data Management University Medicine Greifswald 0000-0002-5886-5563 Image source: Wikimedia Commons, Creative Commons Attribution-Share Alike 4.0 International