https://www.dagstuhl.de/17472

November 19 – 22 , 2017, Dagstuhl Seminar 17472

Addressing the Computational Challenges of Personalized Medicine

Organizers

Niko Beerenwinkel (ETH Zürich – Basel, CH)
Holger Fröhlich (UCB Biosciences GmbH – Monheim, DE)
Franziska Michor (Harvard Medical School – Boston, US)
Susan A. Murphy (Harvard University – Cambridge, US)

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Documents

Dagstuhl Report, Volume 7, Issue 11 Dagstuhl Report
Aims & Scope
List of Participants
Shared Documents
Dagstuhl Seminar Wiki
Dagstuhl Seminar Schedule [pdf]

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Summary

Personalized medicine (PM) is understood as a non-traditional medical approach, in which patients are stratified based on their disease subtype, disease risk, disease prognosis or treatment response using specialized diagnostic tests. High promises for the whole health care sector are associated with PM, and correspondingly the topic has received a lot of attention during the last years. PM is tightly connected to and dependent on computational sciences (computer science, mathematical modeling, computational statistics, bioinformatics). Currently, shortcomings of computational methodology constitute an important bottleneck for PM, which hinders full realization.

The goal of the planned seminar was to bring together an international and interdisciplinary group of experts in different computational science disciplines in order to discuss, how some of the major existing computational challenges could be better addressed in the future, namely:

  1. how to enhance prediction performance of computational models for PM
  2. how to improve their interpretability
  3. how to validate and implement them in practice

The seminar joined together expertise that is usually scattered across different disciplines. The seminar had a strict focus on computational methodology, but few selected non-computational scientists closed the gap to the application field.

License
  Creative Commons BY 3.0 Unported license
  Niko Beerenwinkel, Holger Fröhlich, Franziska Michor, and Susan A. Murphy

Classification

  • Artificial Intelligence / Robotics
  • Bioinformatics
  • Modelling / Simulation

Keywords

  • Data science
  • Computational modelling
  • Bioinformatics
  • Systems biology
  • Personalized medicine

Book exhibition

Books from the participants of the current Seminar 

Book exhibition in the library, ground floor, during the seminar week.

Documentation

In the series Dagstuhl Reports each Dagstuhl Seminar and Dagstuhl Perspectives Workshop is documented. The seminar organizers, in cooperation with the collector, prepare a report that includes contributions from the participants' talks together with a summary of the seminar.

 

Download overview leaflet (PDF).

Publications

Furthermore, a comprehensive peer-reviewed collection of research papers can be published in the series Dagstuhl Follow-Ups.

Dagstuhl's Impact

Please inform us when a publication was published as a result from your seminar. These publications are listed in the category Dagstuhl's Impact and are presented on a special shelf on the ground floor of the library.

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