A federated learning system for precision oncology in Europe: DigiONE

Piers Mahon; Ismini Chatzitheofilou; Andre Dekker; Xosé Fernández; Geoff Hall; Aslaug Helland; Alberto Traverso; Cedric Van Marcke; Janne Vehreschild; Gennaro Ciliberto; Giovanni Tonon

doi:10.1038/s41591-023-02715-8

A federated learning system for precision oncology in Europe: DigiONE

Piers Mahon^*
, Ismini Chatzitheofilou
, Andre Dekker
, Xosé Fernández
, Geoff Hall
, Aslaug Helland
, Alberto Traverso
, Cedric Van Marcke
, Janne Vehreschild
, Gennaro Ciliberto
, Giovanni Tonon

^*Corresponding author for this work

Research output: Contribution to journal › Article › Academic › peer-review

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Abstract

DigiONE is a pilot European learning health system in precision oncology that aims to identify optimal cancer treatments by learning from every patient, not just those in trials, through privacy-preserving interrogation of their standardized routine electronic health records.

Original language	English
Pages (from-to)	334-337
Number of pages	4
Journal	Nature Medicine
Volume	30
Issue number	2
DOIs	https://doi.org/10.1038/s41591-023-02715-8
Publication status	Published - Feb 2024

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title = "A federated learning system for precision oncology in Europe: DigiONE",

abstract = "DigiONE is a pilot European learning health system in precision oncology that aims to identify optimal cancer treatments by learning from every patient, not just those in trials, through privacy-preserving interrogation of their standardized routine electronic health records.",

author = "Piers Mahon and Ismini Chatzitheofilou and Andre Dekker and Xos{\'e} Fern{\'a}ndez and Geoff Hall and Aslaug Helland and Alberto Traverso and \{Van Marcke\}, Cedric and Janne Vehreschild and Gennaro Ciliberto and Giovanni Tonon",

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AU - Mahon, Piers

AU - Chatzitheofilou, Ismini

AU - Dekker, Andre

AU - Fernández, Xosé

AU - Hall, Geoff

AU - Helland, Aslaug

AU - Traverso, Alberto

AU - Van Marcke, Cedric

AU - Vehreschild, Janne

AU - Ciliberto, Gennaro

AU - Tonon, Giovanni

PY - 2024/2

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DO - 10.1038/s41591-023-02715-8

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JO - Nature Medicine

JF - Nature Medicine

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A federated learning system for precision oncology in Europe: DigiONE

Abstract

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