Federate Learning and mUlti-party computation Techniques for prostatE cancer

Informazioni relative al progetto

FLUTE

ID dell’accordo di sovvenzione: 101095382

DOI

10.3030/101095382

Progetto chiuso

Data della firma CE 4 Aprile 2023

Data di avvio 1 Maggio 2023

Data di completamento 30 Aprile 2026

Finanziato da

• Health

Costo totale

€ 6 304 750,00

Contributo UE

€ 6 304 750,00

Coordinato da

INSTITUT NATIONAL DE RECHERCHE EN INFORMATIQUE ET AUTOMATIQUE
France

CORDIS fornisce collegamenti ai risultati finali pubblici e alle pubblicazioni dei progetti ORIZZONTE.

I link ai risultati e alle pubblicazioni dei progetti del 7° PQ, così come i link ad alcuni tipi di risultati specifici come dataset e software, sono recuperati dinamicamente da .OpenAIRE .

Risultati finali

Documents, reports (3)

SoA of FL-tailored AI models, PET methods and tools

SoA of FL-tailored AI models (especially relevant predictive DNN and synthetic data generation models), PET methods (especially SPMC, FSS and TEE related methods) and tools will contain an analysis of AI models and central aggregation methods for the FL setting, as well as state of the art of the PET methods and SW tools for FL scenarios.

Initial CDP and CDEP establishment
Algorithm identification

Report on algorithms & strategies identified in T9.1

Websites, patent fillings, videos etc. (1)

Project website launch

Pubblicazioni

Peer reviewed articles (13)

Using UMAP for Partially Synthetic Healthcare Tabular Data Generation and Validation

Autori: Carla Lázaro, Cecilio Angulo
Pubblicato in: Sensors, Numero 24, 2025, ISSN 1424-8220
Editore: MDPI AG
DOI: 10.3390/S24237843

3D-StyleGAN2-ADA: Volumetric Synthesis of Realistic Prostate T2W MRI

Autori: Lezcano Giardina, Claudia Patricia; Vilaplana Besler, Verónica
Pubblicato in: Journal of Imaging, 2026, ISSN 2313-433X
Editore: MDPI AG
DOI: 10.3390/JIMAGING12030130

International Journal of Medical Informatics

Autori: Andalò, Alice; Cavallucci, Martina; Gentili, Nicola; Danesi, Valentina; Massa, Ilaria; Scarpi, Emanuela; Restuccia, Mariachiara; Vespignani, Roberto; Musolino, Antonino; Merloni, Filippo; De Giorgi, Ugo; Palleschi, Michela; Conficconi, Alice
Pubblicato in: International Journal of Medical Informatics, 2025, ISSN 1386-5056
Editore: Elsevier B.V.
DOI: 10.1016/J.IJMEDINF.2025.106237

Algorithms

Autori: Carla Lázaro, Cecilio Angulo
Pubblicato in: Human-Centric Data Science for Innovations in Intelligent Healthcare and Remote Monitoring: Methods, Approaches and Technologies, 2024, ISSN 1999-4893
Editore: MDPI
DOI: 10.3390/a17120591

Sensors

Autori: Lazaro Trilles, Carla; Angulo, Cecilio
Pubblicato in: Role and Challenges of Healthcare Cognitive Computing: From Extraction to Data Analysis Techniques, 2024, ISSN 1424-8220
Editore: MDPI
DOI: 10.3390/s24237843

European validation of the Barcelona magnetic resonance predictive model for significant prostate cancer detection in prostate biopsies

Autori: Juan Morote, Berta Miró, Lucas Regis, François Cousin, Patrick Duflot, Philippe Kolh, Alice Andalò, Nicola Gentili, Filippo Merloni, Andrea Prochowski Iamurri, Fabio Ferroni, Enrique Trilla, Olga Méndez
Pubblicato in: BJUI Compass, Numero 7, 2026, ISSN 2688-4526
Editore: Wiley
DOI: 10.1002/BCO2.70198

Iterative Application of UMAP-Based Algorithms for Fully Synthetic Healthcare Tabular Data Generation

Autori: Carla Lázaro, Cecilio Angulo
Pubblicato in: Algorithms, Numero 17, 2025, ISSN 1999-4893
Editore: MDPI AG
DOI: 10.3390/A17120591

Cancers

Autori: Antolín, Andreu||; Roson, Nuria||; Mast, Richard||; Arce, Javier; Almodovar, Ramon; Cortada, Roger||; Maceda, Almudena||; Escobar, Manuel||; Trilla Herrera, Enrique||; Morote Robles, Juan||
Pubblicato in: instname:Universitat Autònoma de Barcelona, 2024, ISSN 2072-6694
Editore: MDPI AG
DOI: 10.3390/CANCERS16172951

Anonymization, accountability, and access: legal dimensions of health data sharing in federated networks. Perspectives from empirical study

Autori: Magdalena Kogut-Czarkowska, Mahsa Shabani
Pubblicato in: Frontiers in Digital Health, Numero 8, 2026, ISSN 2673-253X
Editore: Frontiers Media SA
DOI: 10.3389/FDGTH.2026.1719728

Foundational models and federated learning: survey, taxonomy, challenges and practical insights

Autori: Cosmin-Andrei Hatfaludi; Alex Serban
Pubblicato in: PeerJ Computer Science, 2025, ISSN 2376-5992
Editore: PeerJ Inc
DOI: 10.7717/PEERJ-CS.2993

Cancers

Autori: Antolin, Andreu
Pubblicato in: Cancers, ISSN 2072-6694
Editore: MDI
DOI: 10.3390/CANCERS16172951

Combined radiomics, PI-RADS, and clinical model improve significant prostate cancer prediction and guide biopsy decision

Autori: Andreu Antolin, Richard Mast, Nuria Roson, Javier Arce, Ramon Almodovar, Roger Cortada, Anna Alberti, Berta Miro, Olga Mendez, Almudena Maceda, Esther Serrano, Carmen Prieto-de-la-Lastra, Ana Jimenez-Pastor, Anna Nogué-Infante, Manuel Escobar, Enrique Trilla, Juan Morote
Pubblicato in: Insights into Imaging, Numero 17, 2026, ISSN 1869-4101
Editore: Springer Science and Business Media LLC
DOI: 10.1186/S13244-026-02295-4

Journal of Medical Internet Research

Autori: Declerck, Jens; Kalra, Dipak; Airola, Antti; Youssef, Ahmed; Chatzichristos, Christos; Mañú Pereira, María del Mar; de Brito Robalo, Bruno Miguel; Ghini, Francesco; Gutierrez-Torre, Alberto; Hoogteijling, Sem; Hultsch, Susanne; Ramon, Jan; Reidel, Sara; Regazzoni, Francesco; Silva, Luís; Silveira, Inês; Tsekeridou, Sofia; Maes, Christophe Odiel Leopold
Pubblicato in: JOURNAL OF MEDICAL INTERNET RESEARCH, ISSN 1438-8871
Editore: JMIR Publications
DOI: 10.2196/83369

Conference proceedings (3)

3D MTransINR: a 3D Modality Translation Model Based on Implicit Neural Representations

Autori: Maria Ysern, Veronica Vilaplana
Pubblicato in: Lecture Notes in Computer Science, Artificial Intelligence in Biomedicine, 2026
Editore: Springer Nature Switzerland
DOI: 10.1007/978-3-032-10661-2_24

Anatomically Guided 3D Diffusion Models for Synthetic Prostate MRI Generation

Autori: Claudia Giardina, Sigrid Vila-Bagaria, Carlos Albornés, Montse Pardàs, Verónica Vilaplana
Pubblicato in: Lecture Notes in Computer Science, Deep Generative Models, 2025
Editore: Springer Nature Switzerland
DOI: 10.1007/978-3-032-05472-2_28

Synthesis of Prostate MRI Scans: A Comparison of StyleGAN2-ADA and Latent Diffusion Models

Autori: Giardina C, Vilaplana V, Pardàs M, Guardia O.
Editore: Image Processing Group (GPI)

Other (1)

Guidance for DPIA practices from EU-funded projects

Autori: Mohnani, Pooja; Koutsopoulos, Kostas; Bassi, Alessandro; Moraiti, Elen; Kogut-Czarkowska, Magdalena; Bassini, Marco; Zamorano, Mariano Martin; Gligoric, Nenad; Kiss, Tamass; Juvonen, Mikko; Honing, Nadia9; Zocchi, Chiara; Guiducci, Manuela
Pubblicato in: 2025
Editore: HIMSS
DOI: 10.5281/ZENODO.15773979

Book chapters (1)

Chapter 11 Federated networks and secondary uses of health data: Challenges in ensuring appropriate safeguards for sharing health data under the GDPR and EHDS

Autori: Kogut - Czarkowska, Magdalena; Shabani, Mahsa
Pubblicato in: The European Health Data Space, 2025
Editore: Taylor & Francis Group
DOI: 10.4324/9781003544111-14