Applying ARtificial Intelligence to Define clinical trajectorieS for personalized predicTiOn and early deTEctiOn of comorbidiTy and muLtimorbidiTy pattErnS

HORIZON.2.1HORIZON-RIAID: 101080189
EC Contribution
€40,935
Consortium Size
18 orgs
Summary

The ARISTOTELES project aims to build a multinational harmonized data platform to develop and implement novel artificial intelligence (AI) approaches for management of complex diseases, where progression and manifestations of comorbidities are via multiple interacting pathways. We aim to apply our novel approach to a population of great need due to atrial fibrillation (AF), but our outputs can be extended to other complex diseases with multimorbidity. By integrating AIs into clinical practice, our platform will form a backbone for acceptable, responsible, and respectful uses of patient/participant data to develop and validate novel trustworthy AI tools for more personalized risk assessment and management. This represents a paradigm shift in AF treatment, moving from a focus on individual risk factors and selected outcomes (eg. stroke) to a holistic approach, underpinning timely diagnostic and therapeutic interventions to reduce disease progression, disability, hospitalizations and mortality, as well as improve patient adherence to lifestyle modifications, medications, and other treatment regimens.ARISTOTELES will be delivered through 8 inter-linking work-packages (WPs): WP1 is study management/coordination. WP2 provides the ethical/legal requirements for the development of a trustworthy AI. WP3 addresses stakeholder understanding of AI, needs assessment, and engagement in all the phases of the AI development. In WP4, granular data on genotype and phenotype characteristics, are harmonized from different datasets into a common platform. In WP5, AI algorithms/tools are developed and connected to an interactive output interface for patients and clinicians. In WP6, we test the AI tool developed in WP5 in a clinical trial simulation (in silico trial). In WP7 a multicenter randomized trial runs across multiple countries including both primary care and secondary care. WP7 and WP8 drive the clinical implementation and dissemination of results.

Consortium (18)

Project Results (22)

Source: CORDIS, the EU research results database.

Publications (18)
A European-Multicenter Network for the Implementation of Artificial Intelligence to Manage Complexity and Comorbidities of Atrial Fibrillation Patients: The ARISTOTELES Consortium
Thrombosis and Haemostasis· 2025DOI
Boriani, Giuseppe; Mei, Davide Antonio; Lip, Gregory
Atrial Fibrillation in Asia and Globally
JACC: Asia· 2025DOI
Gregory Y.H. Lip
Cancer incidence and mortality among patients with new-onset atrial fibrillation: A population-based matched cohort study
Neoplasia· 2025DOI
Nadine Zakkak, Matthew Barclay, Arturo Gonzalez-Izquierdo, Amand Floriaan Schmidt, Gregory Y.H. Lip, Georgios Lyratzopoulos, Rui Providencia
Causes of death in patients with atrial fibrillation in the UK: a nationwide electronic health record study
European Heart Journal Open· 2025DOI
Yongtong Lai, Hiroyuki Yoshimura, Nadine Zakkak, Eloi Marijon, Anwar Chahal, Gregory Y H Lip, Floriaan Schmidt, Rui Providencia
Clustering of electronic health records in atrial fibrillation patients and impact on prognosis and patient trajectories: a UK linked-dataset study
European Heart Journal - Digital Health· 2025DOI
Zengqi Zhang, Hiroyuki Yoshimura, Dionisio Acosta-Mena, Carina Teixeira, Chris Finan, Gregory Y H Lip, A Floriaan Schmidt, Rui Providencia
European Journal of Clinical Investigation
European Journal of Clinical Investigation· 2025DOI
Yang Liu; Yang Chen; Ivan Olier; Sandra Ortega‐Martorell; Bi Huang; Hironori Ishiguchi; Ho Man Lam; Kui Hong; Menno V. Huisman; Gregory Y. H. Lip
Nature Medicine
Nature Medicine· 2025DOI
Ming Chu; Shimeng Zhang; Jinlong Gong; Shu Yang; Gang Yang; Xingxing Sun; Dan Wu; Yaodongqin Xia; Jincheng Jiao; Xiafeng Peng; Zhihang Peng; Li Hong; Zhirong Wang; Mingfang Li; Gregory Y. H. Lip; Minglong Chen; Yutao Guo; Xinfeng Liu; Shanshan Lu
Risk Factors and Prognosis of New-Onset Atrial Fibrillation in Sepsis
JACC: Advances· 2025DOI
Yuxin Huo, Hiroyuki Yoshimura, Arturo Gonzalez-Izquierdo, Gregory Y.H. Lip, Floriaan Schmidt, Rui Providencia
Trends in Cardiovascular Medicine
Trends in Cardiovascular Medicine· 2025DOI
Piotr Jemielita; Gregory Y.H. Lip; Anna Kurasz; Michał Święczkowski; Adrianna Krepsztul-Jemielita; Sławomir Dobrzycki; Łukasz Kuźma
2024 Chinese Expert Consensus Guidelines on the Diagnosis and Treatment of Atrial Fibrillation in the Elderly, Endorsed by Geriatric Society of Chinese Medical Association (Cardiovascular Group) and Chinese Society of Geriatric Health Medicine (Cardiovascular Branch): Executive Summary
Thrombosis and Haemostasis· 2024DOI
Yutang Wang; Yutao Guo; Mingzhao Qin; Jin Fan; Ming Tang; Xinjun Zhang; Hao Wang; Xiaoying Li; Gregory Y. H. Lip
Artificial intelligence in patients with atrial fibrillation to manage clinical complexity and comorbidities: the ARISTOTELES project
European Heart Journal· 2024DOI
Giuseppe Boriani, Davide Antonio Mei, Gregory Y H Lip, null null, Niccolò Bonini, Marco Vitolo, Jacopo Francesco Imberti, Nadja Saendig, Martin Bøgsted, Charles Vesteghem, Katja Hose, Tomer Sagi, Soeren Johnsen, Michael Eriksen, Peter Brønnum Nielsen, Rasmus Froberg Brøndum, Simon Christian Dahl, Thomas Stampe Rasmussen, Francisco Marin Ortuno, Vanessa Roldan, Jose Miguel Rivera Caravaca, Laura Vivani, Silvia Anastasia, Veronica Christofidis, Aleksandra Pajic, Andrea Martínez, Amparo Roca, Antonio Vicente, Jose Manuel Asensio, Salomé Sepúlveda, Soren Holm, Hilde Henriksen, Eirik Ivarrud, Elisabeth Authen Sethre, Jorunn Hestenes Larsen, Anca Dan, Andrei Dan, Christos Lionis, George Kochiadakis, Marilena Anastasaki, Maria Marketou, Gregory Chlouverakis, Myron Galenianos, Irini Vasilaki, Panepistimio Kritis, Martina Ceseri, Marco Gorini, Francesco Orso, Donata Lucci, Aldo Maggioni, Andrea Lorimer, Gilles Paubert, Stephanie Collin, Costantino De Palma, Lino Manuel Martins Gonçalves, Sandra Gervasio, Ines Costa, Manuel Marina Breysse, Irene Sánchez Rodríguez, Raquel Toribio Fernández, Isabel Sierra Munoz, Francois De guio, Manuel Lara, Mirko Orsini, Marco Monari, Glenn Roberts, Chris Appleton, John Loftus, Iain Buchan, Wahbi El-Bouri, Gary Leeming, Deirdre Lane, Yalin Zheng, David McVey, Dale Stephens, John Ainsworth, Liz Fay, Philip Couch, Edd Tempest, Rhona Stephen, Rebecca White, Ivan Olier-Caparroso, Sandra Ortega-Martorell, Ryan Bellfield, Brittany Mason, Amand Floriaan Schmidt, Rui Bebiano Da Providencia E Costa, Johanna Ponnuthurai
Detection of subclinical atrial fibrillation with cardiac implanted electronic devices: What decision making on anticoagulation after the NOAH and ARTESiA trials?
European Journal of Internal Medicine· 2024DOI
Boriani G.; Gerra L.; Mei D. A.; Bonini N.; Vitolo M.; Proietti M.; Imberti J. F.
Initial blood pressure and adverse cardiac events following acute ischaemic stroke: An individual patient data pooled analysis from the VISTA database
European Stroke Journal· 2024DOI
Hironori Ishiguchi; Bi Huang; Wahbi K. El-Bouri; Jesse Dawson; Gregory Y. H. Lip; Azmil H. Abdul-Rahim; K.R. Lees (Chair); A. Alexandrov; P.M. Bath; E. Bluhmki; N. Bornstein; C. Chen; L. Claesson; J. Curram; S.M. Davis; H-C. Diener; G. Donnan; M. Fisher; M. Ginsberg; B. Gregson; J. Grotta; W. Hacke; M.G. Hennerici; M. Hommel; M. Kaste; P. Lyden; J. Marler; K. Muir; C. Roffe; R. Sacco; A . Shuaib; P. Teal; N. Venketasubramanian; N.G. Wahlgren; S. Warach
Internal and emergency medicine
Internal and Emergency Medicine· 2024DOI
Lam, S.H.M.; Romiti, G.F.; Olshansky, B.; Chao, T.F.; Huisman, M.V.; Lip, G.Y.H.
Journal of Cardiovascular Electrophysiology
Journal of Cardiovascular Electrophysiology· 2024DOI
Mark T. Mills; Peter Calvert; Gregory Y. H. Lip; Vishal Luther; Dhiraj Gupta
Performance of HAS-BLED and DOAC scores to predict major bleeding events in atrial fibrillation patients treated with direct oral anticoagulants: A report from a prospective European observational registry
European Journal of Internal Medicine· 2024DOI
Davide Antonio Mei; Jacopo Francesco Imberti; Niccolò Bonini; Giulio Francesco Romiti; Bernadette Corica; Marco Proietti; Marco Vitolo; Gregory Y.H. Lip; Giuseppe Boriani
Refining the Cardiovascular Health Score in Patients With Type 2 Diabetes
JACC: Asia· 2024DOI
Steven Ho Man Lam; Uazman Alam; Gregory Yoke Hong Lip
Refining the CHA2DS2VASc risk stratification scheme: shall we drop the sex category criterion?
Europace· 2024DOI
Hiroyuki Yoshimura, Rui Providencia, Chris Finan, Amand Floriaan Schmidt, Gregory Y H Lip
Other Results (1)
Periodic Reporting for period 1 - ARISTOTELES (Applying ARtificial Intelligence to Define clinical trajectorieS for personalized predicTiOn and early deTEctiOn of comorbidiTy and muLtimorbidiTy pattErnS)
Deliverables (3)