Intelligent digital tools for screening of brain connectivity and dementia risk estimation in people affected by mild cognitive impairment: the AI-Mind clinical study protocol.

AI-Mind artificial intelligence clinical study protocol dementia electroencephalography (EEG) machine learning magnetoencephalography (MEG) mild cognitive impairment

Journal

Frontiers in neurorobotics
ISSN: 1662-5218
Titre abrégé: Front Neurorobot
Pays: Switzerland
ID NLM: 101477958

Informations de publication

Date de publication:
2023
Historique:
received: 05 09 2023
accepted: 12 12 2023
medline: 22 1 2024
pubmed: 22 1 2024
entrez: 22 1 2024
Statut: epublish

Résumé

More than 10 million Europeans show signs of mild cognitive impairment (MCI), a transitional stage between normal brain aging and dementia stage memory disorder. The path MCI takes can be divergent; while some maintain stability or even revert to cognitive norms, alarmingly, up to half of the cases progress to dementia within 5 years. Current diagnostic practice lacks the necessary screening tools to identify those at risk of progression. The European patient experience often involves a long journey from the initial signs of MCI to the eventual diagnosis of dementia. The trajectory is far from ideal. Here, we introduce the AI-Mind project, a pioneering initiative with an innovative approach to early risk assessment through the implementation of advanced artificial intelligence (AI) on multimodal data. The cutting-edge AI-based tools developed in the project aim not only to accelerate the diagnostic process but also to deliver highly accurate predictions regarding an individual's risk of developing dementia when prevention and intervention may still be possible. AI-Mind is a European Research and Innovation Action (RIA H2020-SC1-BHC-06-2020, No. 964220) financed between 2021 and 2026. First, the AI-Mind

Identifiants

pubmed: 38250599
doi: 10.3389/fnbot.2023.1289406
pmc: PMC10796757
doi:

Types de publication

Journal Article

Langues

eng

Pagination

1289406

Informations de copyright

Copyright © 2024 Haraldsen, Hatlestad-Hall, Marra, Renvall, Maestú, Acosta-Hernández, Alfonsin, Andersson, Anand, Ayllón, Babic, Belhadi, Birck, Bruña, Caraglia, Carrarini, Christensen, Cicchetti, Daugbjerg, Di Bidino, Diaz-Ponce, Drews, Giuffrè, Georges, Gil-Gregorio, Gove, Govers, Hallock, Hietanen, Holmen, Hotta, Kaski, Khadka, Kinnunen, Koivisto, Kulashekhar, Larsen, Liljeström, Lind, Marcos Dolado, Marshall, Merz, Miraglia, Montonen, Mäntynen, Øksengård, Olazarán, Paajanen, Peña, Peña, Peniche, Perez, Radwan, Ramírez-Toraño, Rodríguez-Pedrero, Saarinen, Salas-Carrillo, Salmelin, Sousa, Suyuthi, Toft, Toharia, Tveitstøl, Tveter, Upreti, Vermeulen, Vecchio, Yazidi and Rossini.

Déclaration de conflit d'intérêts

CH-H was employed by BrainSymph AS. VAy, JP, and LP were employed by Lurtis Rules S.L. EC was employed by Pre Diagnostics AS. The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Auteurs

Ira H Haraldsen (IH)

Department of Neurology, Oslo University Hospital, Oslo, Norway.

Christoffer Hatlestad-Hall (C)

Department of Neurology, Oslo University Hospital, Oslo, Norway.
BrainSymph AS, Oslo, Norway.

Camillo Marra (C)

Memory Clinic, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy.
Department of Neuroscience, Catholic University of the Sacred Heart, Rome, Italy.

Hanna Renvall (H)

Department of Neuroscience and Biomedical Engineering, Aalto University, Helsinki, Finland.
BioMag Laboratory, HUS Medical Imaging Centre, Helsinki University Hospital, Helsinki University and Aalto University School of Science, Helsinki, Finland.

Fernando Maestú (F)

Centre for Cognitive and Computational Neuroscience, Universidad Complutense de Madrid, Madrid, Spain.
Department of Experimental Psychology, Cognitive Psychology and Speech and Language Therapy, Universidad Complutense de Madrid, Pozuelo de Alarcón, Spain.
Institute of Sanitary Investigation (IdISSC), San Carlos University Hospital, Madrid, Spain.

Jorge Acosta-Hernández (J)

Center for Computational Simulation, Universidad Politécnica de Madrid, Madrid, Spain.

Soraya Alfonsin (S)

Centre for Cognitive and Computational Neuroscience, Universidad Complutense de Madrid, Madrid, Spain.
Department of Experimental Psychology, Cognitive Psychology and Speech and Language Therapy, Universidad Complutense de Madrid, Pozuelo de Alarcón, Spain.

Vebjørn Andersson (V)

Department of Neurology, Oslo University Hospital, Oslo, Norway.

Abhilash Anand (A)

Performance and Assurance Solutions, Digital Solutions, DNV, Oslo, Norway.

Victor Ayllón (V)

Lurtis Rules S.L., Madrid, Spain.

Aleksandar Babic (A)

Healthcare Programme, Group Research and Development, DNV, Oslo, Norway.

Asma Belhadi (A)

Department of Computer Science, OsloMet-Oslo Metropolitan University, Oslo, Norway.
NordSTAR-Nordic Center for Sustainable and Trustworthy AI Research, Oslo, Norway.

Cindy Birck (C)

Alzheimer Europe, Luxembourg, Luxembourg.

Ricardo Bruña (R)

Centre for Cognitive and Computational Neuroscience, Universidad Complutense de Madrid, Madrid, Spain.
Institute of Sanitary Investigation (IdISSC), San Carlos University Hospital, Madrid, Spain.
Department of Radiology, Universidad Complutense de Madrid, Madrid, Spain.

Naike Caraglia (N)

Memory Clinic, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy.

Claudia Carrarini (C)

Department of Neuroscience and Neurorehabilitation, IRCCS San Raffaele, Rome, Italy.

Erik Christensen (E)

Pre Diagnostics AS, Oslo, Norway.

Americo Cicchetti (A)

The Graduate School of Health Economics and Management (ALTEMS), Catholic University of the Sacred Heart, Rome, Italy.

Signe Daugbjerg (S)

The Graduate School of Health Economics and Management (ALTEMS), Catholic University of the Sacred Heart, Rome, Italy.

Rossella Di Bidino (R)

The Graduate School of Health Economics and Management (ALTEMS), Catholic University of the Sacred Heart, Rome, Italy.

Ana Diaz-Ponce (A)

Alzheimer Europe, Luxembourg, Luxembourg.

Ainar Drews (A)

IT Department, University of Oslo, Oslo, Norway.

Guido Maria Giuffrè (GM)

Memory Clinic, Fondazione Policlinico Universitario Agostino Gemelli IRCCS, Rome, Italy.
Department of Neuroscience, Catholic University of the Sacred Heart, Rome, Italy.

Jean Georges (J)

Alzheimer Europe, Luxembourg, Luxembourg.

Pedro Gil-Gregorio (P)

Department of Geriatric Medicine, Hospital Universitario Clínico San Carlos, Madrid, Spain.
Department of Geriatrics, Fundación para la Investigación Biomédica del Hospital Clínico San Carlos, Madrid, Spain.

Dianne Gove (D)

Alzheimer Europe, Luxembourg, Luxembourg.

Tim M Govers (TM)

Department of Medical Imaging, Radboud University Medical Center, Nijmegen, Netherlands.

Harry Hallock (H)

Healthcare Programme, Group Research and Development, DNV, Oslo, Norway.

Marja Hietanen (M)

Division of Neuropsychology, HUS Neurocenter, Helsinki University Hospital and Helsinki University, Helsinki, Finland.

Lone Holmen (L)

Department of Neurology, Oslo University Hospital, Oslo, Norway.

Jaakko Hotta (J)

Department of Neurology, Helsinki University Hospital and Clinical Neurosciences, Neurology, University of Helsinki, Helsinki, Finland.

Samuel Kaski (S)

Department of Computer Science, Helsinki Institute of Information Technology, Aalto University, Helsinki, Finland.
Department of Computer Science, University of Manchester, Manchester, United Kingdom.

Rabindra Khadka (R)

Department of Computer Science, OsloMet-Oslo Metropolitan University, Oslo, Norway.
NordSTAR-Nordic Center for Sustainable and Trustworthy AI Research, Oslo, Norway.

Antti S Kinnunen (AS)

BioMag Laboratory, HUS Medical Imaging Centre, Helsinki University Hospital, Helsinki University and Aalto University School of Science, Helsinki, Finland.

Anne M Koivisto (AM)

Department of Neurology, Helsinki University Hospital and Clinical Neurosciences, Neurology, University of Helsinki, Helsinki, Finland.
Department of Neurosciences, University of Helsinki, Helsinki, Finland.
Neurocenter, Neurology, Kuopio University Hospital, Kuopio, Finland.

Shrikanth Kulashekhar (S)

BioMag Laboratory, HUS Medical Imaging Centre, Helsinki University Hospital, Helsinki University and Aalto University School of Science, Helsinki, Finland.

Denis Larsen (D)

Department of Computer Science, OsloMet-Oslo Metropolitan University, Oslo, Norway.
NordSTAR-Nordic Center for Sustainable and Trustworthy AI Research, Oslo, Norway.

Mia Liljeström (M)

Department of Neuroscience and Biomedical Engineering, Aalto University, Helsinki, Finland.
BioMag Laboratory, HUS Medical Imaging Centre, Helsinki University Hospital, Helsinki University and Aalto University School of Science, Helsinki, Finland.

Pedro G Lind (PG)

Department of Computer Science, OsloMet-Oslo Metropolitan University, Oslo, Norway.
NordSTAR-Nordic Center for Sustainable and Trustworthy AI Research, Oslo, Norway.

Alberto Marcos Dolado (A)

Institute of Sanitary Investigation (IdISSC), San Carlos University Hospital, Madrid, Spain.
Neurology Department, Hospital Universitario Clínico San Carlos, Madrid, Spain.

Serena Marshall (S)

Healthcare Programme, Group Research and Development, DNV, Oslo, Norway.

Susanne Merz (S)

Department of Neuroscience and Biomedical Engineering, Aalto University, Helsinki, Finland.

Francesca Miraglia (F)

Department of Neuroscience and Neurorehabilitation, IRCCS San Raffaele, Rome, Italy.

Juha Montonen (J)

BioMag Laboratory, HUS Medical Imaging Centre, Helsinki University Hospital, Helsinki University and Aalto University School of Science, Helsinki, Finland.

Ville Mäntynen (V)

BioMag Laboratory, HUS Medical Imaging Centre, Helsinki University Hospital, Helsinki University and Aalto University School of Science, Helsinki, Finland.

Anne Rita Øksengård (AR)

The Norwegian Health Association, Oslo, Norway.

Javier Olazarán (J)

Neurology Service, Hospital General Universitario Gregorio Marañón, Madrid, Spain.

Teemu Paajanen (T)

Finnish Institute of Occupational Health, Helsinki, Finland.

José M Peña (JM)

Lurtis Rules S.L., Madrid, Spain.

Luis Peña (L)

Lurtis Rules S.L., Madrid, Spain.

Daniel Lrabien Peniche (DL)

School of Digital Technologies, Tallinn University, Tallinn, Estonia.

Ana S Perez (AS)

Department of Neurology, Oslo University Hospital, Oslo, Norway.

Mohamed Radwan (M)

Department of Computer Science, OsloMet-Oslo Metropolitan University, Oslo, Norway.
NordSTAR-Nordic Center for Sustainable and Trustworthy AI Research, Oslo, Norway.

Federico Ramírez-Toraño (F)

Centre for Cognitive and Computational Neuroscience, Universidad Complutense de Madrid, Madrid, Spain.
Department of Experimental Psychology, Cognitive Psychology and Speech and Language Therapy, Universidad Complutense de Madrid, Pozuelo de Alarcón, Spain.

Andrea Rodríguez-Pedrero (A)

Centre for Cognitive and Computational Neuroscience, Universidad Complutense de Madrid, Madrid, Spain.
Department of Experimental Psychology, Cognitive Psychology and Speech and Language Therapy, Universidad Complutense de Madrid, Pozuelo de Alarcón, Spain.

Timo Saarinen (T)

BioMag Laboratory, HUS Medical Imaging Centre, Helsinki University Hospital, Helsinki University and Aalto University School of Science, Helsinki, Finland.

Mario Salas-Carrillo (M)

Institute of Sanitary Investigation (IdISSC), San Carlos University Hospital, Madrid, Spain.
Memory Unit, Department of Geriatrics, Hospital Clínico San Carlos, Madrid, Spain.

Riitta Salmelin (R)

Department of Neuroscience and Biomedical Engineering, Aalto University, Helsinki, Finland.

Sonia Sousa (S)

School of Digital Technologies, Tallinn University, Tallinn, Estonia.

Abdillah Suyuthi (A)

Performance and Assurance Solutions, Digital Solutions, DNV, Oslo, Norway.

Mathias Toft (M)

Department of Neurology, Oslo University Hospital, Oslo, Norway.
Institute of Clinical Medicine, University of Oslo, Oslo, Norway.

Pablo Toharia (P)

Center for Computational Simulation, Universidad Politécnica de Madrid, Madrid, Spain.

Thomas Tveitstøl (T)

Department of Neurology, Oslo University Hospital, Oslo, Norway.

Mats Tveter (M)

Department of Neurology, Oslo University Hospital, Oslo, Norway.

Ramesh Upreti (R)

Department of Neurology, Oslo University Hospital, Oslo, Norway.

Robin J Vermeulen (RJ)

Department of Medical Imaging, Radboud University Medical Center, Nijmegen, Netherlands.

Fabrizio Vecchio (F)

Department of Neuroscience and Neurorehabilitation, IRCCS San Raffaele, Rome, Italy.
Department of Theoretical and Applied Sciences, eCampus University, Como, Italy.

Anis Yazidi (A)

Department of Computer Science, OsloMet-Oslo Metropolitan University, Oslo, Norway.
NordSTAR-Nordic Center for Sustainable and Trustworthy AI Research, Oslo, Norway.

Paolo Maria Rossini (PM)

Department of Neuroscience and Neurorehabilitation, IRCCS San Raffaele, Rome, Italy.

Classifications MeSH