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Enriched resting-state EEG prediction of cognitive decline in prodromal Alzheimer's disease: a machine-learning approach.

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Title: Enriched resting-state EEG prediction of cognitive decline in prodromal Alzheimer's disease: a machine-learning approach.
Authors: Babiloni C; Department of Physiology and Pharmacology 'Vittorio Erspamer,' Sapienza University of Rome, Rome, Italy; IRCCS San Raffaele Roma, Cassino Site Via G Di Biasio, 1, 03043 Cassino, FR, Italy., Lopez S; Department of Physiology and Pharmacology 'Vittorio Erspamer,' Sapienza University of Rome, Rome, Italy. Electronic address: susanna.lopez@uniroma1.it., Noce G; IRCCS Synlab SDN, Naples, Italy., Del Percio C; Department of Physiology and Pharmacology 'Vittorio Erspamer,' Sapienza University of Rome, Rome, Italy., Lizio R; Department of Physiology and Pharmacology 'Vittorio Erspamer,' Sapienza University of Rome, Rome, Italy; Oasi Research Institute-IRCCS, Troina, Italy., Jakhar D; Department of Physiology and Pharmacology 'Vittorio Erspamer,' Sapienza University of Rome, Rome, Italy., De Bartolo M; Department of Physiology and Pharmacology 'Vittorio Erspamer,' Sapienza University of Rome, Rome, Italy., Ferri R; Oasi Research Institute-IRCCS, Troina, Italy., Carducci F; Department of Physiology and Pharmacology 'Vittorio Erspamer,' Sapienza University of Rome, Rome, Italy; Oasi Research Institute-IRCCS, Troina, Italy., Catania V; Oasi Research Institute-IRCCS, Troina, Italy., Soricelli A; IRCCS Synlab SDN, Naples, Italy; Department of Medical, Movement and Wellbeing Sciences, University of Naples Parthenope, Naples, Italy., Salvatore M; IRCCS Synlab SDN, Naples, Italy., Arnaldi D; Neurofisiopatologia, IRCCS Ospedale Policlinico San Martino, Genova, Italy; Clinica Neurologica, IRCCS Ospedale Policlinico San Martino, Genova, Italy., Famà F; Neurofisiopatologia, IRCCS Ospedale Policlinico San Martino, Genova, Italy; Clinica Neurologica, IRCCS Ospedale Policlinico San Martino, Genova, Italy., Brugnolo A; Clinica Neurologica, IRCCS Ospedale Policlinico San Martino, Genova, Italy; Dipartimento di Neuroscienze, Oftalmologia, Genetica, Riabilitazione e Scienze Materno-infantili (DiNOGMI), Università di Genova, Italy., Pardini M; Clinica Neurologica, IRCCS Ospedale Policlinico San Martino, Genova, Italy; Dipartimento di Neuroscienze, Oftalmologia, Genetica, Riabilitazione e Scienze Materno-infantili (DiNOGMI), Università di Genova, Italy., Giubilei F; Department of Neuroscience, Mental Health, and Sensory Organs, Sapienza University of Rome, Rome, Italy., Stocchi F; IRCCS San Raffaele, Rome, Italy; Telematic University San Raffaele Rome, Rome, Italy., Vacca L; IRCCS San Raffaele, Rome, Italy., Coletti C; IRCCS San Raffaele, Rome, Italy., D'Antonio F; Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy., Bruno G; Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy., Güntekin B; Department of Biophysics, School of Medicine, Istanbul Medipol University, Istanbul, Turkey; Research Institute for Health Sciences and Technologies (SABITA), Istanbul Medipol University, Istanbul, Turkey., Hanoğlu L; Research Institute for Health Sciences and Technologies (SABITA), Istanbul Medipol University, Istanbul, Turkey; Department of Neurology, School of Medicine, Istanbul Medipol University, Istanbul, Turkey., Yırıkoğulları H; Research Institute for Health Sciences and Technologies (SABITA), Istanbul Medipol University, Istanbul, Turkey., Yener G; Department of Neurology, Faculty of Medicine, Dokuz Eylül University, 35340 İzmir, Turkey; IBG: International Biomedicine and Genome Center, 35340 Izmir, Turkey., Russo G; SenTech Srl, Rome, Italy., Marizzoni M; Biological Psychiatry Unit, IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli, 25125 Brescia, Italy., Frisoni GB; Memory Clinic and LANVIE - Laboratory of Neuroimaging of Aging, University Hospitals and the University of Geneva, Geneva, Switzerland; Geneva Memory Center, Department of Rehabilitation and Geriatrics, Geneva University Hospitals, Geneva, Switzerland., Rotondo R; IRCCS San Raffaele Roma, Cassino Site Via G Di Biasio, 1, 03043 Cassino, FR, Italy., D'Alessandro T; Department of Electric and Information Engineering 'Maurizio Scarano,' University of Cassino and Southern Lazio, Cassino, Italy., Cilia ND; University of Enna 'Kore,' Enna, Italy., De Pandis MF; IRCCS San Raffaele Roma, Cassino Site Via G Di Biasio, 1, 03043 Cassino, FR, Italy; Department of Human Science and Promotion of Quality of Life, San Raffaele Rome University 00166 Rome, Italy., Santoro A; Natural Intelligent Technologies Srl., Italy., Marziali S; IRCCS San Raffaele Roma, Cassino Site Via G Di Biasio, 1, 03043 Cassino, FR, Italy., De Stefano C; Department of Electric and Information Engineering 'Maurizio Scarano,' University of Cassino and Southern Lazio, Cassino, Italy., Fontanella F; Department of Electric and Information Engineering 'Maurizio Scarano,' University of Cassino and Southern Lazio, Cassino, Italy.
Source: Clinical neurophysiology : official journal of the International Federation of Clinical Neurophysiology [Clin Neurophysiol] 2026 Jun; Vol. 186, pp. 2111860. Date of Electronic Publication: 2026 Mar 25.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Country of Publication: Netherlands NLM ID: 100883319 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1872-8952 (Electronic) Linking ISSN: 13882457 NLM ISO Abbreviation: Clin Neurophysiol Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Enriched resting-state EEG prediction of cognitive decline in prodromal Alzheimer's disease: a machine-learning approach.
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  Data: <searchLink fieldCode="AU" term="%22Babiloni+C%22">Babiloni C</searchLink>; Department of Physiology and Pharmacology 'Vittorio Erspamer,' Sapienza University of Rome, Rome, Italy; IRCCS San Raffaele Roma, Cassino Site Via G Di Biasio, 1, 03043 Cassino, FR, Italy.<br /><searchLink fieldCode="AU" term="%22Lopez+S%22">Lopez S</searchLink>; Department of Physiology and Pharmacology 'Vittorio Erspamer,' Sapienza University of Rome, Rome, Italy. 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Oasi Research Institute-IRCCS, Troina, Italy.<br /><searchLink fieldCode="AU" term="%22Carducci+F%22">Carducci F</searchLink>; Department of Physiology and Pharmacology 'Vittorio Erspamer,' Sapienza University of Rome, Rome, Italy; Oasi Research Institute-IRCCS, Troina, Italy.<br /><searchLink fieldCode="AU" term="%22Catania+V%22">Catania V</searchLink>; Oasi Research Institute-IRCCS, Troina, Italy.<br /><searchLink fieldCode="AU" term="%22Soricelli+A%22">Soricelli A</searchLink>; IRCCS Synlab SDN, Naples, Italy; Department of Medical, Movement and Wellbeing Sciences, University of Naples Parthenope, Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Salvatore+M%22">Salvatore M</searchLink>; IRCCS Synlab SDN, Naples, Italy.<br /><searchLink fieldCode="AU" term="%22Arnaldi+D%22">Arnaldi D</searchLink>; Neurofisiopatologia, IRCCS Ospedale Policlinico San Martino, Genova, Italy; Clinica Neurologica, IRCCS Ospedale Policlinico San Martino, Genova, Italy.<br /><searchLink fieldCode="AU" term="%22Famà+F%22">Famà F</searchLink>; 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IRCCS San Raffaele, Rome, Italy; Telematic University San Raffaele Rome, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Vacca+L%22">Vacca L</searchLink>; IRCCS San Raffaele, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Coletti+C%22">Coletti C</searchLink>; IRCCS San Raffaele, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22D'Antonio+F%22">D'Antonio F</searchLink>; Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Bruno+G%22">Bruno G</searchLink>; Department of Human Neurosciences, Sapienza University of Rome, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Güntekin+B%22">Güntekin B</searchLink>; Department of Biophysics, School of Medicine, Istanbul Medipol University, Istanbul, Turkey; Research Institute for Health Sciences and Technologies (SABITA), Istanbul Medipol University, Istanbul, Turkey.<br /><searchLink fieldCode="AU" term="%22Hanoğlu+L%22">Hanoğlu L</searchLink>; Research Institute for Health Sciences and Technologies (SABITA), Istanbul Medipol University, Istanbul, Turkey; Department of Neurology, School of Medicine, Istanbul Medipol University, Istanbul, Turkey.<br /><searchLink fieldCode="AU" term="%22Yırıkoğulları+H%22">Yırıkoğulları H</searchLink>; Research Institute for Health Sciences and Technologies (SABITA), Istanbul Medipol University, Istanbul, Turkey.<br /><searchLink fieldCode="AU" term="%22Yener+G%22">Yener G</searchLink>; Department of Neurology, Faculty of Medicine, Dokuz Eylül University, 35340 İzmir, Turkey; IBG: International Biomedicine and Genome Center, 35340 Izmir, Turkey.<br /><searchLink fieldCode="AU" term="%22Russo+G%22">Russo G</searchLink>; SenTech Srl, Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Marizzoni+M%22">Marizzoni M</searchLink>; Biological Psychiatry Unit, IRCCS Istituto Centro San Giovanni di Dio Fatebenefratelli, 25125 Brescia, Italy.<br /><searchLink fieldCode="AU" term="%22Frisoni+GB%22">Frisoni GB</searchLink>; Memory Clinic and LANVIE - Laboratory of Neuroimaging of Aging, University Hospitals and the University of Geneva, Geneva, Switzerland; Geneva Memory Center, Department of Rehabilitation and Geriatrics, Geneva University Hospitals, Geneva, Switzerland.<br /><searchLink fieldCode="AU" term="%22Rotondo+R%22">Rotondo R</searchLink>; IRCCS San Raffaele Roma, Cassino Site Via G Di Biasio, 1, 03043 Cassino, FR, Italy.<br /><searchLink fieldCode="AU" term="%22D'Alessandro+T%22">D'Alessandro T</searchLink>; Department of Electric and Information Engineering 'Maurizio Scarano,' University of Cassino and Southern Lazio, Cassino, Italy.<br /><searchLink fieldCode="AU" term="%22Cilia+ND%22">Cilia ND</searchLink>; University of Enna 'Kore,' Enna, Italy.<br /><searchLink fieldCode="AU" term="%22De+Pandis+MF%22">De Pandis MF</searchLink>; IRCCS San Raffaele Roma, Cassino Site Via G Di Biasio, 1, 03043 Cassino, FR, Italy; Department of Human Science and Promotion of Quality of Life, San Raffaele Rome University 00166 Rome, Italy.<br /><searchLink fieldCode="AU" term="%22Santoro+A%22">Santoro A</searchLink>; Natural Intelligent Technologies Srl., Italy.<br /><searchLink fieldCode="AU" term="%22Marziali+S%22">Marziali S</searchLink>; IRCCS San Raffaele Roma, Cassino Site Via G Di Biasio, 1, 03043 Cassino, FR, Italy.<br /><searchLink fieldCode="AU" term="%22De+Stefano+C%22">De Stefano C</searchLink>; Department of Electric and Information Engineering 'Maurizio Scarano,' University of Cassino and Southern Lazio, Cassino, Italy.<br /><searchLink fieldCode="AU" term="%22Fontanella+F%22">Fontanella F</searchLink>; Department of Electric and Information Engineering 'Maurizio Scarano,' University of Cassino and Southern Lazio, Cassino, Italy.
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