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Assessment of Instantaneous Heartbeat Dynamics in amnestic Mild Cognitive Impairment

Authors :
Stefano Diciotti
Riccardo Barbieri
Stefano Orsolini
Luca Citi
Gaetano Valenza
Carlo Tessa
Maria Guerrisi
Nicola Toschi
Toschi, N.
Valenza, G.
Citi, L.
Guerrisi, M.
Orsolini, S.
Tessa, C.
Diciotti, S.
Barbieri, Riccardo
Source :
IFMBE Proceedings ISBN: 9789811051210
Publication Year :
2017
Publisher :
Springer Singapore, 2017.

Abstract

In this study, we employ a time-varying, probabilistic model of linear and nonlinear heartbeat dynamics to investigate the possibility of detecting subtle autonomic alterations in subjects suffering from amnestic mild cognitive impairment (aMCI) by exploiting heartbeat information alone. aMCI is a frequent form of cognitive dysfunction which increases the risk of culminating in Alzheimer's disease (AD)-related dementia, and previous studies have demonstrated that AD is accompanied by alterations in autonomic function, which in turn have been linked to cognitive performance in non-demented subjects. We compare 13 MCI patients without ouvert dysautonomia to 13 age- and gender-matched healthy controls by feeding an autonomic nervous system-related linear and nonlinear feature set into a classification framework. Our results show a satisfactory classification performance (73% balanced accuracy), which dropped to 65% when excluding cardiovascular nonlinear/complex features. This outcome confirms the presence of subtle autonomic dysfunction in aMCI (a possible prodromal condition to AD), which can only be detected through to the use of our comprehensive modeling strategy which comprises time-varying, nonlinear/complex estimates of heartbeat dynamics.

Details

ISBN :
978-981-10-5121-0
ISBNs :
9789811051210
Database :
OpenAIRE
Journal :
IFMBE Proceedings ISBN: 9789811051210
Accession number :
edsair.doi.dedup.....5b963cb2fb8e72f38e26739eb0ed1539