TY - JOUR
T1 - Temporal Irreversibility of Large-Scale Brain Dynamics in Alzheimer's Disease
AU - Cruzat, Josephine
AU - Herzog, Ruben
AU - Prado, Pavel
AU - Sanz-Perl, Yonatan
AU - Gonzalez-Gomez, Raul
AU - Moguilner, Sebastian
AU - Kringelbach, Morten L.
AU - Deco, Gustavo
AU - Tagliazucchi, Enzo
AU - Ibañez, Agustín
N1 - Publisher Copyright:
Copyright © 2023 Cruzat et al.
PY - 2023/3/1
Y1 - 2023/3/1
N2 - Healthy brain dynamics can be understood as the emergence of a complex system far from thermodynamic equilibrium. Brain dynamics are temporally irreversible and thus establish a preferred direction in time (i.e., arrow of time). However, little is known about how the time-reversal symmetry of spontaneous brain activity is affected by Alzheimer's disease (AD). We hypothesized that the level of irreversibility would be compromised in AD, signaling a fundamental shift in the collective properties of brain activity toward equilibrium dynamics. We investigated the irreversibility from resting-state fMRI and EEG data in male and female human patients with AD and elderly healthy control subjects (HCs). We quantified the level of irreversibility and, thus, proximity to nonequilibrium dynamics by comparing forward and backward time series through time-shifted correlations. AD was associated with a breakdown of temporal irreversibility at the global, local, and network levels, and at multiple oscillatory frequency bands. At the local level, temporoparietal and frontal regions were affected by AD. The limbic, frontoparietal, default mode, and salience networks were the most compromised at the network level. The temporal reversibility was associated with cognitive decline in AD and gray matter volume in HCs. The irreversibility of brain dynamics provided higher accuracy and more distinctive information than classical neurocognitive measures when differentiating AD from control subjects. Findings were validated using an out-of-sample cohort. Present results offer new evidence regarding pathophysiological links between the entropy generation rate of brain dynamics and the clinical presentation of AD, opening new avenues for dementia characterization at different levels.
AB - Healthy brain dynamics can be understood as the emergence of a complex system far from thermodynamic equilibrium. Brain dynamics are temporally irreversible and thus establish a preferred direction in time (i.e., arrow of time). However, little is known about how the time-reversal symmetry of spontaneous brain activity is affected by Alzheimer's disease (AD). We hypothesized that the level of irreversibility would be compromised in AD, signaling a fundamental shift in the collective properties of brain activity toward equilibrium dynamics. We investigated the irreversibility from resting-state fMRI and EEG data in male and female human patients with AD and elderly healthy control subjects (HCs). We quantified the level of irreversibility and, thus, proximity to nonequilibrium dynamics by comparing forward and backward time series through time-shifted correlations. AD was associated with a breakdown of temporal irreversibility at the global, local, and network levels, and at multiple oscillatory frequency bands. At the local level, temporoparietal and frontal regions were affected by AD. The limbic, frontoparietal, default mode, and salience networks were the most compromised at the network level. The temporal reversibility was associated with cognitive decline in AD and gray matter volume in HCs. The irreversibility of brain dynamics provided higher accuracy and more distinctive information than classical neurocognitive measures when differentiating AD from control subjects. Findings were validated using an out-of-sample cohort. Present results offer new evidence regarding pathophysiological links between the entropy generation rate of brain dynamics and the clinical presentation of AD, opening new avenues for dementia characterization at different levels.
KW - Alzheimer's disease
KW - EEG
KW - dynamic networks
KW - fMRI
KW - irreversibility dynamics
KW - machine learning
UR - http://www.scopus.com/inward/record.url?scp=85148897689&partnerID=8YFLogxK
U2 - 10.1523/JNEUROSCI.1312-22.2022
DO - 10.1523/JNEUROSCI.1312-22.2022
M3 - Article
C2 - 36732071
AN - SCOPUS:85148897689
SN - 0270-6474
VL - 43
SP - 1643
EP - 1656
JO - Journal of Neuroscience
JF - Journal of Neuroscience
IS - 9
ER -