TY - JOUR
T1 - Characterization of K-Complexes and Slow Wave Activity in a Neural Mass Model
AU - Weigenand, Arne
AU - Schellenberger Costa, Michael
AU - Ngo, Hong Viet Victor
AU - Claussen, Jens Christian
AU - Martinetz, Thomas
PY - 2014/11/13
Y1 - 2014/11/13
N2 - NREM sleep is characterized by two hallmarks, namely K-complexes (KCs) during sleep stage N2 and cortical slow oscillations (SOs) during sleep stage N3. While the underlying dynamics on the neuronal level is well known and can be easily measured, the resulting behavior on the macroscopic population level remains unclear. On the basis of an extended neural mass model of the cortex, we suggest a new interpretation of the mechanisms responsible for the generation of KCs and SOs. As the cortex transitions from wake to deep sleep, in our model it approaches an oscillatory regime via a Hopf bifurcation. Importantly, there is a canard phenomenon arising from a homoclinic bifurcation, whose orbit determines the shape of large amplitude SOs. A KC corresponds to a single excursion along the homoclinic orbit, while SOs are noise-driven oscillations around a stable focus. The model generates both time series and spectra that strikingly resemble real electroencephalogram data and points out possible differences between the different stages of natural sleep.
AB - NREM sleep is characterized by two hallmarks, namely K-complexes (KCs) during sleep stage N2 and cortical slow oscillations (SOs) during sleep stage N3. While the underlying dynamics on the neuronal level is well known and can be easily measured, the resulting behavior on the macroscopic population level remains unclear. On the basis of an extended neural mass model of the cortex, we suggest a new interpretation of the mechanisms responsible for the generation of KCs and SOs. As the cortex transitions from wake to deep sleep, in our model it approaches an oscillatory regime via a Hopf bifurcation. Importantly, there is a canard phenomenon arising from a homoclinic bifurcation, whose orbit determines the shape of large amplitude SOs. A KC corresponds to a single excursion along the homoclinic orbit, while SOs are noise-driven oscillations around a stable focus. The model generates both time series and spectra that strikingly resemble real electroencephalogram data and points out possible differences between the different stages of natural sleep.
UR - http://www.scopus.com/inward/record.url?scp=84912139653&partnerID=8YFLogxK
U2 - 10.1371/journal.pcbi.1003923
DO - 10.1371/journal.pcbi.1003923
M3 - Journal articles
C2 - 25392991
AN - SCOPUS:84912139653
SN - 1553-734X
VL - 10
SP - 1
EP - 10
JO - PLoS Computational Biology
JF - PLoS Computational Biology
IS - 11
ER -