One-Dimensional Map for the Circadian Modulation of Sleep in a Sleep-Wake Regulatory Network Model for Human Sleep

被引:20
作者
Booth, Victoria [1 ,2 ]
Xique, Ismael [1 ]
Behn, Cecilia G. Diniz [3 ]
机构
[1] Univ Michigan, Dept Math, Ann Arbor, MI 48109 USA
[2] Univ Michigan, Dept Anesthesiol, Ann Arbor, MI 48109 USA
[3] Colorado Sch Mines, Dept Appl Math & Stat, Golden, CO 80401 USA
基金
美国国家科学基金会;
关键词
REM sleep; circle map; hysteresis; fast-slow decomposition; piecewise smooth dynamical system; ASCENDING AROUSAL SYSTEM; SUPRACHIASMATIC NUCLEUS; INTERINDIVIDUAL DIFFERENCES; QUANTITATIVE MODEL; PACEMAKER; DYNAMICS; OSCILLATOR; PHYSIOLOGY; RHYTHMS; NEURONS;
D O I
10.1137/16M1071328
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
The timing of human sleep is strongly modulated by the 24 h circadian rhythm, and desynchronization of sleep-wake cycles from the circadian rhythm can negatively impact health. To investigate the dynamics of circadian modulation of sleep patterns and of entrainment of the sleep-wake cycle with the circadian rhythm, we developed a one-dimensional map for a physiologically based, sleep-wake regulatory network model for human sleep. The map dictates the phase of the circadian cycle at which sleep onset occurs on day n + 1 as a function of the circadian phase of sleep onset on day n. We numerically compute the map for a reduced, though still high-dimensional, version of the sleep wake network model that incorporates recent measurements of the time constants of the homeostatic sleep drive in humans. The map is piecewise continuous with discontinuities caused by circadian modulation of the duration of sleep and wake episodes and the occurrence of rapid eye movement (REM) sleep episodes. We analyze the map as model parameters are varied to affect the occurrence of REM sleep within the sleep period, and we determine that the structure of the map changes with different REM sleep patterning. Specifically, variations in the discontinuities in the map correspond to changes in the number of REM bouts during sleep episodes. Using fast-slow decomposition, we exploit the underlying bifurcation structure of the model to reveal a reduced dimensional manifold, represented by the map, on which the model trajectory travels during entrainment of sleep-wake cycles with the circadian rhythm. Analysis of map structure reveals changes in sleep patterning, including REM sleep behavior, as sleep occurs over different circadian phases. Thus, the map provides a portrait of the circadian modulation of sleep-wake behavior and its effects on REM sleep patterning.
引用
收藏
页码:1089 / 1112
页数:24
相关论文
共 41 条
[1]   The suprachiasmatic nucleus projects to posterior hypothalamic arousal systems [J].
Abrahamson, EE ;
Leak, RK ;
Moore, RY .
NEUROREPORT, 2001, 12 (02) :435-440
[2]  
[Anonymous], TEXTS APPL MATH
[3]   A neural circuit for circadian regulation of arousal [J].
Aston-Jones, G ;
Chen, S ;
Zhu, Y ;
Oshinsky, ML .
NATURE NEUROSCIENCE, 2001, 4 (07) :732-738
[4]   A Fast-Slow Analysis of the Dynamics of REM Sleep [J].
Behn, Cecilia G. Diniz ;
Booth, Victoria .
SIAM JOURNAL ON APPLIED DYNAMICAL SYSTEMS, 2012, 11 (01) :212-242
[5]   Physiologically-based modeling of sleep-wake regulatory networks [J].
Booth, Victoria ;
Behn, Cecilia G. Diniz .
MATHEMATICAL BIOSCIENCES, 2014, 250 :54-68
[6]  
Carskadon M. A., 2011, PRINCIPLES PRACTICE
[7]  
Czeisler C.A., 2011, PRINCIPLES PRACTICE
[8]   TIMING OF HUMAN SLEEP - RECOVERY PROCESS GATED BY A CIRCADIAN PACEMAKER [J].
DAAN, S ;
BEERSMA, DGM ;
BORBELY, AA .
AMERICAN JOURNAL OF PHYSIOLOGY, 1984, 246 (02) :R161-R178
[9]  
Dayan P, 2001, Theoretical neuroscience: computational and mathematical modeling of neural systems, Vfirst
[10]   Sleep states alter activity of suprachiasmatic nucleus neurons [J].
Deboer, T ;
Vansteensel, MJ ;
Détári, L ;
Meijer, JH .
NATURE NEUROSCIENCE, 2003, 6 (10) :1086-1090