Investigating the interaction between the homeostatic and circadian processes of sleep–wake regulation for the prediction of waking neurobehavioural performance

The two‐process model of sleep regulation has been applied successfully to describe, predict, and understand sleep–wake regulation in a variety of experimental protocols such as sleep deprivation and forced desynchrony. A non‐linear interaction between the homeostatic and circadian processes was reported when the model was applied to describe alertness and performance data obtained during forced desynchrony. This non‐linear interaction could also be due to intrinsic non‐linearity in the metrics used to measure alertness and performance, however. Distinguishing these possibilities would be of theoretical interest, but could also have important implications for the design and interpretation of experiments placing sleep at different circadian phases or varying the duration of sleep and/or wakefulness. Although to date no resolution to this controversy has been found, here we show that the issue can be addressed with existing data sets. The interaction between the homeostatic and circadian processes of sleep–wake regulation was investigated using neurobehavioural performance data from a laboratory experiment involving total sleep deprivation. The results provided evidence of an actual non‐linear interaction between the homeostatic and circadian processes of sleep–wake regulation for the prediction of waking neurobehavioural performance.

[1]  Erik Olofsen,et al.  Nonlinear mixed-effects modeling: individualization and prediction. , 2004, Aviation, space, and environmental medicine.

[2]  Peter Achermann,et al.  Simulation of daytime vigilance by the additive interaction of a homeostatic and a circadian process , 1994, Biological Cybernetics.

[3]  R. Kronauer,et al.  Comparison of Mathematical Model Predictions to Experimental Data of Fatigue and Performance , 2004 .

[4]  D. Dinges,et al.  The cumulative cost of additional wakefulness: dose-response effects on neurobehavioral functions and sleep physiology from chronic sleep restriction and total sleep deprivation. , 2003, Sleep.

[5]  D. Dinges,et al.  Sleep debt: Theoretical and empirical issues , 2003 .

[6]  M. A. Rea,et al.  Adenosine A1 receptors regulate the response of the mouse circadian clock to light , 2003, Brain Research.

[7]  D. Dinges,et al.  Caffeine eliminates psychomotor vigilance deficits from sleep inertia. , 2001, Sleep.

[8]  R. Mistlberger,et al.  Adenosine and caffeine modulate circadian rhythms in the Syrian hamster , 2001, Neuroreport.

[9]  S. Doran,et al.  Sustained attention performance during sleep deprivation: evidence of state instability. , 2001, Archives italiennes de biologie.

[10]  R. Kronauer,et al.  Reply to Technical Note: Nonlinear Interactions between Circadian and Homeostatic Processes: Models or Metrics? , 1999, Journal of biological rhythms.

[11]  P. Achermann Technical Note: A Problem with Identifying Nonlinear Interactions of Circadian and Homeostatic Processes , 1999, Journal of biological rhythms.

[12]  R. Kronauer,et al.  Interactive Mathematical Models of Subjective Alertness and Cognitive Throughput in Humans , 1999, Journal of biological rhythms.

[13]  C A Czeisler,et al.  Time course of sleep inertia dissipation in human performance and alertness , 1999, Journal of sleep research.

[14]  Russell D. Wolfinger,et al.  Fitting Nonlinear Mixed Models with the New NLMIXED Procedure , 1999 .

[15]  P. Achermann,et al.  Sleep homeostasis and models of sleep regulation. , 1999, Journal of biological rhythms.

[16]  T. Åkerstedt,et al.  The three-process model of alertness and its extension to performance, sleep latency, and sleep length. , 1997, Chronobiology international.

[17]  A A Borbely,et al.  Time course of sleep inertia after nighttime and daytime sleep episodes. , 1995, Archives italiennes de biologie.

[18]  Peter Achermann,et al.  A model of human sleep homeostasis based on EEG slow-wave activity: Quantitative comparison of data and simulations , 1993, Brain Research Bulletin.

[19]  Marie Davidian,et al.  The Nonlinear Mixed Effects Model with a Smooth Random Effects Density , 1993 .

[20]  D. Dijk,et al.  Circadian and sleep/wake dependent aspects of subjective alertness and cognitive performance , 1992, Journal of sleep research.

[21]  M. Orne,et al.  Temporal placement of a nap for alertness: contributions of circadian phase and prior wakefulness. , 1987, Sleep.

[22]  David F. Dinges,et al.  Microcomputer analyses of performance on a portable, simple visual RT task during sustained operations , 1985 .

[23]  S. Daan,et al.  Timing of human sleep: recovery process gated by a circadian pacemaker. , 1984, The American journal of physiology.

[24]  A. Borbély A two process model of sleep regulation. , 1982, Human neurobiology.

[25]  L. Johnson,et al.  Biological rhythms, sleep and shift work , 1981 .

[26]  H. Akaike,et al.  Information Theory and an Extension of the Maximum Likelihood Principle , 1973 .