4.6 Article

Time of day is associated with paradoxical reductions in global signal fluctuation and functional connectivity

Journal

PLOS BIOLOGY
Volume 18, Issue 2, Pages -

Publisher

PUBLIC LIBRARY SCIENCE
DOI: 10.1371/journal.pbio.3000602

Keywords

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Funding

  1. Singapore Ministry of Education Tier 2 [MOE2014-T2-2-016]
  2. National University of Singapore (NUS) Strategic Research [DPRT/944/09/14]
  3. NUS School of Medicine Aspiration Fund [R185000271720]
  4. Singapore National Medical Research Council [NMRC/STaR/015/2013, CBRG/0088/2015]
  5. NUS Young Investigator Award
  6. Singapore National Research Foundation (NRF) Fellowship (Class of 2017)
  7. NIH [P41EB015896]
  8. Athinoula A. Martinos Center for Biomedical Imaging at the Massachusetts General Hospital [NIH 1S10RR023401, NIH 1S10RR019307, NIH 1S10RR023043]
  9. 16 NIH Institutes and Centers [1U54MH091657]

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The brain exhibits substantial diurnal variation in physiology and function, but neuroscience studies rarely report or consider the effects of time of day. Here, we examined variation in resting-state functional MRI (fMRI) in around 900 individuals scanned between 8 AM and 10 PM on two different days. Multiple studies across animals and humans have demonstrated that the brain's global signal (GS) amplitude (henceforth referred to as fluctuation) increases with decreased arousal. Thus, in accord with known circadian variation in arousal, we hypothesised that GS fluctuation would be lowest in the morning, increase in the midafternoon, and dip in the early evening. Instead, we observed a cumulative decrease in GS fluctuation as the day progressed. Although respiratory variation also decreased with time of day, control analyses suggested that this did not account for the reduction in GS fluctuation. Finally, time of day was associated with marked decreases in resting-state functional connectivity across the whole brain. The magnitude of decrease was significantly stronger than associations between functional connectivity and behaviour (e.g., fluid intelligence). These findings reveal time of day effects on global brain activity that are not easily explained by expected arousal state or physiological artefacts. We conclude by discussing potential mechanisms for the observed diurnal variation in resting brain activity and the importance of accounting for time of day in future studies.

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