The brain functional connectome is robustly altered by lack of sleep

NeuroImage

Volumn 127, Issue , 2016, Pages 324-332

  Kaufmann, Tobias ^a   Elvsåshagen, Torbjørn ^a   Alnæs, Dag ^a,b   Zak, Nathalia ^a   Pedersen, Per Ø ^a   Norbom, Linn B ^b   Quraishi, Sophia H ^c   Tagliazucchi, Enzo ^d,e   Laufs, Helmut ^d,e   Bjørnerud, Atle ^a,b   Malt, Ulrik F ^a   Andreassen, Ole A ^a   Roussos, Evangelos ^f   Duff, Eugene P ^f   Smith, Stephen M ^f   Groote, Inge R ^a,b   Westlye, Lars T ^a,b  

^a OSLO UNIVERSITY HOSPITAL   (Norway)

^b UNIVERSITY OF OSLO   (Norway)

^c USA   (United States)

^d GOETHE UNIVERSITY   (Germany)

^e UNIVERSITY HOSPITAL SCHLESWIG HOLSTEIN   (Germany)

^f UNIVERSITY OF OXFORD   (United Kingdom)

Author keywords

Circadian variability; FMRI based connectivity; Machine learning; Sleep deprivation

Indexed keywords

ACCURACY; ADULT; ALERTNESS; ARTICLE; ATTENTION; BRAIN FUNCTION; CONNECTOME; CONTROLLED STUDY; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HUMAN; HUMAN EXPERIMENT; MALE; NORMAL HUMAN; PRIORITY JOURNAL; RESPONSE TIME; RESTING STATE NETWORK; SLEEP DEPRIVATION; SLEEP STAGE; ADOLESCENT; BRAIN; IMAGE PROCESSING; NERVE TRACT; NUCLEAR MAGNETIC RESONANCE IMAGING; PATHOPHYSIOLOGY; PHYSIOLOGY; SLEEP; YOUNG ADULT;

ADOLESCENT; ADULT; BRAIN; CONNECTOME; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; MAGNETIC RESONANCE IMAGING; MALE; NEURAL PATHWAYS; SLEEP; SLEEP DEPRIVATION; YOUNG ADULT;

EID: 84953309390     PISSN: 10538119     EISSN: 10959572     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2015.12.028     Document Type: Article

References (46)

1. Abou Elseoud A., Littow H., Remes J., Starck T., Nikkinen J., Nissila J., Timonen M., Tervonen O., Kiviniemi V. Group-ICA model order highlights patterns of functional brain connectivity. Front. Syst. Neurosci. 2011, 5:37.
2. Akerstedt T., Gillberg M. Subjective and objective sleepiness in the active individual. Int. J. Neurosci. 1990, 52:29-37.
3. Almklov E.L., Drummond S.P., Orff H., Alhassoon O.M. The effects of sleep deprivation on brain functioning in older adults. Behav. Sleep Med. 2014, 1-22.
4. Alnæs D., Kaufmann T., Richard G., Duff E.P., Sneve M.H., Endestad T., Nordvik J.E., Andreassen O.A., Smith S.M., Westlye L.T. Attentional load modulates large-scale functional brain connectivity beyond the core attention networks. NeuroImage 2015, 109:260-272.
5. Anderson C., Platten C.R. Sleep deprivation lowers inhibition and enhances impulsivity to negative stimuli. Behav. Brain Res. 2011, 217:463-466.
6. Andersson J.L.R., Jenkinson M., Smith S. Non-linear registration, aka spatial normalisation. FMRIB Technical Report TR07JA2 2010.
7. Beckmann C.F., Smith S.M. Probabilistic independent component analysis for functional magnetic resonance imaging. IEEE Trans. Med. Imaging 2004, 23:137-152.
8. Bland J.M., Altman D.G. Calculating correlation coefficients with repeated observations: Part 1-Correlation within subjects. BMJ 1995, 310:446.
9. Bosch O.G., Rihm J.S., Scheidegger M., Landolt H.P., Stampfli P., Brakowski J., Esposito F., Rasch B., Seifritz E. Sleep deprivation increases dorsal nexus connectivity to the dorsolateral prefrontal cortex in humans. Proc. Natl. Acad. Sci. U. S. A. 2013, 110:19597-19602.
10. Cirelli C., Tononi G. Is sleep essential?. PLoS Biol. 2008, 6.
11. Corfitsen M.T. Tiredness and visual reaction-time among young male nighttime drivers-a roadside survey. Accid. Anal. Prev. 1994, 26:617-624.
12. De Havas J.A., Parimal S., Soon C.S., Chee M.W. Sleep deprivation reduces default mode network connectivity and anti-correlation during rest and task performance. NeuroImage 2012, 59:1745-1751.
13. Fan J., McCandliss B.D., Sommer T., Raz A., Posner M.I. Testing the efficiency and independence of attentional networks. J. Cogn. Neurosci. 2002, 14:340-347.
14. Filippini N., MacIntosh B.J., Hough M.G., Goodwin G.M., Frisoni G.B., Smith S.M., Matthews P.M., Beckmann C.F., Mackay C.E. Distinct patterns of brain activity in young carriers of the APOE-epsilon 4 allele. Proc. Natl. Acad. Sci. U. S. A. 2009, 106:7209-7214.
15. Fischl B., Salat D.H., Busa E., Albert M., Dieterich M., Haselgrove C., van der Kouwe A., Killiany R., Kennedy D., Klaveness S., Montillo A., Makris N., Rosen B., Dale A.M. Whole brain segmentation: automated labeling of neuroanatomical structures in the human brain. Neuron 2002, 33:341-355.
16. Friedman J.H. Regularized discriminant-analysis. J. Am. Stat. Assoc. 1989, 84:165-175.
17. Greve D.N., Fischl B. Accurate and robust brain image alignment using boundary-based registration. NeuroImage 2009, 48:63-72.
18. Gujar N., Yoo S.S., Hu P., Walker M.P. Sleep deprivation amplifies reactivity of brain reward networks, biasing the appraisal of positive emotional experiences. J. Neurosci. 2011, 31:4466-4474.
19. Hayley A.C., Skogen J.C., Overland S., Wold B., Williams L.J., Kennedy G.A., Sivertsen B. Trajectories and stability of self-reported short sleep duration from adolescence to adulthood. J. Sleep Res. 2015, 24:621-628.
20. Jenkinson M., Smith S. A global optimisation method for robust affine registration of brain images. Med. Image Anal. 2001, 5:143-156.
21. Kaufmann T., Skåtun K.C., Alnæs D., Doan N.T., Duff E.P., Tønnesen S., Roussos E., Ueland T., Aminoff S.R., Lagerberg T.V., Agartz I., Melle I.S., Smith S.M., Andreassen O.A., Westlye L.T. Disintegration of sensorimotor brain networks in schizophrenia. Schizophr. Bull. 2015.
22. Ledoit O., Wolf M. Improved estimation of the covariance matrix of stock returns with an application to portfolio selection. J. Empir. Finance 2003, 10:603-621.
23. Liberalesso P.B., D'Andrea K.F., Cordeiro M.L., Zeigelboim B.S., Marques J.M., Jurkiewicz A.L. Effects of sleep deprivation on central auditory processing. BMC Neurosci. 2012, 13:83.
24. Lim J., Dinges D.F. Sleep deprivation and vigilant attention. Ann. N. Y. Acad. Sci. 2008, 1129:305-322.
25. Ma N., Dinges D.F., Basner M., Rao H. How acute total sleep loss affects the attending brain: a meta-analysis of neuroimaging studies. Sleep 2014.
26. Nichols T. FDR implementation provided online by Tom Nichols at. http://www-personal.umich.edu/~nichols/FDR/.
27. Nichols T., Hayasaka S. Controlling the familywise error rate in functional neuroimaging: a comparative review. Stat. Methods Med. Res. 2003, 12:419-446.
28. Park B., Kim J.I., Lee D., Jeong S.O., Lee J.D., Park H.J. Are brain networks stable during a 24-hour period?. NeuroImage 2012, 59:456-466.
29. Pruim R.H., Mennes M., Buitelaar J.K., Beckmann C.F. Evaluation of ICA-AROMA and alternative strategies for motion artifact removal in resting state fMRI. NeuroImage 2015.
30. Rogers N.L., Dorrian J., Dinges D.F. Sleep, waking and neurobehavioural performance. Front. Biosci. 2003, 8:s1056-s1067.
31. Salimi-Khorshidi G., Douaud G., Beckmann C.F., Glasser M.F., Griffanti L., Smith S.M. Automatic denoising of functional MRI data: combining independent component analysis and hierarchical fusion of classifiers. NeuroImage 2014, 90:449-468.
32. Schäfer J., Strimmer K. A shrinkage approach to large-scale covariance matrix estimation and implications for functional genomics. Stat. Appl. Genet. Mol. Biol. 2005, 4. (Article32).
33. Shannon B.J., Dosenbach R.A., Su Y., Vlassenko A.G., Larson-Prior L.J., Nolan T.S., Snyder A.Z., Raichle M.E. Morning-evening variation in human brain metabolism and memory circuits. J. Neurophysiol. 2013, 109:1444-1456.
34. Shao Y., Lei Y., Wang L., Zhai T., Jin X., Ni W., Yang Y., Tan S., Wen B., Ye E., Yang Z. Altered resting-state amygdala functional connectivity after 36hours of total sleep deprivation. PLoS One 2014, 9.
35. Siegel J.M. Do all animals sleep?. Trends Neurosci. 2008, 31:208-213.
36. Smith S.M. The future of FMRI connectivity. NeuroImage 2012, 62:1257-1266.
37. Smith S.M., Jenkinson M., Woolrich M.W., Beckmann C.F., Behrens T.E.J., Johansen-Berg H., Bannister P.R., De Luca M., Drobnjak I., Flitney D.E., Niazy R.K., Saunders J., Vickers J., Zhang Y.Y., De Stefano N., Brady J.M., Matthews P.M. Advances in functional and structural MR image analysis and implementation as FSL. NeuroImage 2004, 23:S208-S219.
38. Smith S.M., Miller K.L., Salimi-Khorshidi G., Webster M., Beckmann C.F., Nichols T.E., Ramsey J.D., Woolrich M.W. Network modelling methods for FMRI. NeuroImage 2011, 54:875-891.
39. Smith S.M., Hyvarinen A., Varoquaux G., Miller K.L., Beckmann C.F. Group-PCA for very large fMRI datasets. NeuroImage 2014, 101:738-749.
40. Tagliazucchi E., Laufs H. Decoding wakefulness levels from typical fMRI resting-state data reveals reliable drifts between wakefulness and sleep. Neuron 2014, 82:695-708.
41. Tzourio-Mazoyer N., Landeau B., Papathanassiou D., Crivello F., Etard O., Delcroix N., Mazoyer B., Joliot M. Automated anatomical labeling of activations in SPM using a macroscopic anatomical parcellation of the MNI MRI single-subject brain. NeuroImage 2002, 15:273-289.
42. Walker M.P., Stickgold R. Sleep-dependent learning and memory consolidation. Neuron 2004, 44:121-133.
43. Westlye L.T., Grydeland H., Walhovd K.B., Fjell A.M. Associations between regional cortical thickness and attentional networks as measured by the attention network test. Cereb. Cortex 2011, 21:345-356.
44. Wong C.W., Olafsson V., Tal O., Liu T.T. The amplitude of the resting-state fMRI global signal is related to EEG vigilance measures. NeuroImage 2013, 83:983-990.
45. Yeo B.T., Tandi J., Chee M.W. Functional connectivity during rested wakefulness predicts vulnerability to sleep deprivation. NeuroImage 2015, 111:147-158.
46. Yoo S.S., Hu P.T., Gujar N., Jolesz F.A., Walker M.P. A deficit in the ability to form new human memories without sleep. Nat. Neurosci. 2007, 10:385-392.