Classifying fMRI-derived resting-state connectivity patterns according to their daily rhythmicity

NeuroImage

Volumn 71, Issue , 2013, Pages 298-306

  Blautzik, Janusch ^a   Vetter, Céline ^b   Peres, Isabella ^a,b   Gutyrchik, Evgeny ^b   Keeser, Daniel ^a   Berman, Albert ^a   Kirsch, Valerie ^a,b   Mueller, Sophia ^a   Pöppel, Ernst ^b   Reiser, Maximilian ^a   Roenneberg, Till ^b   Meindl, Thomas ^a  

^a LUDWIG MAXIMILIANS UNIVERSITY   (Germany)

^b UNIVERSITY OF MUNICH   (Germany)

Author keywords

Circadian rhythm; Functional magnetic resonance imaging; Homeostatic process; MCTQ; Resting state networks

Indexed keywords

ADULT; ARTICLE; CIRCADIAN RHYTHM; EXECUTIVE FUNCTION; FEMALE; FUNCTIONAL ASSESSMENT; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HUMAN; HUMAN EXPERIMENT; MOTOR PERFORMANCE; NEUROMODULATION; NORMAL HUMAN; POSTERIOR CINGULATE; PRIORITY JOURNAL; SENSORIMOTOR CORTEX; SLEEP DEPRIVATION; SLEEP PATTERN; SLEEP TIME; WAKEFULNESS;

BRAIN; BRAIN MAPPING; CIRCADIAN RHYTHM; FEMALE; HUMANS; MAGNETIC RESONANCE IMAGING; MALE; NEURAL PATHWAYS; REST; YOUNG ADULT;

EID: 84874541597     PISSN: 10538119     EISSN: 10959572     Source Type: Journal    
DOI: 10.1016/j.neuroimage.2012.08.010     Document Type: Article

References (81)

1. Andersson J.L., Hutton C., Ashburner J., Turner R., Friston K. Modeling geometric deformations in EPI time series. Neuroimage 2001, 13:903-919.
2. Beckmann C.F., DeLuca M., Devlin J.T., Smith S.M. Investigations into resting-state connectivity using independent component analysis. Philos. Trans. R. Soc. Lond. B Biol. Sci. 2005, 360:1001-1013.
3. Beckmann C.F., Mackay C.E., Filippini N., Smith S.M. Group comparison of resting-state FMRI data using multi-subject ICA and dual regression. OHBM poster 2009.
4. Birn R.M., Diamond J.B., Smith M.A., Bandettini P.A. Separating respiratory-variation-related fluctuations from neuronal-activity-related fluctuations in fMRI. Neuroimage 2006, 31:1536-1548.
5. Birn R.M., Smith M.A., Jones T.B., Bandettini P.A. The respiration response function: the temporal dynamics of fMRI signal fluctuations related to changes in respiration. Neuroimage 2008, 40:644-654.
6. Biswal B., Yetkin F.Z., Haughton V.M., Hyde J.S. Functional connectivity in the motor cortex of resting human brain using echo-planar MRI. Magn. Reson. Med. 1995, 34:537-541.
7. Biswal B.B., Mennes M., Zuo X.N., Gohel S., Kelly C., Smith S.M., Beckmann C.F., Adelstein J.S., Buckner R.L., Colcombe S., Dogonowski A.M., Ernst M., Fair D., Hampson M., Hoptman M.J., Hyde J.S., Kiviniemi V.J., Kotter R., Li S.J., Lin C.P., Lowe M.J., Mackay C., Madden D.J., Madsen K.H., Margulies D.S., Mayberg H.S., McMahon K., Monk C.S., Mostofsky S.H., Nagel B.J., Pekar J.J., Peltier S.J., Petersen S.E., Riedl V., Rombouts S.A., Rypma B., Schlaggar B.L., Schmidt S., Seidler R.D., Siegle G.J., Sorg C., Teng G.J., Veijola J., Villringer A., Walter M., Wang L., Weng X.C., Whitfield-Gabrieli S., Williamson P., Windischberger C., Zang Y.F., Zhang H.Y., Castellanos F.X., Milham M.P. Toward discovery science of human brain function. Proc. Natl. Acad. Sci. U. S. A. 2010, 107:4734-4739.
8. Boly M., Phillips C., Balteau E., Schnakers C., Degueldre C., Moonen G., Luxen A., Peigneux P., Faymonville M.E., Maquet P., Laureys S. Consciousness and cerebral baseline activity fluctuations. Hum. Brain Mapp. 2008, 29:868-874.
9. Borbely A.A. A two process model of sleep regulation. Hum. Neurobiol. 1982, 1:195-204.
10. Box E.P., Jenkins G.M. Time series analysis. Forecasting and Control 1970, Holden-Day, San Francisco, (553 pp.).
11. Brookes M.J., Woolrich M., Luckhoo H., Price D., Hale J.R., Stephenson M.C., Barnes G.R., Smith S.M., Morris P.G. Investigating the electrophysiological basis of resting state networks using magnetoencephalography. Proc. Natl. Acad. Sci. U. S. A. 2011, 108:16783-16788.
12. Brown E.N., Czeisler C.A. The statistical analysis of circadian phase and amplitude in constant-routine core-temperature data. J. Biol. Rhythms 1992, 7:177-202.
13. Buckner R.L., Andrews-Hanna J.R., Schacter D.L. The brain's default network: anatomy, function, and relevance to disease. Ann. N. Y. Acad. Sci. 2008, 1124:1-38.
14. Buysse D.J., Nofzinger E.A., Germain A., Meltzer C.C., Wood A., Ombao H., Kupfer D.J., Moore R.Y. Regional brain glucose metabolism during morning and evening wakefulness in humans: preliminary findings. Sleep 2004, 27:1245-1254.
15. Cagnacci A., Elliott J.A., Yen S.S. Melatonin: a major regulator of the circadian rhythm of core temperature in humans. J. Clin. Endocrinol. Metab. 1992, 75:447-452.
16. 2, and BOLD signals in resting-state fMRI. Neuroimage 2009, 47:1381-1393.
17. Chang C., Cunningham J.P., Glover G.H. Influence of heart rate on the BOLD signal: the cardiac response function. Neuroimage 2009, 44:857-869.
18. Czeisler C.A., Klerman E.B. Circadian and sleep-dependent regulation of hormone release in humans. Recent Prog. Horm. Res. 1999, 54:97-130. (discussion 130-132).
19. Dagli M.S., Ingeholm J.E., Haxby J.V. Localization of cardiac-induced signal change in fMRI. Neuroimage 1999, 9:407-415.
20. Damoiseaux J.S., Rombouts S.A., Barkhof F., Scheltens P., Stam C.J., Smith S.M., Beckmann C.F. Consistent resting-state networks across healthy subjects. Proc. Natl. Acad. Sci. U. S. A. 2006, 103:13848-13853.
21. Drobnjak I., Gavaghan D., Suli E., Pitt-Francis J., Jenkinson M. Development of a functional magnetic resonance imaging simulator for modeling realistic rigid-body motion artifacts. Magn. Reson. Med. 2006, 56:364-380.
22. 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-epsilon4 allele. Proc. Natl. Acad. Sci. U. S. A. 2009, 106:7209-7214.
23. Folkard S., Glynn C.J., Lloyd J.W. Diurnal variation and individual differences in the perception of intractable pain. J. Psychosom. Res. 1976, 20:289-301.
24. Fox M.D., Snyder A.Z., Vincent J.L., Corbetta M., Van Essen D.C., Raichle M.E. The human brain is intrinsically organized into dynamic, anticorrelated functional networks. Proc. Natl. Acad. Sci. U. S. A. 2005, 102:9673-9678.
25. Fox M.D., Corbetta M., Snyder A.Z., Vincent J.L., Raichle M.E. Spontaneous neuronal activity distinguishes human dorsal and ventral attention systems. Proc. Natl. Acad. Sci. U. S. A. 2006, 103:10046-10051.
26. Furlan R., Guzzetti S., Crivellaro W., Dassi S., Tinelli M., Baselli G., Cerutti S., Lombardi F., Pagani M., Malliani A. Continuous 24-hour assessment of the neural regulation of systemic arterial pressure and RR variabilities in ambulant subjects. Circulation 1990, 81:537-547.
27. Glover G.H., Li T.Q., Ress D. Image-based method for retrospective correction of physiological motion effects in fMRI: RETROICOR. Magn. Reson. Med. 2000, 44:162-167.
28. Greicius M.D., Krasnow B., Reiss A.L., Menon V. Functional connectivity in the resting brain: a network analysis of the default mode hypothesis. Proc. Natl. Acad. Sci. U. S. A. 2003, 100:253-258.
29. Greicius M.D., Srivastava G., Reiss A.L., Menon V. Default-mode network activity distinguishes Alzheimer's disease from healthy aging: evidence from functional MRI. Proc. Natl. Acad. Sci. U. S. A. 2004, 101:4637-4642.
30. Gusnard D.A., Akbudak E., Shulman G.L., Raichle M.E. Medial prefrontal cortex and self-referential mental activity: relation to a default mode of brain function. Proc. Natl. Acad. Sci. U. S. A. 2001, 98:4259-4264.
31. He B.J., Snyder A.Z., Zempel J.M., Smyth M.D., Raichle M.E. Electrophysiological correlates of the brain's intrinsic large-scale functional architecture. Proc. Natl. Acad. Sci. U. S. A. 2008, 105:16039-16044.
32. Horovitz S.G., Braun A.R., Carr W.S., Picchioni D., Balkin T.J., Fukunaga M., Duyn J.H. Decoupling of the brain's default mode network during deep sleep. Proc. Natl. Acad. Sci. U. S. A. 2009, 106:11376-11381.
33. Huikuri H.V., Niemela M.J., Ojala S., Rantala A., Ikaheimo M.J., Airaksinen K.E. Circadian rhythms of frequency domain measures of heart rate variability in healthy subjects and patients with coronary artery disease. Effects of arousal and upright posture. Circulation 1994, 90:121-126.
34. Jasper I., Haussler A., Baur B., Marquardt C., Hermsdorfer J. Circadian variations in the kinematics of handwriting and grip strength. Chronobiol. Int. 2009, 26:576-594.
35. Jasper I., Haussler A., Marquardt C., Hermsdorfer J. Circadian rhythm in handwriting. J. Sleep Res. 2009, 18:264-271.
36. Jenkinson M., Bannister P., Brady M., Smith S. Improved optimization for the robust and accurate linear registration and motion correction of brain images. Neuroimage 2002, 17:825-841.
37. Kenagy, G.J., 1980. CenterKenagy, G.J., 1980. CenterKenagy, G.J., 1980. CenterKenagy, G.J., 1980. CenterKenagy, G.J., 1980. CenterKenagy, G.J., 1980. CenterKenagy, G.J., 1980. Center.
38. Laird A.R., Eickhoff S.B., Li K., Robin D.A., Glahn D.C., Fox P.T. Investigating the functional heterogeneity of the default mode network using coordinate-based meta-analytic modeling. J. Neurosci. 2009, 29:14496-14505.
39. Laird A.R., Fox P.M., Eickhoff S.B., Turner J.A., Ray K.L., McKay D.R., Glahn D.C., Beckmann C.F., Smith S.M., Fox P.T. Behavioral interpretations of intrinsic connectivity networks. J. Cogn. Neurosci. 2011.
40. Lund T.E., Madsen K.H., Sidaros K., Luo W.L., Nichols T.E. Non-white noise in fMRI: does modelling have an impact?. Neuroimage 2006, 29:54-66.
41. Malpas S.C., Purdie G.L. Circadian variation of heart rate variability. Cardiovasc. Res. 1990, 24:210-213.
42. Mason M.F., Norton M.I., Van Horn J.D., Wegner D.M., Grafton S.T., Macrae C.N. Wandering minds: the default network and stimulus-independent thought. Science 2007, 315:393-395.
43. Merrow M., Spoelstra K., Roenneberg T. The circadian cycle: daily rhythms from behaviour to genes. EMBO Rep. 2005, 6:930-935.
44. Miall R.C., Robertson E.M. Functional imaging: is the resting brain resting?. Curr. Biol. 2006, 16:R998-1000.
45. Miller E.K., Cohen J.D. An integrative theory of prefrontal cortex function. Annu. Rev. Neurosci. 2001, 24:167-202.
46. Miller L.S., Lombardo T.W., Fowler S.C. Time of day effects on a human force discrimination task. Physiol. Behav. 1992, 52:839-841.
47. Mortola J.P. Breathing around the clock: an overview of the circadian pattern of respiration. Eur. J. Appl. Physiol. 2004, 91:119-129.
48. Moussay S., Dosseville F., Gauthier A., Larue J., Sesboue B., Davenne D. Circadian rhythms during cycling exercise and finger-tapping task. Chronobiol. Int. 2002, 19:1137-1149.
49. Oldfield R.C. The assessment and analysis of handedness: the Edinburgh inventory. Neuropsychologia 1971, 9:97-113.
50. Peres I., Vetter C., Blautzik J., Reiser M., Pöppel E., Meindl T., Roenneberg T., Gutyrchik E. Chronotype predicts activity patterns in the neural underpinnings of the motor system during the day. Chronobiol. Int. 2011, 28:883-889.
51. Pizoli C.E., Shah M.N., Snyder A.Z., Shimony J.S., Limbrick D.D., Raichle M.E., Schlaggar B.L., Smyth M.D. Resting-state activity in development and maintenance of normal brain function. Proc. Natl. Acad. Sci. U. S. A. 2011, 108:11638-11643.
52. Raichle M.E., MacLeod A.M., Snyder A.Z., Powers W.J., Gusnard D.A., Shulman G.L. A default mode of brain function. Proc. Natl. Acad. Sci. U. S. A. 2001, 98:676-682.
53. Refinetti R., Menaker M. The circadian rhythm of body temperature. Physiol. Behav. 1992, 51:613-637.
54. Rocca M.A., Valsasina P., Absinta M., Riccitelli G., Rodegher M.E., Misci P., Rossi P., Falini A., Comi G., Filippi M. Default-mode network dysfunction and cognitive impairment in progressive MS. Neurology 2010, 74:1252-1259.
55. Roenneberg T., Foster R.G. Twilight times: light and the circadian system. Photochem. Photobiol. 1997, 66:549-561.
56. Roenneberg T., Merrow M. Circadian clocks-the fall and rise of physiology. Nat. Rev. Mol. Cell Biol. 2005, 6:965-971.
57. Roenneberg T., Taylor W. Automated recordings of bioluminescence with special reference to the analysis of circadian rhythms. Methods Enzymol. 2000, 305:104-119.
58. Roenneberg T., Wirz-Justice A., Merrow M. Life between clocks: daily temporal patterns of human chronotypes. J. Biol. Rhythms 2003, 18:80-90.
59. Roenneberg T., Kuehnle T., Juda M., Kantermann T., Allebrandt K., Gordijn M., Merrow M. Epidemiology of the human circadian clock. Sleep Med. Rev. 2007, 11:429-438.
60. Roenneberg T., Allebrandt K.V., Merrow M., Vetter C. Social jetlag and obesity. Curr. Biol. 2012, 22:939-943.
61. Rogers N.L., Dorrian J., Dinges D.F. Sleep, waking and neurobehavioural performance. Front. Biosci. 2003, 8:s1056-1067.
62. Rombouts S.A., Barkhof F., Goekoop R., Stam C.J., Scheltens P. Altered resting state networks in mild cognitive impairment and mild Alzheimer's disease: an fMRI study. Hum. Brain Mapp. 2005, 26:231-239.
63. Schmidt C., Collette F., Cajochen C., Peigneux P. A time to think: circadian rhythms in human cognition. Cogn. Neuropsychol. 2007, 24:755-789.
64. Schmidt C., Collette F., Leclercq Y., Sterpenich V., Vandewalle G., Berthomier P., Berthomier C., Phillips C., Tinguely G., Darsaud A., Gais S., Schabus M., Desseilles M., Dang-Vu T.T., Salmon E., Balteau E., Degueldre C., Luxen A., Maquet P., Cajochen C., Peigneux P. Homeostatic sleep pressure and responses to sustained attention in the suprachiasmatic area. Science 2009, 324:516-519.
65. Shmuel A., Leopold D.A. Neuronal correlates of spontaneous fluctuations in fMRI signals in monkey visual cortex: Implications for functional connectivity at rest. Hum. Brain Mapp. 2008, 29:751-761.
66. Smith S.M. Fast robust automated brain extraction. Hum. Brain Mapp. 2002, 17:143-155.
67. Smith S.M., Fox P.T., Miller K.L., Glahn D.C., Fox P.M., Mackay C.E., Filippini N., Watkins K.E., Toro R., Laird A.R., Beckmann C.F. Correspondence of the brain's functional architecture during activation and rest. Proc. Natl. Acad. Sci. U. S. A. 2009, 106:13040-13045.
68. Sorg C., Riedl V., Muhlau M., Calhoun V.D., Eichele T., Laer L., Drzezga A., Forstl H., Kurz A., Zimmer C., Wohlschlager A.M. Selective changes of resting-state networks in individuals at risk for Alzheimer's disease. Proc. Natl. Acad. Sci. U. S. A. 2007, 104:18760-18765.
69. Spreng R.N., Mar R.A., Kim A.S. The common neural basis of autobiographical memory, prospection, navigation, theory of mind, and the default mode: a quantitative meta-analysis. J. Cogn. Neurosci. 2009, 21:489-510.
70. Stigler K.A., McDonald B.C., Anand A., Saykin A.J., McDougle C.J. Structural and functional magnetic resonance imaging of autism spectrum disorders. Brain Res. 2011, 1380:146-161.
71. Strian F., Lautenbacher S., Galfe G., Holzl R. Diurnal variations in pain perception and thermal sensitivity. Pain 1989, 36:125-131.
72. Ter Minassian A., Ricalens E., Humbert S., Duc F., Aube C., Beydon L. Dissociating anticipation from perception: acute pain activates default mode network. Hum. Brain Mapp. 2012.
73. Toth M., Kiss A., Kosztolanyi P., Kondakor I. Diurnal alterations of brain electrical activity in healthy adults: a LORETA study. Brain Topogr. 2007, 20:63-76.
74. Vandewalle G., Balteau E., Phillips C., Degueldre C., Moreau V., Sterpenich V., Albouy G., Darsaud A., Desseilles M., Dang-Vu T.T., Peigneux P., Luxen A., Dijk D.J., Maquet P. Daytime light exposure dynamically enhances brain responses. Curr. Biol. 2006, 16:1616-1621.
75. Vandewalle G., Gais S., Schabus M., Balteau E., Carrier J., Darsaud A., Sterpenich V., Albouy G., Dijk D.J., Maquet P. Wavelength-dependent modulation of brain responses to a working memory task by daytime light exposure. Cereb. Cortex 2007, 17:2788-2795.
76. Vandewalle G., Middleton B., Rajaratnam S.M., Stone B.M., Thorleifsdottir B., Arendt J., Dijk D.J. Robust circadian rhythm in heart rate and its variability: influence of exogenous melatonin and photoperiod. J. Sleep Res. 2007, 16:148-155.
77. Vincent J.L., Patel G.H., Fox M.D., Snyder A.Z., Baker J.T., Van Essen D.C., Zempel J.M., Snyder L.H., Corbetta M., Raichle M.E. Intrinsic functional architecture in the anaesthetized monkey brain. Nature 2007, 447:83-86.
78. Wise R.G., Ide K., Poulin M.J., Tracey I. Resting fluctuations in arterial carbon dioxide induce significant low frequency variations in BOLD signal. Neuroimage 2004, 21:1652-1664.
79. Wittmann M., Dinich J., Merrow M., Roenneberg T. Social jetlag: misalignment of biological and social time. Chronobiol. Int. 2006, 23:497-509.
80. Zhang H.Y., Wang S.J., Liu B., Ma Z.L., Yang M., Zhang Z.J., Teng G.J. Resting brain connectivity: changes during the progress of Alzheimer disease. Radiology 2010, 256:598-606.
81. Zuo X.N., Kelly C., Adelstein J.S., Klein D.F., Castellanos F.X., Milham M.P. Reliable intrinsic connectivity networks: test-retest evaluation using ICA and dual regression approach. Neuroimage 2010, 49:2163-2177.