Spatially distributed effects of mental exhaustion on resting-state FMRI networks

PLoS ONE

Volumn 9, Issue 4, 2014, Pages

  Esposito, Fabrizio ^a,b   Otto, Tobias ^b   Zijlstra, Fred R H ^b   Goebel, Rainer ^b,c  

^a UNIVERSITY OF SALERNO   (Italy)

^b MAASTRICHT UNIVERSITY   (Netherlands)

^c NETHERLANDS INSTITUTE FOR NEUROSCIENCE   (Netherlands)

Author keywords

[No Author keywords available]

Indexed keywords

ADULT; ANGULAR GYRUS; ARTICLE; BRAIN FUNCTION; COGNITION; CONTROLLED STUDY; CORRELATION ANALYSIS; FEMALE; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HUMAN; HUMAN EXPERIMENT; INDEPENDENT COMPONENT ANALYSIS; LEFT HEMISPHERE; LINGUAL GYRUS; MALE; MENTAL PERFORMANCE; MENTAL STRESS; MIDDLE FRONTAL GYRUS; NORMAL HUMAN; RESTING STATE NETWORK; RIGHT HEMISPHERE; TASK PERFORMANCE; BRAIN; BRAIN MAPPING; NERVE CELL NETWORK; NERVE TRACT; NUCLEAR MAGNETIC RESONANCE IMAGING; PHYSIOLOGY; PSYCHOLOGY; REST; YOUNG ADULT;

ADULT; BRAIN; BRAIN MAPPING; FEMALE; HUMANS; MAGNETIC RESONANCE IMAGING; MALE; NERVE NET; NEURAL PATHWAYS; REST; YOUNG ADULT;

EID: 84899055553     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0094222     Document Type: Article

References (73)

1. Ogawa S, Lee TM, Kay AR, Tank DW (1990) Brain magnetic resonance imaging with contrast dependent on blood oxygenation. Proc Natl Acad Sci U S A 87: 9868-9872. (Pubitemid 120016545)
2. Biswal B, Yetkin FZ, Haughton VM, Hyde JS (1995) Functional connectivity in the motor cortex of resting human brain using echo-planar MRI. Magn Reson Med 34: 537-541.
3. Damoiseaux JS, Rombouts SA, Barkhof F, Scheltens P, Stam CJ, et al. (2006) Consistent resting-state networks across healthy subjects. Proc Natl Acad Sci U S A 103: 13848-13853. (Pubitemid 44413996)
4. De Luca M, Beckmann CF, De Stefano N, Matthews PM, Smith SM (2006) fMRI resting state networks define distinct modes of long-distance interactions in the human brain. Neuroimage 29: 1359-1367. (Pubitemid 43184199)
5. Mantini D, Perrucci MG, Del Gratta C, Romani GL, Corbetta M (2007) Electrophysiological signatures of resting state networks in the human brain. Proc Natl Acad Sci U S A 104: 13170-13175. (Pubitemid 351737611)
6. van de Ven VG, Formisano E, Prvulovic D, Roeder CH, Linden DE (2004) Functional connectivity as revealed by spatial independent component analysis of fMRI measurements during rest. Hum Brain Mapp 22: 165-178. (Pubitemid 38890996)
7. van den Heuvel MP, Mandl RC, Kahn RS, Hulshoff Pol HE (2009) Functionally linked resting-state networks reflect the underlying structural connectivity architecture of the human brain. Hum Brain Mapp 30: 3127-3141.
8. Lee HL, Zahneisen B, Hugger T, LeVan P, Hennig J (2013) Tracking dynamic resting-state networks at higher frequencies using MR-encephalography. Neuroimage 65: 216-222.
9. Gusnard DA, Raichle ME (2001) Searching for a baseline: functional imaging and the resting human brain. Nat Rev Neurosci 2: 685-694. (Pubitemid 33674814)
10. Smith SM, Fox PT, Miller KL, Glahn DC, Fox PM, et al. (2009) Correspondence of the brain's functional architecture during activation and rest. Proc Natl Acad Sci U S A 106: 13040-13045.
11. Albert NB, Robertson EM, Miall RC (2009) The resting human brain and motor learning. Curr Biol 19: 1023-1027.
12. Esposito F, Pignataro G, Di Renzo G, Spinali A, Paccone A, et al. (2010) Alcohol increases spontaneous BOLD signal fluctuations in the visual network. Neuroimage 53: 534-543.
13. Esposito F, Tessitore A, Giordano A, De Micco R, Paccone A, et al. (2013) Rhythm-specific modulation of the sensorimotor network in drug-naive patients with Parkinson's disease by levodopa. Brain 136: 710-725.
14. Khalili-Mahani N, Zoethout RM, Beckmann CF, Baerends E, de Kam ML, et al. (2011) Effects of morphine and alcohol on functional brain connectivity during "resting state":A placebo-controlled crossover study in healthy young men. Hum Brain Mapp.
15. Licata SC, Nickerson LD, Lowen SB, Trksak GH, Maclean RR, et al. (2013) The hypnotic zolpidem increases the synchrony of BOLD signal fluctuations in widespread brain networks during a resting paradigm. Neuroimage 70: 211-222.
16. Hyvarinen A, Karhunen J, Oja E (2001) Independent Component Analysis. New York: John Wiley & Sons, Inc.
17. McKeown MJ, Makeig S, Brown GG, Jung TP, Kindermann SS, et al. (1998) Analysis of fMRI data by blind separation into independent spatial components. Hum Brain Mapp 6: 160-188. (Pubitemid 28247339)
18. Sonnentag S, Zijlstra FRH (2006) Job characteristics and off-job activities as predictors of need for recovery, well-being, and fatigue. Journal of Applied Psychology 91: 330-350. (Pubitemid 43486638)
19. Zijlstra FRH (1993) Efficiency in Work Behavior: A Design Approach for Modern Tools. Delft: Delft University Press.
20. Boksem MAS, Meijman TF, Lorist MM (2006) Mental fatigue, motivation and action monitoring. Biological Psychology 72: 123-132.
21. van der Linden D, Frese M, Meijman TF (2003) Mental fatigue and the control of cognitive processes: effects on perseveration and planning. Acta Psychologica 113: 45-65. (Pubitemid 36881089)
22. Hockey GRJ (1997) Compensatory control in the regulation of human performance under stress and high workload: A cognitive-energetical framework. Biological Psychology 45: 73-93.
23. Soares JM, Sampaio A, Ferreira LM, Santos NC, Marques P, et al. (2013) Stress Impact on Resting State Brain Networks. PLoS One 8: e66500.
24. Bartlett EJ, Brodie JD, Wolf AP, Christman DR, Laska E, et al. (1988) Reproducibility of cerebral glucose metabolic measurements in resting human subjects. J Cereb Blood Flow Metab 8: 502-512.
25. Hacker W, Plath HE, Richter P, Zimmer K (1978) Internal representation of task structure and mental load of work: approaches and methods of assessment. Ergonomics 21: 187-194. (Pubitemid 8401207)
26. Gevins A, Cutillo B (1993) Spatiotemporal dynamics of component processes in human working memory. Electroencephalography and clinical Neurophysiology 87: 128-143. (Pubitemid 23272868)
27. O'Hara RB, Kotze DJ (2010) Do not log-transform count data. Methods in Ecology and Evolution 1: 118-122.
28. Deichmann R, Gottfried JA, Hutton C, Turner R (2003) Optimized EPI for fMRI studies of the orbitofrontal cortex. NeuroImage 19: 430-441. (Pubitemid 39665693)
29. Goebel R, Esposito F, Formisano E (2006) Analysis of functional image analysis contest (FIAC) data with brainvoyager QX: From single-subject to cortically aligned group general linear model analysis and self-organizing group independent component analysis. Hum Brain Mapp 27: 392-401. (Pubitemid 43787637)
30. Birn RM, Murphy K, Bandettini PA (2008) The effect of respiration variations on independent component analysis results of resting state functional connectivity. Hum Brain Mapp 29: 740-750. (Pubitemid 351813075)
31. Glover GH, Li TQ, Ress D (2000) Image-based method for retrospective correction of physiological motion effects in fMRI: RETROICOR. Magn Reson Med 44: 162-167. (Pubitemid 30439852)
32. Cox RW (1996) AFNI: software for analysis and visualization of functional magnetic resonance neuroimages. Comput Biomed Res 29: 162-173.
33. Friston KJ, Holmes AP, Poline JB, Grasby PJ, Williams SC, et al. (1995) Analysis of fMRI time-series revisited. Neuroimage 2: 45-53.
34. Hyvarinen A (1999) Fast and robust fixed-point algorithms for independent component analysis. IEEE Trans Neural Netw 10: 626-634.
35. Esposito F, Goebel R (2011) Extracting functional networks with spatial independent component analysis: the role of dimensionality, reliability and aggregation scheme. Curr Opin Neurol 24: 378-385.
36. Esposito F, Scarabino T, Hyvarinen A, Himberg J, Formisano E, et al. (2005) Independent component analysis of fMRI group studies by self-organizing clustering. Neuroimage 25: 193-205. (Pubitemid 40289149)
37. Calhoun VD, Liu J, Adali T (2009) A review of group ICA for fMRI data and ICA for joint inference of imaging, genetic, and ERP data. Neuroimage 45: S163-172.
38. van de Ven V, Esposito F, Christoffels IK (2009) Neural network of speech monitoring overlaps with overt speech production and comprehension networks: a sequential spatial and temporal ICA study. Neuroimage 47: 1982-1991.
39. Greicius MD, Kiviniemi V, Tervonen O, Vainionpaa V, Alahuhta S, et al. (2008) Persistent default-mode network connectivity during light sedation. Hum Brain Mapp 29: 839-847. (Pubitemid 351813085)
40. Greicius MD, Srivastava G, Reiss AL, Menon V (2004) Default-mode network activity distinguishes Alzheimer's disease from healthy aging: evidence from functional MRI. Proc Natl Acad Sci U S A 101: 4637-4642. (Pubitemid 38437463)
41. Forman SD, Cohen JD, Fitzgerald M, Eddy WF, Mintun MA, et al. (1995) Improved assessment of significant activation in functional magnetic resonance imaging (fMRI): use of a cluster-size threshold. Magn Reson Med 33: 636-647.
42. Allen EA, Erhardt EB, Damaraju E, Gruner W, Segall JM, et al. (2011) A baseline for the multivariate comparison of resting-state networks. Front Syst Neurosci 5: 2.
43. Valdez P, Reilly T, Waterhouse J (2008) Rhythms of Mental Performance. Mind Brain and Education 2: 7-16.
44. Kamei T, Kumano H, Iwata K, Yasushi M (1998) Influences of long- and short-distance driving on alpha waves and natural killer cell activity. Percept Mot Skills 87: 1419-1423.
45. Schrauf M, Sonnleitner A, Simon M, Kincses WE (2011) EEG Alpha Spindles as Indicators for Prolonged Brake Reaction Time During Auditory Secondary Tasks in a Real Road Driving Study. Proceedings of the Human Factors and Ergonomics Society Annual Meeting 55: 217-221.
46. Tamaki M, Shirota A, Tanaka H, Hayashi M, Hori T (1999) Effects of a daytime nap in the aged. Psychiatry Clin Neurosci 53: 273-275. (Pubitemid 29299932)
47. Lim J, Quevenco FC, Kwok K (2013) EEG alpha activity is associated with individual differences in post-break improvement. Neuroimage 76: 81-89.
48. Pfurtscheller G, Stancak A, Jr., Neuper C (1996) Event-related synchronization (ERS) in the alpha band - an electrophysiological correlate of cortical idling: a review. Int J Psychophysiol 24: 39-46. (Pubitemid 27013761)
49. Worden MS, Foxe JJ, Wang N, Simpson GV (2000) Anticipatory biasing of visuospatial attention indexed by retinotopically specific alpha-band electroencephalography increases over occipital cortex. J Neurosci 20: RC63.
50. Zhou Y, Milham MP, Lui YW, Miles L, Reaume J, et al. (2012) Default-mode network disruption in mild traumatic brain injury. Radiology 265: 882-892.
51. Cabeza R, Nyberg L (2000) Imaging cognition II: An empirical review of 275 PET and fMRI studies. J Cogn Neurosci 12: 1-47. (Pubitemid 30142782)
52. Corbetta M, Shulman GL (2002) Control of goal-directed and stimulus-driven attention in the brain. Nat Rev Neurosci 3: 201-215. (Pubitemid 135706590)
53. Demeter E, Hernandez-Garcia L, Sarter M, Lustig C (2011) Challenges to attention: a continuous arterial spin labeling (ASL) study of the effects of distraction on sustained attention. Neuroimage 54: 1518-1529.
54. Kim J, Whyte J, Wang J, Rao H, Tang KZ, et al. (2006) Continuous ASL perfusion fMRI investigation of higher cognition: quantification of tonic CBF changes during sustained attention and working memory tasks. Neuroimage 31: 376-385. (Pubitemid 43728970)
55. Lewin JS, Friedman L, Wu D, Miller DA, Thompson LA, et al. (1996) Cortical localization of human sustained attention: detection with functional MR using a visual vigilance paradigm. J Comput Assist Tomogr 20: 695-701. (Pubitemid 26303741)
56. Lim J, Wu WC, Wang J, Detre JA, Dinges DF, et al. (2010) Imaging brain fatigue from sustained mental workload: an ASL perfusion study of the time-on-task effect. Neuroimage 49: 3426-3435.
57. Colby CL, Duhamel JR (1996) Spatial representations for action in parietal cortex. Brain Res Cogn Brain Res 5: 105-115. (Pubitemid 27095242)
58. Corbetta M, Miezin FM, Shulman GL, Petersen SE (1993) A PET study of visuospatial attention. J Neurosci 13: 1202-1226. (Pubitemid 23067606)
59. Coull JT, Frackowiak RS, Frith CD (1998) Monitoring for target objects: activation of right frontal and parietal cortices with increasing time on task. Neuropsychologia 36: 1325-1334. (Pubitemid 29037849)
60. Fan J, McCandliss BD, Fossella J, Flombaum JI, Posner MI (2005) The activation of attentional networks. Neuroimage 26: 471-479. (Pubitemid 40719825)
61. Nobre AC, Sebestyen GN, Gitelman DR, Mesulam MM, Frackowiak RS, et al. (1997) Functional localization of the system for visuospatial attention using positron emission tomography. Brain 120 (Pt 3): 515-533. (Pubitemid 27153643)
62. Ogg RJ, Zou P, Allen DN, Hutchins SB, Dutkiewicz RM, et al. (2008) Neural correlates of a clinical continuous performance test. Magn Reson Imaging 26: 504-512.
63. Koric L, Volle E, Seassau M, Bernard FA, Mancini J, et al. (2011) How cognitive performance-induced stress can influence right VLPFC activation: An fMRI study in healthy subjects and in patients with social phobia. Hum Brain Mapp.
64. Barnes A, Bullmore ET, Suckling J (2009) Endogenous human brain dynamics recover slowly following cognitive effort. PLoS One 4: e6626.
65. Gordon EM, Breeden AL, Bean SE, Vaidya CJ (2012) Working memory-related changes in functional connectivity persist beyond task disengagement. Human brain mapping.
66. Duncan J (2010) The multiple-demand (MD) system of the primate brain: mental programs for intelligent behaviour. Trends Cogn Sci 14: 172-179.
67. Duff EP, Johnston LA, Xiong J, Fox PT, Mareels I, et al. (2008) The power of spectral density analysis for mapping endogenous BOLD signal fluctuations. Hum Brain Mapp 29: 778-790. (Pubitemid 351813079)
68. Vahdat S, Darainy M, Milner TE, Ostry DJ (2011) Functionally specific changes in resting-state sensorimotor networks after motor learning. The Journal of neuroscience: the official journal of the Society for Neuroscience 31: 16907-16915.
69. Lewis JW, Frum C, Brefczynski-Lewis JA, Talkington WJ, Walker NA, et al. (2011) Cortical network differences in the sighted versus early blind for recognition of human-produced action sounds. Human brain mapping 32: 2241-2255.
70. Waites AB, Stanislavsky A, Abbott DF, Jackson GD (2005) Effect of prior cognitive state on resting state networks measured with functional connectivity. Hum Brain Mapp 24: 59-68. (Pubitemid 40066724)
71. Grigg O, Grady CL (2010) Task-related effects on the temporal and spatial dynamics of resting-state functional connectivity in the default network. PLoS One 5: e13311.
72. Ackerman PL, Kanfer R (2009) Test length and cognitive fatigue: an empirical examination of effects on performance and test-taker reactions. J Exp Psychol Appl 15: 163-181.
73. Langdon DW (2011) Cognition in multiple sclerosis. Curr Opin Neurol 24: 244-249.