Incidental and intentional learning of verbal episodic material differentially modifies functional brain networks

PLoS ONE

Volumn 8, Issue 11, 2013, Pages

  Kuhnert, Marie Therese ^a   Bialonski, Stephan ^b   Noennig, Nina ^c   Mai, Heinke ^c   Hinrichs, Hermann ^c   Helmstaedter, Christoph ^a   Lehnertz, Klaus ^a  

^a UNIVERSITY OF BONN   (Germany)

^b MAX PLANCK INSTITUT FÜR PHYSIK KOMPLEXER SYSTEME   (Germany)

^c OTTO VON GUERICKE UNIVERSITY   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

ADULT; BRAIN; BRAIN MAPPING; COGNITION; ELECTROENCEPHALOGRAPHY; FEMALE; HUMANS; MALE; MEMORY; MENTAL RECALL; NERVE NET; NEUROPSYCHOLOGICAL TESTS; VERBAL LEARNING;

EID: 84894209173     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0080273     Document Type: Article

References (92)

1. Boccaletti S, Latora V, Moreno Y, Chavez M, Hwang DU (2006) Complex networks: Structure and dynamics. Phys Rep 424: 175-308.
2. Reijneveld JC, Ponten SC, Berendse HW, Stam CJ (2007) The application of graph theoretical analysis to complex networks in the brain. Clin Neurophysiol 118: 2317-2331.
3. Ioannides AA (2007) Dynamic functional connectivity. Curr Opin Neurobiol 17: 161-170.
4. Arenas A, Díaz-Guilera A, Kurths J, Moreno Y, Zhou C (2008) Synchronization in complex networks. Phys Rep 469: 93-153.
5. Bullmore E, Sporns O (2009) Complex brain networks: graph theoretical analysis of structural and functional systems. Nat Rev Neurosci 10: 186-198.
6. Bullmore E, Sporns O (2013) The economy of brain network organization. Nat Rev Neurosci 13: 336-349.
7. Pikovsky AS, Rosenblum MG, Kurths J (2001) Synchronization: A universal concept in nonlinear sciences. Cambridge, UK: Cambridge University Press.
8. Pereda E, Quian Quiroga R, Bhattacharya J (2005) Nonlinear multivariate analysis of neurophysiological signals. Prog Neurobiol 77: 1-37.
9. Hlaváčková-Schindler K, Paluš M, Vejmelka M, Bhattacharya J (2007) Causality detection based on information-theoretic approaches in time series analysis. Phys Rep 441: 1-46.
10. Lehnertz K, Bialonski S, Horstmann MT, Krug D, Rothkegel A, et al. (2009) Synchronization phenomena in human epileptic brain networks. J Neurosci Methods 183: 42-48.
11. Lehnertz K, Krug D, Staniek M, Glusenkamp D, Elger CE (2011) Preictal directed interactions in epileptic brain networks. In: Osorio I, Zaveri H, Frei M, Arthurs S, In:editors, Epilepsy: The Intersection of Neurosciences, Biology, Mathematics, Engineering and Physics, Boca Raton, FL: CRC Press. pp. 265-272.
12. da F Costa L, Rodrigues FA, Travieso G, Boas PRV (2007) Characterization of complex networks: A survey of measurements. Adv Phys 56: 167-242.
13. Squire LR, Zola-Morgan S (1991) The medial temporal lobe memory system. Science 253: 1380-1386.
14. Varela FJ, Lachaux JP, Rodriguez E, Martinerie J (2001) The brain web: Phase synchronization and large-scale integration. Nat Rev Neurosci 2: 229-239.
15. Robertson LC (2003) Binding, spatial attention and perceptual awareness. Nat Rev Neurosci 4: 93-102.
16. Schnitzler A, Gross J (2005) Normal and pathological oscillatory communication in the brain. Nat Rev Neurosci 6: 285-296.
17. Bressler SL, Menon V (2010) Large-scale brain networks in cognition: emerging methods and principles. Trends Cogn Sci 14: 277-290.
18. Dehaene S, Changeux JP (2011) Experimental and theoretical approaches to conscious processing. Neuron 70: 200-227.
19. Weiss S, Rappelsberger P (2000) Long-range EEG synchronization during word encoding correlates with successful memory performance. Cogn Brain Res 9: 299-312.
20. Bassett DS, Meyer-Lindenberg A, Achard S, Duke T, Bullmore E (2006) Adaptive reconfiguration of fractal small-world human brain functional networks. Proc Natl Acad Sci USA 103: 19518-19523.
21. Micheloyannis S, Pachou E, Stam CJ, Breakspear M, Bitsios P, et al. (2006) Small-world networks and disturbed functional connectivity in schizophrenia. Schizophr Res 87: 60-66.
22. Astolfi L, Fallani FDV, Cincotti F, Mattia D, Bianchi L, et al. (2008) Neural basis for brain responses to TV commercials: A high-resolution EEG study. IEEE Trans Neural Syst Rehabil Eng 16: 522-531.
23. Valencia M, Martinerie J, Dupont S, Chavez M (2008) Dynamic small-world behavior in functional brain networks unveiled by an event-related networks approach. Phys Rev E 77: 050905(R).
24. Bassett DS, Bullmore ET, Meyer-Lindenberg A, Apud JA, Weinberger DR, et al. (2009) Cognitive fitness of cost-efficient brain functional networks. Proc Natl Acad Sci USA 106: 11747-11752.
25. Dimitriadis SI, Laskaris NA, Tsirka V, Vourkas M, Micheloyannis S, et al. (2010) Tracking brain dynamics via time-dependent network analysis. J Neurosci Methods 193: 145-155.
26. Palva S, Monto S, Palva JM (2010) Graph properties of synchronized cortical networks during visual working memory maintenance. NeuroImage 49: 3257-3268.
27. Palva JM, Monto S, Kulashekhar S, Palva S (2010) Neuronal synchrony reveals working memory networks and predicts individual memory capacity. Proc Natl Acad Sci USA 107: 7580-7585.
28. Wang H, Douw L, Hernández JM, Reijneveld JC, Stam CJ, et al. (2010) Effect of tumor resection on the characteristics of functional brain networks. Phys Rev E 82: 021924.
29. Bassett DS (2010) Clinical applications of complex network analysis. In: Sporns O, editor, Short Course III - Analysis and Function of Large-Scale Brain Networks, Washington, DC, USA: Society for Neuroscience. pp. 55-63.
30. Kitzbichler MG, Henson RNA, Smith ML, Nathan PJ, Bullmore ET (2011) Cognitive effort drives workspace configuration of human brain functional networks. J Neurosci 31: 8259-8270.
31. Moussa MN, Vechlekar CD, Burdette JH, Steen MR, Hugenschmidt CE, et al. (2011) Changes in cognitive state alter human functional brain networks. Front Hum Neurosci 5: 83.
32. Schinkel S, Zamora-López G, Dimigen O, Sommer W, Kurths J (2011) Functional network analysis reveals differences in the semantic priming task. J Neurosci Methods 197: 333-339.
33. Tsirka V, Simos PG, Vakis A, Kanatsouli K, Vourkas M, et al. (2011) Mild traumatic brain injury: Graph-model characterization of brain networks for episodic memory. Int J Psychophysiol 79: 89-96.
34. Vlooswijk MCG, Vaessen MJ, Jansen JFA, de Krom MCFTM, Majoie HJM, et al. (2011) Loss of network efficiency associated with cognitive decline in chronic epilepsy. Neurology 77: 938-944.
35. Giessing C, Thiel CM, Alexander-Bloch AF, Patel AX, Bullmore ET (2013) Human brain functional network changes associated with enhanced and impaired attentional task performance. J Neurosci 33: 5903-5914.
36. Stam CJ, Jones BF, Nolte G, Breakspear M, Scheltens P (2007) Small-world networks and functional connectivity in Alzheimer's disease. Cereb Cortex 17: 92-99.
37. van den Heuvel MP, Stam CJ, Kahn RS, Hulshoff Pol HE (2009) Efficiency of functional brain networks and intellectual performance. J Neurosci 29: 7619-7624.
38. Douw L, Schoonheim MM, Landi D, van der Meer ML, Geurts JJG, et al. (2011) Cognition is related to resting-state small-world network topology: An magnetoencephalographic study. Neuroscience 175: 169-177.
39. Langer N, Pedroni A, Gianotti LRR, Hanggi J, Knoch D, et al. (2012) Functional brain network efficiency predicts intelligence. Hum Brain Mapp 33: 1393-1406.
40. Buckner RL, Wheeler ME (2001) The cognitive neuroscience of remembering. Nat Rev Neurosci 2: 624-634.
41. Alvarez P, Squire LR (1994) Memory consolidation and the medial temporallobe - A simple network model. Proc Natl Acad Sci USA 91: 7041-7045.
42. Helmstaedter C, Grunwald T, Lehnertz K, Gleissner U, Elger CE (1997) Differential involvement of left temporolateral and temporomesial structures in verbal declarative learning and memory: Evidence from temporal lobe epilepsy. Brain Cogn 35: 110-131.
43. Eichenbaum H (2000) A cortical-hippocampal system for declarative memory. Nat Rev Neurosci 1: 41-50.
44. Brown MW, Aggleton JP (2001) Recognition memory: What are the roles of the perirhinal cortex and hippocampus? Nat Rev Neurosci 2: 51-61.
45. Eichenbaum H, Yonelinas AP, Ranganath C (2007) The medial temporal lobe and recognition memory. Annu Rev Neurosci 30: 123-152.
46. Squire LR, Wixted JT, Clark RE (2007) Recognition memory and the medial temporal lobe: A new perspective. Nat Rev Neurosci 8: 872-883.
47. Henke K (2010) A model for memory systems based on processing modes rather than consciousness. Nat Rev Neurosci 11: 523-532.
48. Norman KA (2010) How hippocampus and cortex contribute to recognition memory: Revisiting the complementary learning systems model. Hippocampus 20: 1217-1227.
49. Fell J, Axmacher N (2011) The role of phase synchronization in memory processes. Nat Rev Neurosci 12: 105-118.
50. Cabeza R, Nyberg L (2000) Imaging cognition II: An empirical review of 275 PET and fMRI studies. J Cogn Neurosci 12: 1-47.
51. Brewer JB, Moghekar A (2002) Imaging the medial temporal lobe: exploring new dimensions. Trends Cogn Sci 6: 217-223.
52. Stark CEL, Okado Y (2003) Making memories without trying: Medial temporal lobe activity associated with incidental memory formation during recognition. J Neurosci 23: 6748-6753.
53. Carr VA, Rissman J, Wagner AD (2010) Imaging the human medial temporal lobe with high-resolution fMRI. Neuron 65: 298-308.
54. Elger CE, Grunwald T, Lehnertz K, Kutas M, Helmstaedter C, et al. (1997) Human temporal lobe potentials in verbal learning and memory processes. Neuropsychologia 35: 657-667.
55. Fernández G, Effern A, Grunwald T, Pezer N, Lehnertz K, et al. (1999) Realtime tracking of memory formation in the human rhinal cortex and hippocampus. Science 285: 1582-1585.
56. Fell J, Klaver P, Lehnertz K, Grunwald T, Schaller C, et al. (2001) Human memory formation is accompanied by rhinal-hippocampal coupling and decoupling. Nat Neurosci 4: 1259-1264.
57. Engel AK, Moll CKE, Fried I, Ojemann GA (2005) Invasive recordings from the human brain: clinical insights and beyond. Nat Rev Neurosci 6: 35-47.
58. Mormann F, Osterhage H, Andrzejak RG, Weber B, Fernandez G, et al. (2008) Independent delta/theta rhythms in the human hippocampus and entorhinal cortex. Front Hum Neurosci 2: 3.
59. Lachaux JP, Axmacher N, Mormann F, Halgren E, Crone NE (2012) High-frequency neural activity and human cognition: Past, present and possible future of intracranial EEG research. Prog Neurobiol 98: 279-301.
60. Rugg MD, Curran T (2007) Event-related potentials and recognition memory. Trends Cogn Sci 11: 251-257.
61. Elger CE, Helmstaedter C, Kurthen M (2004) Chronic epilepsy and cognition. Lancet Neurol 3: 663-672.
62. Helmstaedter C, Elger CE (2009) Chronic temporal lobe epilepsy: a neurodevelopmental or progressively dementing disease? Brain 132: 2822-2830.
63. Bell B, Lin JJ, Seidenberg M, Hermann B (2011) The neurobiology of cognitive disorders in temporal lobe epilepsy. Nat Rev Neurol 7: 154-164.
64. Kral T, Clusmann H, Urbach J, Schramm J, Elger CE, et al. (2002) Preoperative evaluation for epilepsy surgery (Bonn Algorithm). Zentralbl Neurochir 63: 106-110.
65. Helmstaedter C, Durwen HF (1990) VLMT: Verbaler Lern- und Merkfähigkeitstest. Ein praktikables und differenziertes Instrumentarium zur Prüfung der verbalen Gedächtnisleistungen. Schweizer Archiv für Neurologie und Psychiatrie 141: 21-30.
66. Sharbrough F, Chatrian GE, Lesser RP, Lüders H, Nuwer M, et al. (1991) American Electroencephalographic Society guidelines for standard electrode position nomenclature. J Clin Neurophysiol 8: 200-202.
67. Horstmann MT, Bialonski S, Noennig N, Mai H, Prusseit J, et al. (2010) State dependent properties of epileptic brain networks: Comparative graph-theoretical analyses of simultaneously recorded EEG and MEG. Clin Neurophysiol 121: 172-185.
68. Weiss S, Mueller HM (2003) The contribution of EEG coherence to the investigation of language. Brain Lang 85: 325-343.
69. Buzsáki G, Draguhn A (2004) Neuronal oscillations in cortical networks. Science 304: 1926-1929.
70. Schack B, Rappelsberger P, Weiss S, Moller E (1999) Adaptive phase estimation and its application in EEG analysis of word processing. J Neurosci Methods 93: 49-59.
71. Mormann F, Lehnertz K, David P, Elger CE (2000) Mean phase coherence as a measure for phase synchronization and its application to the EEG of epilepsy patients. Physica D 144: 358-369.
72. Gabor D (1946) Theory of communication. J I Electr Eng III 93: 429-441.
73. Panter P (1965) Modulation, Noise, and Spectral Analysis. New York: McGraw-Hill.
74. Boashash B (1992) Time frequency signal analysis: methods and applications. Longman Cheshire, Melbourne.
75. Frei MG, Zaveri HP, Arthurs S, Bergey GK, Jouny C, et al. (2010) Controversies in epilepsy: Debates held during the Fourth International Workshop on Seizure Prediction. Epilepsy Behav 19: 4-16.
76. Wacker M, Witte H (2011) Adaptive phase extraction: Incorporating the Gabor transform in the matching pursuit algorithm. IEEE Trans Biomed Eng 58: 2844-2851.
77. Bruns A (2004) Fourier-, Hilbert- and wavelet-based signal analysis: Are they really different approaches? J Neurosci Methods 137: 321-332.
78. Osterhage H, Mormann F, Staniek M, Lehnertz K (2007) Measuring synchronization in the epileptic brain: A comparison of different approaches. Int J Bifurcation Chaos Appl Sci Eng 17: 3539-3544.
79. Anderson BS, Butts C, Carley K (1999) The interaction of size and density with graph-level indices. Soc Networks 21: 239-267.
80. Bialonski S, Horstmann MT, Lehnertz K (2010) From brain to earth and climate systems: Small-world interaction networks or not? Chaos 20: 013134.
81. van Wijk BCM, Stam CJ, Daffertshofer A (2010) Comparing brain networks of different size and connectivity density using graph theory. PLoS ONE 5: e13701.
82. Ansmann G, Lehnertz K (2011) Constrained randomization of weighted networks. Phys Rev E 84: 026103.
83. Bialonski S, Wendler M, Lehnertz K (2011) Unraveling spurious properties of interaction networks with tailored random networks. PLoS ONE 6: e22826.
84. Ansmann G, Lehnertz K (2012) Surrogate-assisted analysis of weighted functional brain networks. J Neurosci Methods 208: 165-172.
85. Bialonski S, Lehnertz K (2013) Assortative mixing in functional brain networks during epileptic seizures. Chaos 23: 033139.
86. Albert R, Barabási AL (2002) Statistical mechanics of complex networks. Rev Mod Phys 74: 47-97.
87. Dijkstra EW (1959) A note on two problems in connexion with graphs. Numer Math 1: 269-271.
88. Fortunato S (2010) Community detection in graphs. Phys Rep 486: 75-174.
89. Newman MEJ (2012) Communities, modules and large-scale structure in networks. Nat Phys 8: 25-31.
90. Posner MI, Petersen SE (1990) The attention system of the human brain. Annu Rev Neurosci 13: 25-42.
91. Chun MM, Turk-Browne NB (2007) Interactions between attention and memory. Curr Opin Neurobiol 17: 177-184.
92. Muzzio IA, Kentros C, Kandel E (2009) What is remembered? Role of attention on the encoding and retrieval of hippocampal representations. J Physiol 587: 2837-2854.