Skip to main content
Top
Published in: Brain Topography 1/2017

01-01-2017 | Original Paper

Temporal Characteristics of EEG Microstates Mediate Trial-by-Trial Risk Taking

Authors: Andreas Pedroni, Lorena R. R. Gianotti, Thomas Koenig, Dietrich Lehmann, Pascal Faber, Daria Knoch

Published in: Brain Topography | Issue 1/2017

Login to get access

Abstract

People seem to have difficulties when perceiving events whose outcome has no influence on the outcome of future events. This illusion that patterns exist where there are none may lead to adverse consequences, such as escalating losses in financial trading or gambling debt. Despite the enormous social consequences of these cognitive biases, however, their neural underpinnings are poorly understood. Attempts to investigate them have so far relied on evoked neural activity, whereas spontaneous brain activity has been treated as noise to be averaged out. Here, we focus on the spontaneous electroencephalographic (EEG) activity during inter-trial-intervals (ITI) in a sequential risky decision-making task. Using multilevel mediation analyses, our results show that the percentage of time covered by two EEG microstates (i.e., functional brain-states of coherent activity) mediate the influence of outcomes of prior decisions on subsequent risk taking on a trial-by-trial basis. The devised multilevel mediation analysis of the temporal characteristics of EEG microstates during ITI provides a new window into the neurobiology of decision making by bringing the spontaneous brain activity to the forefront of the analysis.
Literature
go back to reference Aklin WM, Lejuez CW, Zvolensky MJ, Kahler CW, Gwadz M (2005) Evaluation of behavioral measures of risk taking propensity with inner city adolescents. Behav Res Ther 43:215–228CrossRefPubMed Aklin WM, Lejuez CW, Zvolensky MJ, Kahler CW, Gwadz M (2005) Evaluation of behavioral measures of risk taking propensity with inner city adolescents. Behav Res Ther 43:215–228CrossRefPubMed
go back to reference Aron AR (2008) Progress in executive-function research: from tasks to functions to regions to networks. Curr Dir Psychol Sci 17:124–129CrossRef Aron AR (2008) Progress in executive-function research: from tasks to functions to regions to networks. Curr Dir Psychol Sci 17:124–129CrossRef
go back to reference Britz J, Van De Ville D, Michel CM (2010) BOLD correlates of EEG topography reveal rapid resting-state network dynamics. Neuroimage 52:1162–1170CrossRefPubMed Britz J, Van De Ville D, Michel CM (2010) BOLD correlates of EEG topography reveal rapid resting-state network dynamics. Neuroimage 52:1162–1170CrossRefPubMed
go back to reference Buchel C, Brassen S, Yacubian J, Kalisch R, Sommer T (2011) Ventral striatal signal changes represent missed opportunities and predict future choice. Neuroimage 57:1124–1130CrossRefPubMed Buchel C, Brassen S, Yacubian J, Kalisch R, Sommer T (2011) Ventral striatal signal changes represent missed opportunities and predict future choice. Neuroimage 57:1124–1130CrossRefPubMed
go back to reference Chau AW, Phillips JG (1995) Effects of perceived control upon wagering and attributions in computer blackjack. J Gen Psychol 122:253–269CrossRef Chau AW, Phillips JG (1995) Effects of perceived control upon wagering and attributions in computer blackjack. J Gen Psychol 122:253–269CrossRef
go back to reference Cohen M, Ranganath C (2005) Behavioral and neural predictors of upcoming decisions. Cogn Affect Behav Ne 5:117–126CrossRef Cohen M, Ranganath C (2005) Behavioral and neural predictors of upcoming decisions. Cogn Affect Behav Ne 5:117–126CrossRef
go back to reference Coste CP, Sadaghiani S, Friston KJ, Kleinschmidt A (2011) Ongoing brain activity fluctuations directly account for intertrial and indirectly for intersubject variability in Stroop task performance. Cereb Cortex 21:2612–2619CrossRefPubMed Coste CP, Sadaghiani S, Friston KJ, Kleinschmidt A (2011) Ongoing brain activity fluctuations directly account for intertrial and indirectly for intersubject variability in Stroop task performance. Cereb Cortex 21:2612–2619CrossRefPubMed
go back to reference Croson R, Sundali J (2005) The Gambler’s fallacy and the hot hand: empirical data from casinos. J Risk Uncertain 30:195–209CrossRef Croson R, Sundali J (2005) The Gambler’s fallacy and the hot hand: empirical data from casinos. J Risk Uncertain 30:195–209CrossRef
go back to reference Cummins LF, Nadorff MR, Kelly AE (2009) Winning and positive affect can lead to reckless gambling. Psychol Addict Behav 23:287–294CrossRefPubMed Cummins LF, Nadorff MR, Kelly AE (2009) Winning and positive affect can lead to reckless gambling. Psychol Addict Behav 23:287–294CrossRefPubMed
go back to reference Cvetkovich G, Grote B, Bjorseth A, Sarkissian J (1975) Psychology of adolescents use of contraceptives. J Sex Res 11:256–270CrossRef Cvetkovich G, Grote B, Bjorseth A, Sarkissian J (1975) Psychology of adolescents use of contraceptives. J Sex Res 11:256–270CrossRef
go back to reference Davidson RJ, Ekman P, Saron CD, Senulis JA, Friesen WV (1990) Approach-withdrawal and cerebral asymmetry: emotional expression and brain physiology I. J Pers Soc Psychol 58:330–341CrossRefPubMed Davidson RJ, Ekman P, Saron CD, Senulis JA, Friesen WV (1990) Approach-withdrawal and cerebral asymmetry: emotional expression and brain physiology I. J Pers Soc Psychol 58:330–341CrossRefPubMed
go back to reference Destexhe A, Contreras D (2006) Neuronal computations with stochastic network states. Science 314:85–90CrossRefPubMed Destexhe A, Contreras D (2006) Neuronal computations with stochastic network states. Science 314:85–90CrossRefPubMed
go back to reference Gianotti LR, Knoch D, Faber PL, Lehmann D, Pascual-Marqui RD, Diezi C, Schoch C, Eisenegger C, Fehr E (2009) Tonic activity level in the right prefrontal cortex predicts individuals’ risk taking. Psychol Sci 20:33–38CrossRefPubMed Gianotti LR, Knoch D, Faber PL, Lehmann D, Pascual-Marqui RD, Diezi C, Schoch C, Eisenegger C, Fehr E (2009) Tonic activity level in the right prefrontal cortex predicts individuals’ risk taking. Psychol Sci 20:33–38CrossRefPubMed
go back to reference Gianotti LRR, Figner B, Ebstein RP, Knoch D (2012) Why some people discount more than others: baseline activation in the dorsal PFC mediates the link between COMT genotype and impatient choice. Front Neurosci 6:54CrossRefPubMedPubMedCentral Gianotti LRR, Figner B, Ebstein RP, Knoch D (2012) Why some people discount more than others: baseline activation in the dorsal PFC mediates the link between COMT genotype and impatient choice. Front Neurosci 6:54CrossRefPubMedPubMedCentral
go back to reference Guidotti R, Del Gratta C, Baldassarre A, Romani GL, Corbetta M (2015) Visual learning induces changes in resting-state fMRI multivariate pattern of information. J Neurosci 35:9786–9798CrossRefPubMed Guidotti R, Del Gratta C, Baldassarre A, Romani GL, Corbetta M (2015) Visual learning induces changes in resting-state fMRI multivariate pattern of information. J Neurosci 35:9786–9798CrossRefPubMed
go back to reference Hoffrage U, Weber A, Hertwig R, Chase VM (2003) How to keep children safe in traffic: find the daredevils early. J Exp Psychol Appl 9:249–260CrossRefPubMed Hoffrage U, Weber A, Hertwig R, Chase VM (2003) How to keep children safe in traffic: find the daredevils early. J Exp Psychol Appl 9:249–260CrossRefPubMed
go back to reference Huettel SA, Mack PB, McCarthy G (2002) Perceiving patterns in random series: dynamic processing of sequence in prefrontal cortex. Nat Neurosci 5:485–490PubMed Huettel SA, Mack PB, McCarthy G (2002) Perceiving patterns in random series: dynamic processing of sequence in prefrontal cortex. Nat Neurosci 5:485–490PubMed
go back to reference Huettel SA, Song AW, McCarthy G (2005) Decisions under uncertainty: probabilistic context influences activation of prefrontal and parietal cortices. J Neurosci 25:3304–3311CrossRefPubMed Huettel SA, Song AW, McCarthy G (2005) Decisions under uncertainty: probabilistic context influences activation of prefrontal and parietal cortices. J Neurosci 25:3304–3311CrossRefPubMed
go back to reference Kenny DA, Korchmaros JD, Bolger N (2003) Lower level mediation in multilevel models. Psychol Methods 8:115–128CrossRefPubMed Kenny DA, Korchmaros JD, Bolger N (2003) Lower level mediation in multilevel models. Psychol Methods 8:115–128CrossRefPubMed
go back to reference Khanna A, Pascual-Leone A, Michel CM, Farzan F (2015) Microstates in resting-state EEG: current status and future directions. Neurosci Biobehav R 49:105–113CrossRef Khanna A, Pascual-Leone A, Michel CM, Farzan F (2015) Microstates in resting-state EEG: current status and future directions. Neurosci Biobehav R 49:105–113CrossRef
go back to reference Knoch D, Gianotti LR, Baumgartner T, Fehr E (2010) A neural marker of costly punishment behavior. Psychol Sci 21:337–342CrossRefPubMed Knoch D, Gianotti LR, Baumgartner T, Fehr E (2010) A neural marker of costly punishment behavior. Psychol Sci 21:337–342CrossRefPubMed
go back to reference Knutson B, Huettel SA (2015) The risk matrix. Curr Opin Behav Sci 5:141–146CrossRef Knutson B, Huettel SA (2015) The risk matrix. Curr Opin Behav Sci 5:141–146CrossRef
go back to reference Koenig T, Lehmann D, Merlo MC, Kochi K, Hell D, Koukkou M (1999) A deviant EEG brain microstate in acute, neuroleptic-naive schizophrenics at rest. Eur Arch Psy Clin N 249:205–211CrossRef Koenig T, Lehmann D, Merlo MC, Kochi K, Hell D, Koukkou M (1999) A deviant EEG brain microstate in acute, neuroleptic-naive schizophrenics at rest. Eur Arch Psy Clin N 249:205–211CrossRef
go back to reference Kolling N, Wittmann M, Rushworth MF (2014) Multiple neural mechanisms of decision making and their competition under changing risk pressure. Neuron 81:1190–1202CrossRefPubMedPubMedCentral Kolling N, Wittmann M, Rushworth MF (2014) Multiple neural mechanisms of decision making and their competition under changing risk pressure. Neuron 81:1190–1202CrossRefPubMedPubMedCentral
go back to reference Lancaster JL, Woldorff MG, Parsons LM, Liotti M, Freitas CS, Rainey L, Kochunov PV, Nickerson D, Mikiten SA, Fox PT (2000) Automated Talairach atlas labels for functional brain mapping. Hum Brain Mapp 10:120–131CrossRefPubMed Lancaster JL, Woldorff MG, Parsons LM, Liotti M, Freitas CS, Rainey L, Kochunov PV, Nickerson D, Mikiten SA, Fox PT (2000) Automated Talairach atlas labels for functional brain mapping. Hum Brain Mapp 10:120–131CrossRefPubMed
go back to reference Lehmann D (1971) Multichannel topography of human alpha EEG fields. Electroen Clin Neuro 31:439–449CrossRef Lehmann D (1971) Multichannel topography of human alpha EEG fields. Electroen Clin Neuro 31:439–449CrossRef
go back to reference Lehmann D, Skrandies W (1980) Reference-free identification of components of checkerboard-evoked multichannel potential fields. Electroen Clin Neuro 48:609–621CrossRef Lehmann D, Skrandies W (1980) Reference-free identification of components of checkerboard-evoked multichannel potential fields. Electroen Clin Neuro 48:609–621CrossRef
go back to reference Lehmann D, Ozaki H, Pal I (1987) EEG alpha map series: brain micro-states by space-oriented adaptive segmentation. Electroen Clin Neuro 67:271–288CrossRef Lehmann D, Ozaki H, Pal I (1987) EEG alpha map series: brain micro-states by space-oriented adaptive segmentation. Electroen Clin Neuro 67:271–288CrossRef
go back to reference Lehmann D, Strik W, Henggeler B, Koenig T, Koukkou M (1998) Brain electric microstates and momentary conscious mind states as building blocks of spontaneous thinking: I. Visual imagery and abstract thoughts. Int J Psychophysiol 29:1–11CrossRefPubMed Lehmann D, Strik W, Henggeler B, Koenig T, Koukkou M (1998) Brain electric microstates and momentary conscious mind states as building blocks of spontaneous thinking: I. Visual imagery and abstract thoughts. Int J Psychophysiol 29:1–11CrossRefPubMed
go back to reference Lejuez CW, Read JP, Kahler CW, Richards JB, Ramsey SE, Stuart GL, Strong DR, Brown RA (2002) Evaluation of a behavioral measure of risk taking: the Balloon Analogue Risk Task (BART). J Exp Psychol Appl 8:75–84CrossRefPubMed Lejuez CW, Read JP, Kahler CW, Richards JB, Ramsey SE, Stuart GL, Strong DR, Brown RA (2002) Evaluation of a behavioral measure of risk taking: the Balloon Analogue Risk Task (BART). J Exp Psychol Appl 8:75–84CrossRefPubMed
go back to reference Lejuez CW, Aklin WM, Zvolensky MJ, Pedulla CM (2003) Evaluation of the Balloon Analogue Risk Task (BART) as a predictor of adolescent real-world risk-taking behaviours. J Adolesc 26:475–479CrossRefPubMed Lejuez CW, Aklin WM, Zvolensky MJ, Pedulla CM (2003) Evaluation of the Balloon Analogue Risk Task (BART) as a predictor of adolescent real-world risk-taking behaviours. J Adolesc 26:475–479CrossRefPubMed
go back to reference Leopard A (1978) Risk preference in consecutive gambling. J Exp Psychol Human 4:521–528CrossRef Leopard A (1978) Risk preference in consecutive gambling. J Exp Psychol Human 4:521–528CrossRef
go back to reference Lewis CM, Baldassarre A, Committeri G, Romani GL, Corbetta M (2009) Learning sculpts the spontaneous activity of the resting human brain. Proc Natl Acad Sci USA 106:17558–17563CrossRefPubMedPubMedCentral Lewis CM, Baldassarre A, Committeri G, Romani GL, Corbetta M (2009) Learning sculpts the spontaneous activity of the resting human brain. Proc Natl Acad Sci USA 106:17558–17563CrossRefPubMedPubMedCentral
go back to reference Lorch RF, Myers JL (1990) Regression analyses of repeated measures data in cognitive research. J Exp Psychol Learn 16:149–157CrossRef Lorch RF, Myers JL (1990) Regression analyses of repeated measures data in cognitive research. J Exp Psychol Learn 16:149–157CrossRef
go back to reference Mazziotta J, Toga A, Evans A, Fox P, Lancaster J, Zilles K, Woods R, Paus T, Simpson G, Pike B (2001) A probabilistic atlas and reference system for the human brain: International Consortium for Brain Mapping (ICBM). Philos T Roy Soc B 356:1293–1322CrossRef Mazziotta J, Toga A, Evans A, Fox P, Lancaster J, Zilles K, Woods R, Paus T, Simpson G, Pike B (2001) A probabilistic atlas and reference system for the human brain: International Consortium for Brain Mapping (ICBM). Philos T Roy Soc B 356:1293–1322CrossRef
go back to reference Michel CM, Murray MM (2012) Towards the utilization of EEG as a brain imaging tool. Neuroimage 61:371–385CrossRefPubMed Michel CM, Murray MM (2012) Towards the utilization of EEG as a brain imaging tool. Neuroimage 61:371–385CrossRefPubMed
go back to reference Michel CM, Brandeis D, Koenig T (2009) Electrical neuroimaging in the time domain. In: Michel CM, Koenig T, Brandeis D, Gianotti LRR, Wackermann J (eds) Electrical neuroimaging. Cambridge University Press, Cambridge, pp 111–143CrossRef Michel CM, Brandeis D, Koenig T (2009) Electrical neuroimaging in the time domain. In: Michel CM, Koenig T, Brandeis D, Gianotti LRR, Wackermann J (eds) Electrical neuroimaging. Cambridge University Press, Cambridge, pp 111–143CrossRef
go back to reference Mobascher A, Brinkmeyer J, Warbrick T, Musso F, Wittsack HJ, Saleh A, Schnitzler A, Winterer G (2009a) Laser-evoked potential P2 single-trial amplitudes covary with the fMRI BOLD response in the medial pain system and interconnected subcortical structures. Neuroimage 45:917–926CrossRefPubMed Mobascher A, Brinkmeyer J, Warbrick T, Musso F, Wittsack HJ, Saleh A, Schnitzler A, Winterer G (2009a) Laser-evoked potential P2 single-trial amplitudes covary with the fMRI BOLD response in the medial pain system and interconnected subcortical structures. Neuroimage 45:917–926CrossRefPubMed
go back to reference Mobascher A, Brinkmeyer J, Warbrick T, Musso F, Wittsack HJ, Stoermer R, Saleh A, Schnitzler A, Winterer G (2009b) Fluctuations in electrodermal activity reveal variations in single trial brain responses to painful laser stimuli: a fMRI/EEG study. Neuroimage 44:1081–1092CrossRefPubMed Mobascher A, Brinkmeyer J, Warbrick T, Musso F, Wittsack HJ, Stoermer R, Saleh A, Schnitzler A, Winterer G (2009b) Fluctuations in electrodermal activity reveal variations in single trial brain responses to painful laser stimuli: a fMRI/EEG study. Neuroimage 44:1081–1092CrossRefPubMed
go back to reference Müller TJ, Koenig T, Wackermann J, Kalus P, Fallgatter A, Strik W, Lehmann D (2005) Subsecond changes of global brain state in illusory multistable motion perception. J Neural Trans 112:565–576CrossRef Müller TJ, Koenig T, Wackermann J, Kalus P, Fallgatter A, Strik W, Lehmann D (2005) Subsecond changes of global brain state in illusory multistable motion perception. J Neural Trans 112:565–576CrossRef
go back to reference Murray MM, Brunet D, Michel CM (2008) Topographic ERP analyses: a step-by-step tutorial review. Brain Topogr 20:249–264CrossRefPubMed Murray MM, Brunet D, Michel CM (2008) Topographic ERP analyses: a step-by-step tutorial review. Brain Topogr 20:249–264CrossRefPubMed
go back to reference Musso F, Brinkmeyer J, Mobascher A, Warbrick T, Winterer G (2010) Spontaneous brain activity and EEG microstates. A novel EEG/fMRI analysis approach to explore resting-state networks. Neuroimage 52:1149–1161CrossRefPubMed Musso F, Brinkmeyer J, Mobascher A, Warbrick T, Winterer G (2010) Spontaneous brain activity and EEG microstates. A novel EEG/fMRI analysis approach to explore resting-state networks. Neuroimage 52:1149–1161CrossRefPubMed
go back to reference Nichols TE, Holmes AP (2002) Nonparametric permutation tests for functional neuroimaging: a primer with examples. Hum Brain Mapp 15:1–25CrossRefPubMed Nichols TE, Holmes AP (2002) Nonparametric permutation tests for functional neuroimaging: a primer with examples. Hum Brain Mapp 15:1–25CrossRefPubMed
go back to reference Nuwer MR, Comi G, Emerson R, Fuglsang-Frederiksen A, Guerit JM, Hinrichs H, Ikeda A, Luccas FJ, Rappelsburger P (1998) IFCN standards for digital recording of clinical EEG. Electroen Clin Neuro 106:259–261CrossRef Nuwer MR, Comi G, Emerson R, Fuglsang-Frederiksen A, Guerit JM, Hinrichs H, Ikeda A, Luccas FJ, Rappelsburger P (1998) IFCN standards for digital recording of clinical EEG. Electroen Clin Neuro 106:259–261CrossRef
go back to reference Odean T (1998) Are investors reluctant to realize their losses? J Finance 53:1775–1798CrossRef Odean T (1998) Are investors reluctant to realize their losses? J Finance 53:1775–1798CrossRef
go back to reference Oskarsson AT, Van Boven L, McClelland GH, Hastie R (2009) What’s Next? Judging sequences of binary events. Psychol Bull 35:262–285CrossRef Oskarsson AT, Van Boven L, McClelland GH, Hastie R (2009) What’s Next? Judging sequences of binary events. Psychol Bull 35:262–285CrossRef
go back to reference Pascual-Marqui RD (2002) Standardized low-resolution brain electromagnetic tomography (sLORETA): technical details. Method Find Exp Clin Pharmacol 24(Suppl D):5–12 Pascual-Marqui RD (2002) Standardized low-resolution brain electromagnetic tomography (sLORETA): technical details. Method Find Exp Clin Pharmacol 24(Suppl D):5–12
go back to reference Pascual-Marqui RD, Michel CM, Lehmann D (1995) Segmentation of brain electrical activity into microstates: model estimation and validation. IEEE T Bio Med Eng 42:658–665CrossRef Pascual-Marqui RD, Michel CM, Lehmann D (1995) Segmentation of brain electrical activity into microstates: model estimation and validation. IEEE T Bio Med Eng 42:658–665CrossRef
go back to reference Paulus MP, Rogalsky C, Simmons A, Feinstein JS, Stein MB (2003) Increased activation in the right insula during risk-taking decision making is related to harm avoidance and neuroticism. Neuroimage 19:1439–1448CrossRefPubMed Paulus MP, Rogalsky C, Simmons A, Feinstein JS, Stein MB (2003) Increased activation in the right insula during risk-taking decision making is related to harm avoidance and neuroticism. Neuroimage 19:1439–1448CrossRefPubMed
go back to reference Pleskac TJ (2008) Decision making and learning while taking sequential risks. J Exp Psychol Learn Mem Cogn 34:167–185CrossRefPubMed Pleskac TJ (2008) Decision making and learning while taking sequential risks. J Exp Psychol Learn Mem Cogn 34:167–185CrossRefPubMed
go back to reference Raichle ME (2015) The restless brain: how intrinsic activity organizes brain function. Philos T Roy Soc B 370:20140172CrossRef Raichle ME (2015) The restless brain: how intrinsic activity organizes brain function. Philos T Roy Soc B 370:20140172CrossRef
go back to reference Rullmann M, Anwander A, Dannhauer M, Warfield S, Duffy F, Wolters C (2009) EEG source analysis of epileptiform activity using a 1 mm anisotropic hexahedra finite element head model. Neuroimage 44:399–410CrossRefPubMed Rullmann M, Anwander A, Dannhauer M, Warfield S, Duffy F, Wolters C (2009) EEG source analysis of epileptiform activity using a 1 mm anisotropic hexahedra finite element head model. Neuroimage 44:399–410CrossRefPubMed
go back to reference Sadaghiani S, Scheeringa R, Lehongre K, Morillon B, Giraud A-L, Kleinschmidt A (2010) Intrinsic connectivity networks, alpha oscillations, and tonic alertness: a simultaneous electroencephalography/functional magnetic resonance imaging study. J Neurosci 30:10243–10250CrossRefPubMed Sadaghiani S, Scheeringa R, Lehongre K, Morillon B, Giraud A-L, Kleinschmidt A (2010) Intrinsic connectivity networks, alpha oscillations, and tonic alertness: a simultaneous electroencephalography/functional magnetic resonance imaging study. J Neurosci 30:10243–10250CrossRefPubMed
go back to reference Sadaghiani S, Poline JB, Kleinschmidt A, D’Esposito M (2015) Ongoing dynamics in large-scale functional connectivity predict perception. Proc Natl Acad Sci USA 112:8463–8468CrossRefPubMedPubMedCentral Sadaghiani S, Poline JB, Kleinschmidt A, D’Esposito M (2015) Ongoing dynamics in large-scale functional connectivity predict perception. Proc Natl Acad Sci USA 112:8463–8468CrossRefPubMedPubMedCentral
go back to reference Slovic P (1966) Risk-taking in children: age and sex differences. Child Dev 37:169–176CrossRef Slovic P (1966) Risk-taking in children: age and sex differences. Child Dev 37:169–176CrossRef
go back to reference Smith BW, Mitchell DG, Hardin MG, Jazbec S, Fridberg D, Blair RJ, Ernst M (2009) Neural substrates of reward magnitude, probability, and risk during a wheel of fortune decision-making task. Neuroimage 44:600–609CrossRefPubMed Smith BW, Mitchell DG, Hardin MG, Jazbec S, Fridberg D, Blair RJ, Ernst M (2009) Neural substrates of reward magnitude, probability, and risk during a wheel of fortune decision-making task. Neuroimage 44:600–609CrossRefPubMed
go back to reference Staw BM (1976) Knee-deep in the big muddy: a study of escalating commitment to a chosen course of action. Organ Behav Hum Perf 16:27–44CrossRef Staw BM (1976) Knee-deep in the big muddy: a study of escalating commitment to a chosen course of action. Organ Behav Hum Perf 16:27–44CrossRef
go back to reference Studer B, Apergis-Schoute AM, Robbins TW, Clark L (2012) What are the odds? The neural correlates of active choice during gambling. Front Neurosci 6:46CrossRefPubMedPubMedCentral Studer B, Apergis-Schoute AM, Robbins TW, Clark L (2012) What are the odds? The neural correlates of active choice during gambling. Front Neurosci 6:46CrossRefPubMedPubMedCentral
go back to reference Thaler RH, Johnson EJ (1990) Gambling with the house money and trying to break even: the effects of prior outcomes on risky choice. Manage Sci 36:643–660CrossRef Thaler RH, Johnson EJ (1990) Gambling with the house money and trying to break even: the effects of prior outcomes on risky choice. Manage Sci 36:643–660CrossRef
go back to reference van Leijenhorst L, Crone EA, Bunge SA (2006) Neural correlates of developmental differences in risk estimation and feedback processing. Neuropsychologia 44:2158–2170CrossRefPubMed van Leijenhorst L, Crone EA, Bunge SA (2006) Neural correlates of developmental differences in risk estimation and feedback processing. Neuropsychologia 44:2158–2170CrossRefPubMed
go back to reference Van De Ville D, Britz J, Michel CM (2010) EEG microstate sequences in healthy humans at rest reveal scale-free dynamics. Proc Natl Acad Sci USA 107:18179–18184CrossRefPubMed Van De Ville D, Britz J, Michel CM (2010) EEG microstate sequences in healthy humans at rest reveal scale-free dynamics. Proc Natl Acad Sci USA 107:18179–18184CrossRefPubMed
go back to reference Wager TD, Waugh CE, Lindquist M, Noll DC, Fredrickson BL, Taylor SF (2009) Brain mediators of cardiovascular responses to social threat, Part I: reciprocal dorsal and ventral sub-regions of the medial prefrontal cortex and heart-rate reactivity. Neuroimage 47:821–835CrossRefPubMedPubMedCentral Wager TD, Waugh CE, Lindquist M, Noll DC, Fredrickson BL, Taylor SF (2009) Brain mediators of cardiovascular responses to social threat, Part I: reciprocal dorsal and ventral sub-regions of the medial prefrontal cortex and heart-rate reactivity. Neuroimage 47:821–835CrossRefPubMedPubMedCentral
go back to reference 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 24:59–68CrossRefPubMed 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 24:59–68CrossRefPubMed
go back to reference Xue G, Lu Z, Levin IP, Bechara A (2010) The impact of prior risk experiences on subsequent risky decision-making: the role of the insula. Neuroimage 50:709–716CrossRefPubMedPubMedCentral Xue G, Lu Z, Levin IP, Bechara A (2010) The impact of prior risk experiences on subsequent risky decision-making: the role of the insula. Neuroimage 50:709–716CrossRefPubMedPubMedCentral
go back to reference Xue G, Lu Z, Levin IP, Bechara A (2011) An fMRI study of risk taking following wins and losses: implications for the gambler’s fallacy. Hum Brain Mapp 32:271–281CrossRefPubMedPubMedCentral Xue G, Lu Z, Levin IP, Bechara A (2011) An fMRI study of risk taking following wins and losses: implications for the gambler’s fallacy. Hum Brain Mapp 32:271–281CrossRefPubMedPubMedCentral
go back to reference Yuan H, Zotev V, Phillips R, Drevets WC, Bodurka J (2012) Spatiotemporal dynamics of the brain at rest: exploring EEG microstates as electrophysiological signatures of BOLD resting state networks. Neuroimage 60:2062–2072CrossRefPubMed Yuan H, Zotev V, Phillips R, Drevets WC, Bodurka J (2012) Spatiotemporal dynamics of the brain at rest: exploring EEG microstates as electrophysiological signatures of BOLD resting state networks. Neuroimage 60:2062–2072CrossRefPubMed
Metadata
Title
Temporal Characteristics of EEG Microstates Mediate Trial-by-Trial Risk Taking
Authors
Andreas Pedroni
Lorena R. R. Gianotti
Thomas Koenig
Dietrich Lehmann
Pascal Faber
Daria Knoch
Publication date
01-01-2017
Publisher
Springer US
Published in
Brain Topography / Issue 1/2017
Print ISSN: 0896-0267
Electronic ISSN: 1573-6792
DOI
https://doi.org/10.1007/s10548-016-0539-6

Other articles of this Issue 1/2017

Brain Topography 1/2017 Go to the issue