The neural correlates of emotion regulation by implementation intentions

PLoS ONE

Volumn 10, Issue 3, 2015, Pages

  Hallam, Glyn P ^a,c   Webb, Thomas L ^a   Sheeran, Paschal ^b   Miles, Eleanor ^a,d   Wilkinson, Iain D ^a   Hunter, Michael D ^a   Barker, Anthony T ^a   Woodruff, Peter W R ^a   Totterdell, Peter ^a   Lindquist, Kristen A ^b   Farrow, Tom F D ^a  

^a UNIVERSITY OF SHEFFIELD   (United Kingdom)

^b University of North Carolina at Chapel Hill   (United States)

^c UNIVERSITY OF YORK   (United Kingdom)

^d UNIVERSITY OF SUSSEX   (United Kingdom)

Author keywords

[No Author keywords available]

Indexed keywords

ADULT; AFFECT; AMYGDALOID NUCLEUS; ARTICLE; ASSOCIATION; ATTENTION; EMOTIONALITY; FEMALE; FUNCTIONAL MAGNETIC RESONANCE IMAGING; HUMAN; HUMAN EXPERIMENT; INFERIOR FRONTAL GYRUS; LEFT HEMISPHERE; MALE; NEUROIMAGING; NEUROMODULATION; NORMAL HUMAN; ORBITAL CORTEX; PARIETAL CORTEX; PREFRONTAL CORTEX; RIGHT HEMISPHERE; SKIN CONDUCTANCE; VENTROPARIETAL CORTEX; YOUNG ADULT; ADOLESCENT; BEHAVIOR; BRAIN; ELECTRODERMAL RESPONSE; EMOTION; IMAGE PROCESSING; NUCLEAR MAGNETIC RESONANCE IMAGING; PATTERN RECOGNITION; PHYSIOLOGY; PROCEDURES;

ADOLESCENT; ADULT; ATTENTION; BRAIN; EMOTIONS; FEMALE; GALVANIC SKIN RESPONSE; HEALTHY VOLUNTEERS; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; INTENTION; MAGNETIC RESONANCE IMAGING; MALE; NEUROIMAGING; PATTERN RECOGNITION, VISUAL; YOUNG ADULT;

EID: 84925760621     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0119500     Document Type: Article

References (99)

1. Eisenberg N, Fabes RA, Guthrie IK, Reiser M. Dispositional emotionality and regulation: their role in predicting quality of social functioning. J Pers Soc Psychol. 2000; 78: 136-157. PMID: 10653511
2. Gross JJ, Levenson RW. Emotional suppression: physiology, self-report, and expressive behavior. J Pers Soc Psychol. 1993; 64: 970-986. PMID: 8326473
3. Gross JJ, Thompson RA. Emotion regulation: Conceptual foundations. In: Gross JJ, editor. Handbook of Emotion Regulation. Guilford Press; 2007. pp. 3-24.
4. Webb TL, Miles E, Sheeran P. Dealing with feeling: A meta-analysis of the effectiveness of strategies derived from the process model of emotion regulation. Psychol Bull. 2012; 138: 775-808. doi: 10.1037/a0027600 PMID: 22582737
5. Richards JM, Gross JJ. Composure at Any Cost? The Cognitive Consequences of Emotion Suppression. Personality and Social Psychology Bulletin. 1999; 25: 1033-1044.
6. Richards J, Gross JJ. Emotion regulation and memory: the cognitive costs of keeping one's cool. J Pers Soc Psychol. 2000; 79: 410-424. PMID: 10981843
7. Baumeister RF, Bratslavsky E, Muraven M, Tice DM. Ego depletion: is the active self a limited resource? J Pers Soc Psychol. 1998; 74: 1252-1265. PMID: 9599441
8. Webb TL, Schweiger Gallo I, Miles E, Gollwitzer PM, Sheeran P. Effective regulation of affect: An action control perspective on emotion regulation. Eur Rev Soc Psychol. 2012; 23: 143-186.
9. Gollwitzer PM. Implementation intentions: Strong effects of simple plans. American Psychologist. 1999; 54: 493-503.
10. Gollwitzer PM, Sheeran P. Advances in Experimental Social Psychology Volume 38. Adv Exp Soc Psychol. Elsevier; 2006; 38: 69-119.
11. Aarts H, Dijksterhuis A, Midden C. To plan or not to plan? Goal achievement or interrupting the performance of mundane behaviors. Eur J Soc Psychol. 1999; 29: 971-979.
12. Webb TL, Sheeran P. Identifying good opportunities to act: Implementation intentions and cue discrimination. Eur J Soc Psychol. 2004; 34: 407-419.
13. Webb TL, Sheeran P. How do implementation intentions promote goal attainment? A test of component processes. J Exp Soc Psychol. 2007; 43: 295-302.
14. Webb TL, Sheeran P. Mechanisms of implementation intention effects: the role of goal intentions, selfefficacy, and accessibility of plan components. Br J Soc Psychol. 2008; 47: 373-95. PMID: 18096108
15. Parks-Stamm EJ, Gollwitzer PM, Oettingen G. Action Control by Implementation Intentions: Effective Cue Detection and Efficient Response Initiation. Soc Cogn. 2007; 25: 248-266.
16. Gollwitzer PM, Schaal B. Metacognition in action: the importance of implementation intentions. Personal Soc Psychol Rev. 1998; 2: 124-36.
17. Schweiger Gallo I, Keil A, McCulloch KC, Rockstroh B, Gollwitzer PM. Strategic automation of emotion regulation. J Pers Soc Psychol. 2009; 96: 11-31. doi: 10.1037/a0013460 PMID: 19210061
18. Banks SJ, Eddy KT, Angstadt M, Nathan PJ, Phan KL. Amygdala-frontal connectivity during emotion regulation. Soc Cogn Affect Neurosci. 2007; 2: 303-312. doi: 10.1093/scan/nsm029 PMID: 18985136
19. Goldin PR, McRae K, Ramel W, Gross JJ. The neural bases of emotion regulation: reappraisal and suppression of negative emotion. Biol Psychiatry. 2008; 63: 577-586. PMID: 17888411
20. Kalisch R. The functional neuroanatomy of reappraisal: time matters. Neurosci Biobehav Rev. 2009; 33: 1215-1226. doi: 10.1016/j.neubiorev.2009.06.003 PMID: 19539645
21. McRae K, Hughes B, Chopra S, Gabrieli JDE, Gross JJ, Ochsner KN. The neural bases of distraction and reappraisal. J Cogn Neurosci. 2010; 22: 248-262. doi: 10.1162/jocn.2009.21243 PMID: 19400679
22. Buhle JT, Silvers J a, Wager TD, Lopez R, Onyemekwu C, Kober H, et al. Cognitive reappraisal of emotion: A meta-analysis of human neuroimaging studies. Cereb Cortex. 2013; 24: 2981-2990. doi:10.1093/cercor/bht154 PMID: 23765157
23. Diekhof EK, Geier K, Falkai P, Gruber O. Fear is only as deep as the mind allows: a coordinate-based meta-analysis of neuroimaging studies on the regulation of negative affect. Neuroimage. 2011; 58: 275-285. doi: 10.1016/j.neuroimage.2011.05.073 PMID: 21669291
24. Etkin A, Egner T, Kalisch R. Emotional processing in anterior cingulate and medial prefrontal cortex. Trends Cogn Sci. 2011; 15: 85-93. doi: 10.1016/j.tics.2010.11.004 PMID: 21167765
25. Phillips ML, Ladouceur CD, Drevets WC. A neural model of voluntary and automatic emotion regulation: implications for understanding the pathophysiology and neurodevelopment of bipolar disorder. Mol Psychiatry. Nature Publishing Group; 2008; 13: 833-857.
26. Ochsner KN, Gross JJ. The cognitive control of emotion. Trends Cogn Sci. 2005; 9: 242-249. PMID: 15866151
27. Barrett LF, Bar M. See it with feeling: affective predictions during object perception. Philos Trans R Soc B Biol Sci. 2009; 364: 1325-1334. doi: 10.1098/rstb.2008.0312 PMID: 19528014
28. Lindquist KA, Wager TD, Kober H, Bliss-Moreau E, Barrett LF. The brain basis of emotion: a meta-analytic review. Behav Brain Sci. 2012; 35: 121-143. doi: 10.1017/S0140525X11000446 PMID: 22617651
29. Hornak J, O'Doherty J, Bramham J, Rolls ET, Morris RG, Bullock PR, et al. Reward-related reversal learning after surgical excisions in orbito-frontal or dorsolateral prefrontal cortex in humans. J Cogn Neurosci. 2004; 16: 463-478. PMID: 15072681
30. Shenhav A, Botvinick MM, Cohen JD. The expected value of control: an integrative theory of anterior cingulate cortex function. Neuron. Elsevier; 2013; 79: 217-240.
31. Buckner RL, Andrews-Hanna JR, Schacter DL. The Brain's Default Network. Ann N Y Acad Sci. 2008; 1124: 1-38. doi: 10.1196/annals.1440.011 PMID: 18400922
32. Shenhav A, Barrett LF, Bar M. Affective value and associative processing share a cortical substrate. Cogn Affect Behav Neurosci. 2013; 13: 46-59. doi: 10.3758/s13415-012-0128-4 PMID: 23090717
33. Lindquist KA, Barrett LF. A functional architecture of the human brain: emerging insights from the science of emotion. Trends Cogn Sci. 2012; 16: 533-540. doi: 10.1016/j.tics.2012.09.005 PMID: 23036719
34. Gilbert SJ, Gollwitzer PM, Cohen A-L, Burgess PW, Oettingen G. Separable brain systems supporting cued versus self-initiated realization of delayed intentions. J Exp Psychol Learn Mem Cogn. 2009; 35: 905-915. doi: 10.1037/a0015535 PMID: 19586260
35. Burgess PW, Scott SK, Frith CD. The role of the rostral frontal cortex (area 10) in prospective memory: a lateral versus medial dissociation. Neuropsychologia. 2003; 41: 906-918. PMID: 12667527
36. Gilbert SJ, Frith CD, Burgess PW. Involvement of rostral prefrontal cortex in selection between stimulus-oriented and stimulus-independent thought. Eur J Neurosci. 2005; 21: 1423-1431. PMID: 15813952
37. Gilbert SJ, Simons JS, Frith CD, Burgess PW. Performance-related activity in medial rostral prefrontal cortex (area 10) during low-demand tasks. J Exp Psychol Hum Percept Perform. 2006; 32: 45-58. PMID: 16478325
38. Gilbert SJ, Spengler S, Simons JS, Frith CD, Burgess PW. Differential functions of lateral and medial rostral prefrontal cortex (area 10) revealed by brain-behavior associations. Cereb Cortex. 2006; 16: 1783-1789. PMID: 16421331
39. Gilbert SJ, Williamson IDM, Dumontheil I, Simons JS, Frith CD, Burgess PW. Distinct regions of medial rostral prefrontal cortex supporting social and nonsocial functions. Soc Cogn Affect Neurosci. 2007; 2: 217-226. doi: 10.1093/scan/nsm014 PMID: 18985143
40. Kober H, Feldman Barrett L., Joseph J., Bliss-Moreau E., Lindquist K., Wager T.D. Functional grouping and cortical-subcortical interactions in emotion: A meta-analysis of neuroimaging studies. Neuroimage. 2008; 42: 998-1031. doi: 10.1016/j.neuroimage.2008.03.059 PMID: 18579414
41. Farrow TFD, Johnson NK, Hunter MD, Barker AT, Wilkinson ID, Woodruff PWR. Neural correlates of the behavioral-autonomic interaction response to potentially threatening stimuli. Front Hum Neurosci. Frontiers; 2012; 6: 349 doi: 10.3389/fnhum.2012.00349 PMID: 23335893
42. Caseras X, Mataix-Cols D, An SK, Lawrence NS, Speckens A, Giampietro V, et al. Sex Differences in Neural Responses to Disgusting Visual Stimuli: Implications for Disgust-Related Psychiatric Disorders. Biol Psychiatry. 2007; 62: 464-471. PMID: 17306771
43. Driscoll D, Tranel D, Anderson SW. The effects of voluntary regulation of positive and negative emotion on psychophysiological responsiveness. Int J Psychophysiol. 2009; 72: 61-66. doi: 10.1016/j.ijpsycho. 2008.03.012 PMID: 18845192
44. Oldfield RC. The assessment and analysis of handedness: the Edinburgh inventory. Neuropsychologia. 1971; 9: 97-113. PMID: 5146491
45. Gross JJ, John OP. Individual differences in two emotion regulation processes: Implications for affect, relationships, and well-being. J Pers Soc Psychol. 2003; 85: 348-362. PMID: 12916575
46. Olatunji BO, Williams NL, Tolin DF, Abramowitz JS, Sawchuk CN, Lohr JM, et al. The Disgust Scale: item analysis, factor structure, and suggestions for refinement. Psychol Assess. 2007; 19: 281-297. PMID: 17845120
47. Gross JJ. Antecedent-and response-focused emotion regulation: Divergent consequences for experience, expression, and physiology. J Pers Soc Psychol. 1998; 74: 224-237. PMID: 9457784
48. Ochsner KN, Ray RD, Cooper JC, Robertson ER, Chopra S, Gabrieli JDE, et al. For better or for worse: neural systems supporting the cognitive down-and up-regulation of negative emotion. Neuroimage. 2004; 23: 483-499. PMID: 15488398
49. Koenigsberg HW, Fan J, Ochsner KN, Liu X, Guise KG, Pizzarello S, et al. Neural correlates of using distancing to regulate emotional responses to social situations. Neuropsychologia. 2010; 48: 1813-1822. doi: 10.1016/j.neuropsychologia.2010.03.002 PMID: 20226799
50. Ohira H, Nomura M, Ichikawa N, Isowa T, Iidaka T, Sato A, et al. Association of neural and physiological responses during voluntary emotion suppression. Neuroimage. 2006; 29: 721-733. PMID: 16249100
51. Lang PJ, Bradley MM, Cuthbert BN. International Affective Picture System (IAPS): Technical Manual and Affective Ratings. NIMH Center for the Study of Emotion and Attention. The Center for Research in Psychophysiology, University of Florida; 1997.
52. Mikels JA, Fredrickson BL, Larkin GR, Lindberg CM, Maglio SJ, Reuter-Lorenz PA. Emotional category data on images from the International Affective Picture System. Behav Res Methods. 2005; 37: 626-630. PMID: 16629294
53. Mühlberger A, Neumann R, Wieser MJ, Pauli P. The impact of changes in spatial distance on emotional responses. Emotion. 2008; 8: 192-198. doi: 10.1037/1528-3542.8.2.192 PMID: 18410193
54. Mazziotta J, Toga A, Evans A, Fox P, Lancaster J, Zilles K, et al. A four-dimensional probabilistic atlas of the human brain. J Am Med Informatics Assoc. 2001; 8: 401-430. PMID: 11522763
55. Ashburner J, Friston KJ. Unified segmentation. Neuroimage. 2005; 26: 839-851. PMID: 15955494
56. Genovese CR, Lazar NA, Nichols T. Thresholding of statistical maps in functional neuroimaging using the false discovery rate. Neuroimage. 2002; 15: 870-878. PMID: 11906227
57. Thirion B, Pinel P, Mériaux S, Roche A, Dehaene S, Poline J-B. Analysis of a large fMRI cohort: Statistical and methodological issues for group analyses. Neuroimage. 2007; 35: 105-120. PMID: 17239619
58. Lieberman MD, Cunningham WA. Type I and Type II error concerns in fMRI research: re-balancing the scale. Soc Cogn Affect Neurosci. 2009; 4: 423-428. doi: 10.1093/scan/nsp052 PMID: 20035017
59. Brett M, Anton JL, Valabregue R, Poline JB. Region of interest analysis using an SPM toolbox. Neuroimage. 2002; 16: 497
60. Maldjian JA, Laurienti PJ, Kraft RA, Burdette JH. An automated method for neuroanatomic and cytoarchitectonic atlas-based interrogation of fMRI data sets. Neuroimage. 2003; 19: 1233-1239. PMID: 12880848
61. Shastri A, Lomarev MP, Nelson SJ, George MS, Holzwarth MR, Bohning DE. A low-cost system for monitoring skin conductance during functional MRI. J Magn Reson Imaging. 2001; 14: 187-193. PMID: 11477679
62. Benedek M, Kaernbach C. A continuous measure of phasic electrodermal activity. J Neurosci Methods. 2010; 190: 80-91. doi: 10.1016/j.jneumeth.2010.04.028 PMID: 20451556
63. Benedek M, Kaernbach C. Decomposition of skin conductance data by means of nonnegative deconvolution. Psychophysiology. 2010; 47: 647-658. doi: 10.1111/j.1469-8986.2009.00972.x PMID: 20230512
64. Talairach J, Tournoux P. Co-planar stereotaxic atlas of the human brain. NY: Thieme Medical Publishers; 1988.
65. Ochsner KN, Bunge SA, Gross JJ, Gabrieli JDE. Rethinking feelings: an fMRI study of the cognitive regulation of emotion. J Cogn Neurosci. 2002; 14: 1215-1229. PMID: 12495527
66. Schaefer SM, Jackson DC, Davidson RJ, Aguirre GK, Kimberg DY, Thompson-Schill SL. Modulation of amygdalar activity by the conscious regulation of negative emotion. J Cogn Neurosci. 2002; 14: 913-921. PMID: 12191458
67. Eippert F, Veit R, Weiskopf N, Erb M, Birbaumer N, Anders S. Regulation of emotional responses elicited by threat-related stimuli. Hum Brain Mapp. 2007; 28: 409-423. PMID: 17133391
68. Phan KL, Fitzgerald DA, Nathan PJ, Moore GJ, Uhde TW, Tancer ME. Neural substrates for voluntary suppression of negative affect: a functional magnetic resonance imaging study. Biol Psychiatry. 2005; 57: 210-219. PMID: 15691521
69. Baas D, Aleman A, Kahn RS. Lateralization of amygdala activation: a systematic review of functional neuroimaging studies. Brain Res Rev. 2004; 45: 96-103. PMID: 15145620
70. Gläscher J, Adolphs R. Processing of the arousal of subliminal and supraliminal emotional stimuli by the human amygdala. J Neurosci. 2003; 23: 10274-10282. PMID: 14614086
71. Sergerie K, Chochol C, Armony JL. The role of the amygdala in emotional processing: a quantitative meta-analysis of functional neuroimaging studies. Neurosci Biobehav Rev. 2008; 32: 811-830. doi: 10.1016/j.neubiorev.2007.12.002 PMID: 18316124
72. Markowitsch HJ. Differential contribution of right and left amygdala to affective information processing. Behav Neurol. 1998; 11: 233-244. PMID: 11568425
73. Golkar A, Lonsdorf TB, Olsson A, Lindstrom KM, Berrebi J, Fransson P, et al. Distinct Contributions of the Dorsolateral Prefrontal and Orbitofrontal Cortex during Emotion Regulation. PLoS One. 2012; 7: e48107. doi: 10.1371/journal.pone.0048107 PMID: 23144849
74. Vanderhasselt M-A, De Raedt R, Baeken C, Leyman L, D'haenen H. The influence of rTMS over the left dorsolateral prefrontal cortex on Stroop task performance. Exp Brain Res. 2006; 169: 279-282. PMID: 16418843
75. Johnstone T, van Reekum CM, Urry HL, Kalin NH, Davidson RJ. Failure to regulate: counterproductive recruitment of top-down prefrontal-subcortical circuitry in major depression. J Neurosci. 2007; 27: 8877-8884. PMID: 17699669
76. Etkin A, Wager TD. Functional Neuroimaging of Anxiety: A Meta-Analysis of Emotional Processing in PTSD, Social Anxiety Disorder, and Specific Phobia. Am J Psychiatry. 2007; 164: 1476-1488. PMID: 17898336
77. Fulwiler CE, King JA, Zhang N. Amygdala-orbitofrontal resting-state functional connectivity is associated with trait anger. Neuroreport. 2012; 23: 606-610. doi: 10.1097/WNR.0b013e3283551cfc PMID: 22617448
78. Versace A, Thompson WK, Zhou D, Almeida JRC, Hassel S, Klein CR, et al. Abnormal left and right amygdala-orbitofrontal cortical functional connectivity to emotional faces: state versus trait vulnerability markers of depression in bipolar disorder. Biol Psychiatry. 2010; 67: 422-31. doi: 10.1016/j.biopsych. 2009.11.025 PMID: 20159144
79. Burghy CA, Stodola DE, Ruttle PL, Molloy EK, Armstrong JM, Oler JA, et al. Developmental pathways to amygdala-prefrontal function and internalizing symptoms in adolescence. Nat Neurosci. 2012; 15: 1736-1741. doi: 10.1038/nn.3257 PMID: 23143517
80. Nili U, Goldberg H, Weizman A, Dudai Y. Fear Thou Not: Activity of Frontal and Temporal Circuits in Moments of Real-Life Courage. Neuron. Elsevier Ltd; 2010; 66: 949-962.
81. Berkman ET, Burklund L, Lieberman MD. Inhibitory spillover: Intentional motor inhibition produces incidental limbic inhibition via right inferior frontal cortex. Neuroimage. 2009; 47: 705-712. doi: 10.1016/j. neuroimage.2009.04.084 PMID: 19426813
82. Spence SA, Kaylor-Hughes C, Farrow TFD, Wilkinson ID. Speaking of secrets and lies: the contribution of ventrolateral prefrontal cortex to vocal deception. Neuroimage. 2008; 40: 1411-1418. doi: 10.1016/j. neuroimage.2008.01.035 PMID: 18308586
83. Dolcos F, Kragel P, Wang L, McCarthy G. Role of the inferior frontal cortex in coping with distracting emotions. Neuroreport. 2006; 17: 1591-1594. PMID: 17001274
84. HasenkampW, Wilson-Mendenhall CD, Duncan E, Barsalou LW. Mind wandering and attention during focused meditation: a fine-grained temporal analysis of fluctuating cognitive states. Neuroimage. 2012; 59: 750-760. doi: 10.1016/j.neuroimage.2011.07.008 PMID: 21782031
85. Hampshire A, Chamberlain SR, Monti MM, Duncan J, Owen AM. The role of the right inferior frontal gyrus: inhibition and attentional control. Neuroimage. 2010; 50: 1313-1319. doi: 10.1016/j.neuroimage. 2009.12.109 PMID: 20056157
86. Henson RN, Burgess N, Frith CD. Recoding, storage, rehearsal and grouping in verbal short-term memory: an fMRI study. Neuropsychologia. 2000; 38: 426-440. PMID: 10683393
87. Gruber O, von Cramon DY. The functional neuroanatomy of human working memory revisited. Evidence from 3-T fMRI studies using classical domain-specific interference tasks. Neuroimage. 2003; 19: 797-809. PMID: 12880808
88. Cabeza R, Ciaramelli E, Moscovitch M. Cognitive contributions of the ventral parietal cortex: an integrative theoretical account. Trends Cogn Sci. 2012; 16: 338-352. doi: 10.1016/j.tics.2012.04.008 PMID: 22609315
89. Rummel J, Einstein GO, Rampey H. Implementation-intention encoding in a prospective memory task enhances spontaneous retrieval of intentions. Memory. 2012; 20: 803-17. doi: 10.1080/09658211. 2012.707214 PMID: 22897132
90. McDaniel MA, Howard DC, Butler KM. Implementation intentions facilitate prospective memory under high attention demands. Mem Cognit. 2008; 36: 716-24. PMID: 18604955
91. McDaniel MA, Scullin MK. Implementation intention encoding does not automatize prospective memory responding. Mem Cognit. 2010; 38: 221-232. doi: 10.3758/MC.38.2.221 PMID: 20173194
92. Frith C, Allen H. The skin conductance orienting response as an index of attention. Biol Psychol. 1983; 17: 27-39. PMID: 6626635
93. Williams LM, Brammer MJ, Skerrett D, Lagopolous J, Rennie C, Kozek K, et al. The neural correlates of orienting: an integration of fMRI and skin conductance orienting. Neuroreport. 2000; 11: 3011-3015. PMID: 11006985
94. van Reekum CM, Schaefer SM, Lapate RC, Norris CJ, Greischar LL, Davidson RJ. Aging is associated with positive responding to neutral information but reduced recovery from negative information. Soc Cogn Affect Neurosci. 2011; 6: 177-185. doi: 10.1093/scan/nsq031 PMID: 20385664
95. Dahm T, Neshat-Doost HT, Golden A-M, Horn E, Hagger M, Dalgleish T. Age shall not weary us: deleterious effects of self-regulation depletion are specific to younger adults. Paterson K, editor. PLoS One. 2011; 6: e26351. doi: 10.1371/journal.pone.0026351 PMID: 22039469
96. Durnez J, Moerkerke B, Nichols TE. Post-hoc power estimation for topological inference in fMRI. Neuroimage. 2014; 84: 45-64. doi: 10.1016/j.neuroimage.2013.07.072 PMID: 23927901
97. Serences JT. A comparison of methods for characterizing the event-related BOLD timeseries in rapid fMRI. Neuroimage. 2004; 21: 1690-700. PMID: 15050591
98. Miezin FM, Maccotta L, Ollinger JM, Petersen SE, Buckner RL. Characterizing the hemodynamic response: effects of presentation rate, sampling procedure, and the possibility of ordering brain activity based on relative timing. Neuroimage. 2000; 11: 735-759. PMID: 10860799
99. Dale AM. Optimal experimental design for event-related fMRI. Hum Brain Mapp. 1999; 8: 109-14. PMID: 10524601