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Published in: Brain Topography 1/2013

01-01-2013 | Original Paper

Diagnostic Value of Resting Electroencephalogram in Attention-Deficit/Hyperactivity Disorder Across the Lifespan

Authors: Martina D. Liechti, Lilian Valko, Ueli C. Müller, Mirko Döhnert, Renate Drechsler, Hans-Christoph Steinhausen, Daniel Brandeis

Published in: Brain Topography | Issue 1/2013

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Abstract

The resting electroencephalogram (EEG) reflects development and arousal, but whether it can support clinical diagnosis of attention-deficit/hyperactivity disorder (ADHD) remains controversial. Here we examined whether theta power and theta/beta ratio are consistently elevated in ADHD and younger age as proposed. Topographic 48-channel EEG from 32 children (8–16 years) and 22 adults (32–55 years) with ADHD and matched healthy controls (n = 30 children/21 adults) was compared. Following advanced artefact correction, resting EEG was tested for increased theta and theta/beta activity due to ADHD and due to normal immaturity. Discriminant analyses tested classification performance by ADHD and age using these EEG markers as well as EEG artefacts and deviant attentional event-related potentials (ERPs). No consistent theta or theta/beta increases were found with ADHD. Even multivariate analyses indicated only marginal EEG power increases in children with ADHD. Instead, consistent developmental theta decreases were observed, indicating that maturational lags of fewer than 3 years would have been detected in children. Discriminant analysis based on proposed simple spectral resting EEG markers was successful for age but not for ADHD (81 vs. 53 % accuracy). Including ERP markers and EEG artefacts improved discrimination, although not to diagnostically useful levels. The lack of consistent spectral resting EEG abnormalities in ADHD despite consistent developmental effects casts doubt upon conventional neurometric approaches towards EEG-based ADHD diagnosis, but is consistent with evidence that ADHD is a heterogeneous disorder, where the resting state is not consistently characterised by maturational lag.
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Literature
go back to reference AAP (2000) Clinical practice guideline: diagnosis and evaluation of the child with attention-deficit/hyperactivity disorder. American Academy of Pediatrics. Pediatrics 105(5):1158–1170CrossRef AAP (2000) Clinical practice guideline: diagnosis and evaluation of the child with attention-deficit/hyperactivity disorder. American Academy of Pediatrics. Pediatrics 105(5):1158–1170CrossRef
go back to reference Achenbach TM, Howell CT, Quay HC, Conners CK (1991) National survey of problems and competencies among four- to sixteen-year-olds: parents’ reports for normative and clinical samples. Monogr Soc Res Child Dev 56(3):1–131PubMedCrossRef Achenbach TM, Howell CT, Quay HC, Conners CK (1991) National survey of problems and competencies among four- to sixteen-year-olds: parents’ reports for normative and clinical samples. Monogr Soc Res Child Dev 56(3):1–131PubMedCrossRef
go back to reference Banaschewski T, Brandeis D (2007) Annotation: what electrical brain activity tells us about brain function that other techniques cannot tell us—a child psychiatric perspective. J Child Psychol Psychiatry Allied Discipl 48(5):415–435. doi:10.1111/j.1469-7610.2006.01681.x CrossRef Banaschewski T, Brandeis D (2007) Annotation: what electrical brain activity tells us about brain function that other techniques cannot tell us—a child psychiatric perspective. J Child Psychol Psychiatry Allied Discipl 48(5):415–435. doi:10.​1111/​j.​1469-7610.​2006.​01681.​x CrossRef
go back to reference Banaschewski T, Brandeis D, Heinrich H, Albrecht B, Brunner E, Rothenberger A (2003) Association of ADHD and conduct disorder–brain electrical evidence for the existence of a distinct subtype. J Child Psychol Psychiatry Allied Disciplines 44(3):356–376CrossRef Banaschewski T, Brandeis D, Heinrich H, Albrecht B, Brunner E, Rothenberger A (2003) Association of ADHD and conduct disorder–brain electrical evidence for the existence of a distinct subtype. J Child Psychol Psychiatry Allied Disciplines 44(3):356–376CrossRef
go back to reference Banaschewski T, Brandeis D, Heinrich H, Albrecht B, Brunner E, Rothenberger A (2004) Questioning inhibitory control as the specific deficit of ADHD—evidence from brain electrical activity. J Neural Transm 111(7):841–864. doi:10.1007/s00702-003-0040-8 PubMedCrossRef Banaschewski T, Brandeis D, Heinrich H, Albrecht B, Brunner E, Rothenberger A (2004) Questioning inhibitory control as the specific deficit of ADHD—evidence from brain electrical activity. J Neural Transm 111(7):841–864. doi:10.​1007/​s00702-003-0040-8 PubMedCrossRef
go back to reference Brookes K, Xu X, Chen W et al (2006) The analysis of 51 genes in DSM-IV combined type attention deficit hyperactivity disorder: association signals in DRD4, DAT1 and 16 other genes. Mol Psychiatry 11(10):934–953. doi:10.1038/sj.mp.4001869 PubMedCrossRef Brookes K, Xu X, Chen W et al (2006) The analysis of 51 genes in DSM-IV combined type attention deficit hyperactivity disorder: association signals in DRD4, DAT1 and 16 other genes. Mol Psychiatry 11(10):934–953. doi:10.​1038/​sj.​mp.​4001869 PubMedCrossRef
go back to reference Callaway E, Halliday R, Naylor H (1983) Hyperactive children’s event-related potentials fail to support underarousal and maturational-lag theories. Arch Gen Psychiatry 40(11):1243–1248PubMedCrossRef Callaway E, Halliday R, Naylor H (1983) Hyperactive children’s event-related potentials fail to support underarousal and maturational-lag theories. Arch Gen Psychiatry 40(11):1243–1248PubMedCrossRef
go back to reference Chabot RJ, Merkin H, Wood LM, Davenport TL, Serfontein G (1996) Sensitivity and specificity of QEEG in children with attention deficit or specific developmental learning disorders. Clin Electroencephalogr 27(1):26–34PubMed Chabot RJ, Merkin H, Wood LM, Davenport TL, Serfontein G (1996) Sensitivity and specificity of QEEG in children with attention deficit or specific developmental learning disorders. Clin Electroencephalogr 27(1):26–34PubMed
go back to reference Conners CK, Sitarenios G, Parker JD, Epstein JN (1998a) The revised conners’ parent rating scale (CPRS-R): factor structure, reliability, and criterion validity. J Abnorm Child Psychol 26(4):257–268PubMedCrossRef Conners CK, Sitarenios G, Parker JD, Epstein JN (1998a) The revised conners’ parent rating scale (CPRS-R): factor structure, reliability, and criterion validity. J Abnorm Child Psychol 26(4):257–268PubMedCrossRef
go back to reference Conners CK, Sitarenios G, Parker JD, Epstein JN (1998b) Revision and restandardization of the conners teacher rating scale (CTRS-R): factor structure, reliability, and criterion validity. J Abnorm Child Psychol 26(4):279–291PubMedCrossRef Conners CK, Sitarenios G, Parker JD, Epstein JN (1998b) Revision and restandardization of the conners teacher rating scale (CTRS-R): factor structure, reliability, and criterion validity. J Abnorm Child Psychol 26(4):279–291PubMedCrossRef
go back to reference Cubillo A, Halari R, Smith A, Taylor E, Rubia K (2012) A review of fronto-striatal and fronto-cortical brain abnormalities in children and adults with attention deficit hyperactivity disorder (ADHD) and new evidence for dysfunction in adults with ADHD during motivation and attention. Cortex 48(2):194–215. doi:10.1016/j.cortex.2011.04.007 PubMedCrossRef Cubillo A, Halari R, Smith A, Taylor E, Rubia K (2012) A review of fronto-striatal and fronto-cortical brain abnormalities in children and adults with attention deficit hyperactivity disorder (ADHD) and new evidence for dysfunction in adults with ADHD during motivation and attention. Cortex 48(2):194–215. doi:10.​1016/​j.​cortex.​2011.​04.​007 PubMedCrossRef
go back to reference Doehnert M, Brandeis D, Imhof K, Drechsler R, Steinhausen HC (2010) Mapping attention-deficit/hyperactivity disorder from childhood to adolescence–no neurophysiologic evidence for a developmental lag of attention but some for inhibition. Biol Psychiatry 67(7):608–616. doi:10.1016/j.biopsych.2009.07.038 PubMedCrossRef Doehnert M, Brandeis D, Imhof K, Drechsler R, Steinhausen HC (2010) Mapping attention-deficit/hyperactivity disorder from childhood to adolescence–no neurophysiologic evidence for a developmental lag of attention but some for inhibition. Biol Psychiatry 67(7):608–616. doi:10.​1016/​j.​biopsych.​2009.​07.​038 PubMedCrossRef
go back to reference Doehnert M, Brandeis D, Schneider G, Drechsler R, Steinhausen HC (2012) A neurophysiological marker of impaired preparation in an 11-year follow-up study of Attention-Deficit/Hyperactivity Disorder (ADHD). J Child Psychol Psychiatry (in press) Doehnert M, Brandeis D, Schneider G, Drechsler R, Steinhausen HC (2012) A neurophysiological marker of impaired preparation in an 11-year follow-up study of Attention-Deficit/Hyperactivity Disorder (ADHD). J Child Psychol Psychiatry (in press)
go back to reference Dupuy FE, Clarke AR, Barry RJ, McCarthy R, Selikowitz M (2011) Girls with attention-deficit/hyperactivity disorder: EEG differences between DSM-IV types. Clin EEG Neurosci 42(1):1–5PubMedCrossRef Dupuy FE, Clarke AR, Barry RJ, McCarthy R, Selikowitz M (2011) Girls with attention-deficit/hyperactivity disorder: EEG differences between DSM-IV types. Clin EEG Neurosci 42(1):1–5PubMedCrossRef
go back to reference Gasser T, Verleger R, Bacher P, Sroka L (1988) Development of the EEG of school-age children and adolescents. I. Analysis of band power. Electroencephalogr Clin Neurophysiol 69(2):91–99PubMedCrossRef Gasser T, Verleger R, Bacher P, Sroka L (1988) Development of the EEG of school-age children and adolescents. I. Analysis of band power. Electroencephalogr Clin Neurophysiol 69(2):91–99PubMedCrossRef
go back to reference Goodman R (1997) The strengths and difficulties questionnaire: a research note. J Child Psychol Psychiatry Allied Discipl 38(5):581–586CrossRef Goodman R (1997) The strengths and difficulties questionnaire: a research note. J Child Psychol Psychiatry Allied Discipl 38(5):581–586CrossRef
go back to reference Gottselig JM, Brandeis D, Hofer-Tinguely G, Borbely AA, Achermann P (2004) Human central auditory plasticity associated with tone sequence learning. Learn Mem 11(2):162–171. doi:10.1101/lm.63304 PubMedCrossRef Gottselig JM, Brandeis D, Hofer-Tinguely G, Borbely AA, Achermann P (2004) Human central auditory plasticity associated with tone sequence learning. Learn Mem 11(2):162–171. doi:10.​1101/​lm.​63304 PubMedCrossRef
go back to reference John ER, Ahn H, Prichep L, Trepetin M, Brown D, Kaye H (1980) Developmental equations for the electroencephalogram. Science 210(4475):1255–1258PubMedCrossRef John ER, Ahn H, Prichep L, Trepetin M, Brown D, Kaye H (1980) Developmental equations for the electroencephalogram. Science 210(4475):1255–1258PubMedCrossRef
go back to reference Koehler S, Lauer P, Schreppel T, Jacob C, Heine M, Boreatti-Hummer A, Fallgatter AJ, Herrmann MJ (2009) Increased EEG power density in alpha and theta bands in adult ADHD patients. J Neural Transm 116(1):97–104. doi:10.1007/s00702-008-0157-x PubMedCrossRef Koehler S, Lauer P, Schreppel T, Jacob C, Heine M, Boreatti-Hummer A, Fallgatter AJ, Herrmann MJ (2009) Increased EEG power density in alpha and theta bands in adult ADHD patients. J Neural Transm 116(1):97–104. doi:10.​1007/​s00702-008-0157-x PubMedCrossRef
go back to reference Lansbergen MM, Arns M, van Dongen-Boomsma M, Spronk D, Buitelaar JK (2011) The increase in theta/beta ratio on resting-state EEG in boys with attention-deficit/hyperactivity disorder is mediated by slow alpha peak frequency. Prog Neuro-Psychopharmacol Biol Psychiatry 35(1):47–52. doi:10.1016/j.pnpbp.2010.08.004 CrossRef Lansbergen MM, Arns M, van Dongen-Boomsma M, Spronk D, Buitelaar JK (2011) The increase in theta/beta ratio on resting-state EEG in boys with attention-deficit/hyperactivity disorder is mediated by slow alpha peak frequency. Prog Neuro-Psychopharmacol Biol Psychiatry 35(1):47–52. doi:10.​1016/​j.​pnpbp.​2010.​08.​004 CrossRef
go back to reference Lazzaro I, Gordon E, Li W, Lim CL, Plahn M, Whitmont S, Clarke S, Barry RJ, Dosen A, Meares R (1999) Simultaneous EEG and EDA measures in adolescent attention deficit hyperactivity disorder. Int J Psychophysiol 34(2):123–134. doi:10.1016/S0167-8760(99)00068-9 PubMedCrossRef Lazzaro I, Gordon E, Li W, Lim CL, Plahn M, Whitmont S, Clarke S, Barry RJ, Dosen A, Meares R (1999) Simultaneous EEG and EDA measures in adolescent attention deficit hyperactivity disorder. Int J Psychophysiol 34(2):123–134. doi:10.​1016/​S0167-8760(99)00068-9 PubMedCrossRef
go back to reference Liechti MD, Maurizio S, Heinrich H, Jäncke L, Meier L, Steinhausen HC, Walitza S, Drechsler R, Brandeis D (2012) First clinical trial of tomographic neurofeedback in attention-deficit/hyperactivity disorder: evaluation of voluntary cortical control. Clin Neurophysiol 123(10):1989–2005. doi:10.1016/j.clinph.2012.03.016 PubMedCrossRef Liechti MD, Maurizio S, Heinrich H, Jäncke L, Meier L, Steinhausen HC, Walitza S, Drechsler R, Brandeis D (2012) First clinical trial of tomographic neurofeedback in attention-deficit/hyperactivity disorder: evaluation of voluntary cortical control. Clin Neurophysiol 123(10):1989–2005. doi:10.​1016/​j.​clinph.​2012.​03.​016 PubMedCrossRef
go back to reference Matousek M, Petersen I (1973) Automatic evaluation of EEG background activity by means of age-dependent EEG quotients. Electroencephalogr Clin Neurophysiol 35(6):603–612PubMedCrossRef Matousek M, Petersen I (1973) Automatic evaluation of EEG background activity by means of age-dependent EEG quotients. Electroencephalogr Clin Neurophysiol 35(6):603–612PubMedCrossRef
go back to reference Mueller A, Candrian G, Grane VA, Kropotov JD, Ponomarev VA, Baschera GM (2011) Discriminating between ADHD adults and controls using independent ERP components and a support vector machine: a validation study. Nonlinear Biomed Phys 5:5. doi:10.1186/1753-4631-5-5 PubMedCrossRef Mueller A, Candrian G, Grane VA, Kropotov JD, Ponomarev VA, Baschera GM (2011) Discriminating between ADHD adults and controls using independent ERP components and a support vector machine: a validation study. Nonlinear Biomed Phys 5:5. doi:10.​1186/​1753-4631-5-5 PubMedCrossRef
go back to reference Retz-Junginger P, Retz W, Blocher D, Weijers HG, Trott GE, Wender PH, Rossler M (2002) Wender Utah rating scale. The short-version for the assessment of the attention-deficit hyperactivity disorder in adults. Nervenarzt 73(9):830–838PubMedCrossRef Retz-Junginger P, Retz W, Blocher D, Weijers HG, Trott GE, Wender PH, Rossler M (2002) Wender Utah rating scale. The short-version for the assessment of the attention-deficit hyperactivity disorder in adults. Nervenarzt 73(9):830–838PubMedCrossRef
go back to reference Rosler M, Retz W, Retz-Junginger P, Thome J, Supprian T, Nissen T, Stieglitz RD, Blocher D, Hengesch G, Trott GE (2004) Tools for the diagnosis of attention-deficit/hyperactivity disorder in adults. Self-rating behaviour questionnaire and diagnostic checklist. Nervenarzt 75(9):888–895. doi:10.1007/s00115-003-1622-2 PubMedCrossRef Rosler M, Retz W, Retz-Junginger P, Thome J, Supprian T, Nissen T, Stieglitz RD, Blocher D, Hengesch G, Trott GE (2004) Tools for the diagnosis of attention-deficit/hyperactivity disorder in adults. Self-rating behaviour questionnaire and diagnostic checklist. Nervenarzt 75(9):888–895. doi:10.​1007/​s00115-003-1622-2 PubMedCrossRef
go back to reference Satterfield JH, Cantwell DP, Lesser LI, Podosin RL (1972) Physiological studies of the hyperkinetic child. I. Am J Psychiatry 128(11):1418–1424PubMed Satterfield JH, Cantwell DP, Lesser LI, Podosin RL (1972) Physiological studies of the hyperkinetic child. I. Am J Psychiatry 128(11):1418–1424PubMed
go back to reference Schallberger U (2005) Welches sind die nach statistischen kriterien besten kurzformen des HAWIK-III? (Which short forms of the HAWIK-III (WISC-III) are—according to statistical criteria—the best ones?). Berichte aus der Abteilung Angewandte Psychologie, vol 32. University of Zurich, Zurich Schallberger U (2005) Welches sind die nach statistischen kriterien besten kurzformen des HAWIK-III? (Which short forms of the HAWIK-III (WISC-III) are—according to statistical criteria—the best ones?). Berichte aus der Abteilung Angewandte Psychologie, vol 32. University of Zurich, Zurich
go back to reference Shaw P, Eckstrand K, Sharp W, Blumenthal J, Lerch JP, Greenstein D, Clasen L, Evans A, Giedd J, Rapoport JL (2007) Attention-deficit/hyperactivity disorder is characterized by a delay in cortical maturation. Proc Natl Acad Sci USA 104(49):19649–19654. doi:10.1073/pnas.0707741104 PubMedCrossRef Shaw P, Eckstrand K, Sharp W, Blumenthal J, Lerch JP, Greenstein D, Clasen L, Evans A, Giedd J, Rapoport JL (2007) Attention-deficit/hyperactivity disorder is characterized by a delay in cortical maturation. Proc Natl Acad Sci USA 104(49):19649–19654. doi:10.​1073/​pnas.​0707741104 PubMedCrossRef
go back to reference Shi T, Li X, Song J, Zhao N, Sun C, Xia W, Wu L, Tomoda A (2012) EEG characteristics and visual cognitive function of children with attention deficit hyperactivity disorder (ADHD). Brain Dev (in press). doi:10.1016/j.braindev.2012.02.013 Shi T, Li X, Song J, Zhao N, Sun C, Xia W, Wu L, Tomoda A (2012) EEG characteristics and visual cognitive function of children with attention deficit hyperactivity disorder (ADHD). Brain Dev (in press). doi:10.​1016/​j.​braindev.​2012.​02.​013
go back to reference Smith JL, Johnstone SJ, Barry RJ (2003) Aiding diagnosis of attention-deficit/hyperactivity disorder and its subtypes: discriminant function analysis of event-related potential data. J Child Psychol Psychiatry Allied Discipl 44(7):1067–1075. doi:10.1111/1469-7610.00191 CrossRef Smith JL, Johnstone SJ, Barry RJ (2003) Aiding diagnosis of attention-deficit/hyperactivity disorder and its subtypes: discriminant function analysis of event-related potential data. J Child Psychol Psychiatry Allied Discipl 44(7):1067–1075. doi:10.​1111/​1469-7610.​00191 CrossRef
go back to reference Sonuga-Barke E, Bitsakou P, Thompson M (2010) Beyond the dual pathway model: evidence for the dissociation of timing, inhibitory, and delay-related impairments in attention-deficit/hyperactivity disorder. J Am Acad Child Adolesc Psychiatry 49(4):345–355. doi:10.1016/j.jaac.2009.12.018 PubMed Sonuga-Barke E, Bitsakou P, Thompson M (2010) Beyond the dual pathway model: evidence for the dissociation of timing, inhibitory, and delay-related impairments in attention-deficit/hyperactivity disorder. J Am Acad Child Adolesc Psychiatry 49(4):345–355. doi:10.​1016/​j.​jaac.​2009.​12.​018 PubMed
go back to reference Taylor E, Schachar R, Thorley G, Wieselberg M (1986) Conduct disorder and hyperactivity: I. Separation of hyperactivity and antisocial conduct in British child psychiatric patients. Br J Psychiatry 149:760–767. doi:10.1192/bjp.149.6.760 PubMedCrossRef Taylor E, Schachar R, Thorley G, Wieselberg M (1986) Conduct disorder and hyperactivity: I. Separation of hyperactivity and antisocial conduct in British child psychiatric patients. Br J Psychiatry 149:760–767. doi:10.​1192/​bjp.​149.​6.​760 PubMedCrossRef
go back to reference Tewes U (1991) HAWIE-R. Hamburg-Wechsler Intelligenztest für Erwachsene, Huber Tewes U (1991) HAWIE-R. Hamburg-Wechsler Intelligenztest für Erwachsene, Huber
go back to reference Valko L, Doehnert M, Muller UC, Schneider G, Albrecht B, Drechsler R, Maechler M, Steinhausen HC, Brandeis D (2009) Differences in neurophysiological markers of inhibitory and temporal processing deficits in children and adults with ADHD. J Psychophysiol 23(4):235–246. doi:10.1027/0269-8803.23.4.235 CrossRef Valko L, Doehnert M, Muller UC, Schneider G, Albrecht B, Drechsler R, Maechler M, Steinhausen HC, Brandeis D (2009) Differences in neurophysiological markers of inhibitory and temporal processing deficits in children and adults with ADHD. J Psychophysiol 23(4):235–246. doi:10.​1027/​0269-8803.​23.​4.​235 CrossRef
go back to reference van Dongen-Boomsma M, Lansbergen MM, Bekker EM, Kooij JJ, van der Molen M, Kenemans JL, Buitelaar JK (2010) Relation between resting EEG to cognitive performance and clinical symptoms in adults with attention-deficit/hyperactivity disorder. Neurosci Lett 469(1):102–106. doi:10.1016/j.neulet.2009.11.053 PubMedCrossRef van Dongen-Boomsma M, Lansbergen MM, Bekker EM, Kooij JJ, van der Molen M, Kenemans JL, Buitelaar JK (2010) Relation between resting EEG to cognitive performance and clinical symptoms in adults with attention-deficit/hyperactivity disorder. Neurosci Lett 469(1):102–106. doi:10.​1016/​j.​neulet.​2009.​11.​053 PubMedCrossRef
go back to reference van Leeuwen TH, Steinhausen HC, Overtoom CC, Pascual-Marqui RD, van’t Klooster B, Rothenberger A, Sergeant JA, Brandeis D (1998) The continuous performance test revisited with neuroelectric mapping: impaired orienting in children with attention deficits. Behav Brain Res 94(1):97–110. doi:10.1016/S0166-4328(97)00173-3 PubMedCrossRef van Leeuwen TH, Steinhausen HC, Overtoom CC, Pascual-Marqui RD, van’t Klooster B, Rothenberger A, Sergeant JA, Brandeis D (1998) The continuous performance test revisited with neuroelectric mapping: impaired orienting in children with attention deficits. Behav Brain Res 94(1):97–110. doi:10.​1016/​S0166-4328(97)00173-3 PubMedCrossRef
go back to reference Ward MF, Wender PH, Reimherr FW (1993) The wender utah rating scale: an aid in the retrospective diagnosis of childhood attention deficit hyperactivity disorder. Am J Psychiatry 150(6):885–890PubMed Ward MF, Wender PH, Reimherr FW (1993) The wender utah rating scale: an aid in the retrospective diagnosis of childhood attention deficit hyperactivity disorder. Am J Psychiatry 150(6):885–890PubMed
Metadata
Title
Diagnostic Value of Resting Electroencephalogram in Attention-Deficit/Hyperactivity Disorder Across the Lifespan
Authors
Martina D. Liechti
Lilian Valko
Ueli C. Müller
Mirko Döhnert
Renate Drechsler
Hans-Christoph Steinhausen
Daniel Brandeis
Publication date
01-01-2013
Publisher
Springer US
Published in
Brain Topography / Issue 1/2013
Print ISSN: 0896-0267
Electronic ISSN: 1573-6792
DOI
https://doi.org/10.1007/s10548-012-0258-6

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