Skip to main content
Top
Published in: European Archives of Psychiatry and Clinical Neuroscience 7/2019

01-10-2019 | Original Paper

Combined cognitive, psychomotor and electrophysiological biomarkers in major depressive disorder

Authors: Ping Chai Koo, Christoph Berger, Golo Kronenberg, Julia Bartz, Peter Wybitul, Olaf Reis, Jacqueline Hoeppner

Published in: European Archives of Psychiatry and Clinical Neuroscience | Issue 7/2019

Login to get access

Abstract

The diagnosis of major depressive disorder (MDD) should be based on multimodal evidence, because MDD not only affects mood, but also psychomotor and cognitive functions. Clinical markers such as executive dysfunctions and a reduction in daily motor activity have been observed in MDD. Neurophysiological biomarkers have also been described. In this study, we investigate the utility of combining biomarkers related to executive dysfunctions, motor activity, neurophysiological patterns (i.e. alpha power asymmetry and EEG-vigilance as indicators of brain arousal), and the interaction of these parameters in the diagnosis of MDD. Twenty (female: 11) patients with MDD (age: 51.05 ± 10.50) and 20 (female: 13) healthy controls (HC; age: 47.15 ± 12.57) underwent a 10-min resting EEG. Executive dysfunctions were assessed using the Trail Making Test B (TMT B). Motor activity was analysed by actigraphy measurements. MDD patients displayed significant impairments in executive functions and reduced daily motor activity. In the EEG, MDD patients showed more right than left frontal activity and lower brain arousal relative to HC. TMT B and asymmetrical frontal alpha power alone discriminated between MDD patients and HC with an accuracy of 78%. The interaction of motor activity and the EEG-vigilance stage alongside TMT B increased the accuracy of the discrimination test to 81%. This improved accuracy suggests that the combination of these biomarkers in a discriminant analysis resulted in a more reliable identification of MDD patients.
Footnotes
1
Only one variable was selected for logistic regression if inter-correlation occurred amongst variables; e.g. correlation between Stroop interference and TMT B, r = .629, p = 0.004, TMT B was selected as it has higher significant value from the Mann–Whitney U test.
 
Literature
2.
go back to reference Moussavi S, Chatterji S, Verdes E, Tandon A, Patel V, Ustun B (2007) Depression, chronic diseases, and decrements in health: results from the World Health Surveys. The Lancet 370(9590):851–858CrossRef Moussavi S, Chatterji S, Verdes E, Tandon A, Patel V, Ustun B (2007) Depression, chronic diseases, and decrements in health: results from the World Health Surveys. The Lancet 370(9590):851–858CrossRef
3.
go back to reference Diniz BS, Butters MA, Albert SM, Dew MA, Reynolds CF (2013) Late-life depression and risk of vascular dementia and Alzheimer’s disease: systematic review and meta-analysis of community-based cohort studies. Br J Psychiatry 202(5):329–335CrossRefPubMedPubMedCentral Diniz BS, Butters MA, Albert SM, Dew MA, Reynolds CF (2013) Late-life depression and risk of vascular dementia and Alzheimer’s disease: systematic review and meta-analysis of community-based cohort studies. Br J Psychiatry 202(5):329–335CrossRefPubMedPubMedCentral
4.
go back to reference Group BDW, Atkinson AJ Jr, Colburn WA, DeGruttola VG, DeMets DL, Downing GJ, Hoth DF, Oates JA, Peck CC, Schooley RT (2001) Biomarkers and surrogate endpoints: preferred definitions and conceptual framework. Clin Pharmacol Ther 69(3):89–95CrossRef Group BDW, Atkinson AJ Jr, Colburn WA, DeGruttola VG, DeMets DL, Downing GJ, Hoth DF, Oates JA, Peck CC, Schooley RT (2001) Biomarkers and surrogate endpoints: preferred definitions and conceptual framework. Clin Pharmacol Ther 69(3):89–95CrossRef
8.
go back to reference Schneider B, Prvulovic D (2013) Novel biomarkers in major depression. Curr Opin Psychiatry 26(1):47–53CrossRefPubMed Schneider B, Prvulovic D (2013) Novel biomarkers in major depression. Curr Opin Psychiatry 26(1):47–53CrossRefPubMed
9.
go back to reference McIntyre RS, Cha DS, Soczynska JK, Woldeyohannes HO, Gallaugher LA, Kudlow P, Alsuwaidan M, Baskaran A (2013) Cognitive deficits and functional outcomes in major depressive disorder: determinants, substrates, and treatment interventions. Depression Anxiety 30(6):515–527CrossRefPubMed McIntyre RS, Cha DS, Soczynska JK, Woldeyohannes HO, Gallaugher LA, Kudlow P, Alsuwaidan M, Baskaran A (2013) Cognitive deficits and functional outcomes in major depressive disorder: determinants, substrates, and treatment interventions. Depression Anxiety 30(6):515–527CrossRefPubMed
10.
go back to reference Houdé O, Rossi S, Lubin A, Joliot M (2010) Mapping numerical processing, reading, and executive functions in the developing brain: an fMRI meta-analysis of 52 studies including 842 children. Dev Sci 13(6):876–885CrossRefPubMed Houdé O, Rossi S, Lubin A, Joliot M (2010) Mapping numerical processing, reading, and executive functions in the developing brain: an fMRI meta-analysis of 52 studies including 842 children. Dev Sci 13(6):876–885CrossRefPubMed
11.
go back to reference Stuss DT (2011) Functions of the frontal lobes: relation to executive functions. J Int Neuropsychol Soc 17(5):759–765CrossRefPubMed Stuss DT (2011) Functions of the frontal lobes: relation to executive functions. J Int Neuropsychol Soc 17(5):759–765CrossRefPubMed
12.
go back to reference Lorenzetti V, Allen NB, Fornito A, Yücel M (2009) Structural brain abnormalities in major depressive disorder: a selective review of recent MRI studies. J Affect Disord 117(1):1–17CrossRefPubMed Lorenzetti V, Allen NB, Fornito A, Yücel M (2009) Structural brain abnormalities in major depressive disorder: a selective review of recent MRI studies. J Affect Disord 117(1):1–17CrossRefPubMed
13.
go back to reference Koolschijn P, van Haren NE, Lensvelt-Mulders GJ, Pol H, Hilleke E, Kahn RS (2009) Brain volume abnormalities in major depressive disorder: a meta-analysis of magnetic resonance imaging studies. Hum Brain Mapp 30(11):3719–3735CrossRefPubMedPubMedCentral Koolschijn P, van Haren NE, Lensvelt-Mulders GJ, Pol H, Hilleke E, Kahn RS (2009) Brain volume abnormalities in major depressive disorder: a meta-analysis of magnetic resonance imaging studies. Hum Brain Mapp 30(11):3719–3735CrossRefPubMedPubMedCentral
14.
go back to reference Paelecke-Habermann Y, Pohl J, Leplow B (2005) Attention and executive functions in remitted major depression patients. J Affect Disord 89(1):125–135CrossRefPubMed Paelecke-Habermann Y, Pohl J, Leplow B (2005) Attention and executive functions in remitted major depression patients. J Affect Disord 89(1):125–135CrossRefPubMed
15.
go back to reference Biringer E, Lundervold A, Stordal K, Mykletun A, Egeland J, Bottlender R, Lund A (2005) Executive function improvement upon remission of recurrent unipolar depression. Eur Arch Psychiatry Clin Neurosci 255(6):373–380CrossRefPubMed Biringer E, Lundervold A, Stordal K, Mykletun A, Egeland J, Bottlender R, Lund A (2005) Executive function improvement upon remission of recurrent unipolar depression. Eur Arch Psychiatry Clin Neurosci 255(6):373–380CrossRefPubMed
19.
go back to reference Bennabi D, Vandel P, Papaxanthis C, Pozzo T, Haffen E (2013) Psychomotor retardation in depression: a systematic review of diagnostic, pathophysiologic, and therapeutic implications. BioMed Res Int 2013:158746CrossRefPubMedPubMedCentral Bennabi D, Vandel P, Papaxanthis C, Pozzo T, Haffen E (2013) Psychomotor retardation in depression: a systematic review of diagnostic, pathophysiologic, and therapeutic implications. BioMed Res Int 2013:158746CrossRefPubMedPubMedCentral
20.
go back to reference Taylor BP, Bruder GE, Stewart JW, McGrath PJ, Halperin J, Ehrlichman H, Quitkin FM (2006) Psychomotor slowing as a predictor of fluoxetine nonresponse in depressed outpatients. Am J Psychiatry 163(1):73–78CrossRefPubMed Taylor BP, Bruder GE, Stewart JW, McGrath PJ, Halperin J, Ehrlichman H, Quitkin FM (2006) Psychomotor slowing as a predictor of fluoxetine nonresponse in depressed outpatients. Am J Psychiatry 163(1):73–78CrossRefPubMed
21.
go back to reference Hoeppner J, Padberg F, Domes G, Zinke A, Herpertz SC, Großheinrich N, Herwig U (2010) Influence of repetitive transcranial magnetic stimulation on psychomotor symptoms in major depression. Eur Arch Psychiatry Clin Neurosci 260(3):197–202CrossRefPubMed Hoeppner J, Padberg F, Domes G, Zinke A, Herpertz SC, Großheinrich N, Herwig U (2010) Influence of repetitive transcranial magnetic stimulation on psychomotor symptoms in major depression. Eur Arch Psychiatry Clin Neurosci 260(3):197–202CrossRefPubMed
22.
23.
go back to reference Hoeppner J, Prudente-Morrissey L, Herpertz SC, Benecke R, Walter U (2009) Substantia nigra hyperechogenicity in depressive subjects relates to motor asymmetry and impaired word fluency. Eur Arch Psychiatry Clin Neurosci 259(2):92CrossRefPubMed Hoeppner J, Prudente-Morrissey L, Herpertz SC, Benecke R, Walter U (2009) Substantia nigra hyperechogenicity in depressive subjects relates to motor asymmetry and impaired word fluency. Eur Arch Psychiatry Clin Neurosci 259(2):92CrossRefPubMed
24.
go back to reference Langenecker SA, Kennedy SE, Guidotti LM, Briceno EM, Own LS, Hooven T, Young EA, Akil H, Noll DC, Zubieta J-K (2007) Frontal and limbic activation during inhibitory control predicts treatment response in major depressive disorder. Biol Psychiatry 62(11):1272–1280CrossRefPubMedPubMedCentral Langenecker SA, Kennedy SE, Guidotti LM, Briceno EM, Own LS, Hooven T, Young EA, Akil H, Noll DC, Zubieta J-K (2007) Frontal and limbic activation during inhibitory control predicts treatment response in major depressive disorder. Biol Psychiatry 62(11):1272–1280CrossRefPubMedPubMedCentral
25.
go back to reference Davidson RJ (1992) Anterior cerebral asymmetry and the nature of emotion. Brain Cogn 20(1):125–151CrossRefPubMed Davidson RJ (1992) Anterior cerebral asymmetry and the nature of emotion. Brain Cogn 20(1):125–151CrossRefPubMed
26.
go back to reference Reuter-Lorenz P, Davidson RJ (1981) Differential contributions of the two cerebral hemispheres to the perception of happy and sad faces. Neuropsychologia 19(4):609–613CrossRefPubMed Reuter-Lorenz P, Davidson RJ (1981) Differential contributions of the two cerebral hemispheres to the perception of happy and sad faces. Neuropsychologia 19(4):609–613CrossRefPubMed
27.
go back to reference Henriques JB, Davidson RJ (1991) Left frontal hypoactivation in depression. J Abnorm Psychol 100(4):535CrossRefPubMed Henriques JB, Davidson RJ (1991) Left frontal hypoactivation in depression. J Abnorm Psychol 100(4):535CrossRefPubMed
28.
go back to reference Goldstein K (1939) The organism: a holistic approach to biology derived from pathological data in man. American Book Publishing, Salt Lake City, UTCrossRef Goldstein K (1939) The organism: a holistic approach to biology derived from pathological data in man. American Book Publishing, Salt Lake City, UTCrossRef
29.
go back to reference Schaffer CE, Davidson RJ, Saron C (1983) Frontal and parietal electroencephalogram asymmetry in depressed and nondepressed subjects. Biol Psychiatry 18(7):753–762PubMed Schaffer CE, Davidson RJ, Saron C (1983) Frontal and parietal electroencephalogram asymmetry in depressed and nondepressed subjects. Biol Psychiatry 18(7):753–762PubMed
30.
go back to reference Cook IA, O’Hara R, Uijtdehaage SH, Mandelkern M, Leuchter AF (1998) Assessing the accuracy of topographic EEG mapping for determining local brain function. Electroencephalogr Clin Neurophysiol 107(6):408–414CrossRefPubMed Cook IA, O’Hara R, Uijtdehaage SH, Mandelkern M, Leuchter AF (1998) Assessing the accuracy of topographic EEG mapping for determining local brain function. Electroencephalogr Clin Neurophysiol 107(6):408–414CrossRefPubMed
31.
go back to reference Bruder GE, Fong R, Tenke CE, Leite P, Towey JP, Stewart JE, McGrath PJ, Quitkin FM (1997) Regional brain asymmetries in major depression with or without an anxiety disorder: a quantitative electroencephalographic study. Biol Psychiatry 41(9):939–948CrossRefPubMed Bruder GE, Fong R, Tenke CE, Leite P, Towey JP, Stewart JE, McGrath PJ, Quitkin FM (1997) Regional brain asymmetries in major depression with or without an anxiety disorder: a quantitative electroencephalographic study. Biol Psychiatry 41(9):939–948CrossRefPubMed
33.
34.
go back to reference Matousek M (1983) EEG vigilance profile as a supplement of psychiatric data. Neuropsychobiology 9(4):250–253CrossRefPubMed Matousek M (1983) EEG vigilance profile as a supplement of psychiatric data. Neuropsychobiology 9(4):250–253CrossRefPubMed
35.
go back to reference Arns M, Gunkelman J, Olbrich S, Sander C, Hegerl U (2011) EEG vigilance and phenotypes in neuropsychiatry: Implications for intervention. In: Coben R, Evans JR (eds) Neurofeedback and neuromodulation techniques and applications. Elsevier Inc, Amsterdam, pp 79–435CrossRef Arns M, Gunkelman J, Olbrich S, Sander C, Hegerl U (2011) EEG vigilance and phenotypes in neuropsychiatry: Implications for intervention. In: Coben R, Evans JR (eds) Neurofeedback and neuromodulation techniques and applications. Elsevier Inc, Amsterdam, pp 79–435CrossRef
36.
37.
go back to reference Hegerl U, Wilk K, Olbrich S, Schoenknecht P, Sander C (2012) Hyperstable regulation of vigilance in patients with major depressive disorder. World J Biol Psychiatry 13(6):436–446CrossRefPubMed Hegerl U, Wilk K, Olbrich S, Schoenknecht P, Sander C (2012) Hyperstable regulation of vigilance in patients with major depressive disorder. World J Biol Psychiatry 13(6):436–446CrossRefPubMed
38.
go back to reference First MB, Spitzer RL, Gibbon M, Williams JBW (1996) Structured Clinical Interview for DSM-IV Axis I Disorders, Clinician Version (SCID-CV). American Psychiatric Press, Washington DC First MB, Spitzer RL, Gibbon M, Williams JBW (1996) Structured Clinical Interview for DSM-IV Axis I Disorders, Clinician Version (SCID-CV). American Psychiatric Press, Washington DC
39.
go back to reference First MB, Gibbon M, Spitzer RL, Williams JB (1996) User’s guide for the structured clinical interview for DSM-IV axis I disorders—research version. Biometrics Research Department, New York State Psychiatric Institute, New York First MB, Gibbon M, Spitzer RL, Williams JB (1996) User’s guide for the structured clinical interview for DSM-IV axis I disorders—research version. Biometrics Research Department, New York State Psychiatric Institute, New York
40.
go back to reference Stroop JR (1935) Studies of interference in serial verbal reactions. J Exp Psychol 18(6):643CrossRef Stroop JR (1935) Studies of interference in serial verbal reactions. J Exp Psychol 18(6):643CrossRef
41.
go back to reference Arnett JA, Labovitz SS (1995) Effect of physical layout in performance of the Trail Making Test. Psychol Assess 7(2):220CrossRef Arnett JA, Labovitz SS (1995) Effect of physical layout in performance of the Trail Making Test. Psychol Assess 7(2):220CrossRef
42.
go back to reference Aschenbrenner S, Tucha O, Lange KW (2000) Regensburger Wortflüssigkeits-Test: RWT. Verlag für Psychologie, Hogrefe Aschenbrenner S, Tucha O, Lange KW (2000) Regensburger Wortflüssigkeits-Test: RWT. Verlag für Psychologie, Hogrefe
43.
go back to reference Beck AT, Steer RA, Brown GK (1996) Beck depression inventory Beck AT, Steer RA, Brown GK (1996) Beck depression inventory
44.
go back to reference Williams JB (1988) A structured interview guide for the Hamilton Depression Rating Scale. Arch Gen Psychiatry 45(8):742–747CrossRefPubMed Williams JB (1988) A structured interview guide for the Hamilton Depression Rating Scale. Arch Gen Psychiatry 45(8):742–747CrossRefPubMed
45.
go back to reference Sobin C, Mayer L, Endicott J (1998) The motor agitation and retardation scale: a scale for the assessment of motor abnormalities in depressed patients. J Neuropsychiatry Clin Neurosci 10(1):85–92CrossRefPubMed Sobin C, Mayer L, Endicott J (1998) The motor agitation and retardation scale: a scale for the assessment of motor abnormalities in depressed patients. J Neuropsychiatry Clin Neurosci 10(1):85–92CrossRefPubMed
46.
go back to reference Buysse DJ, Reynolds CF, Monk TH, Berman SR, Kupfer DJ (1989) The Pittsburgh Sleep Quality Index: a new instrument for psychiatric practice and research. Psychiatry Res 28(2):193–213CrossRefPubMed Buysse DJ, Reynolds CF, Monk TH, Berman SR, Kupfer DJ (1989) The Pittsburgh Sleep Quality Index: a new instrument for psychiatric practice and research. Psychiatry Res 28(2):193–213CrossRefPubMed
47.
go back to reference Krane-Gartiser K, Henriksen T, Vaaler AE, Fasmer OB, Morken G (2015) Actigraphically assessed activity in unipolar depression: a comparison of inpatients with and without motor retardation. J Clin Psychiatry 76(9):1181–1187CrossRefPubMed Krane-Gartiser K, Henriksen T, Vaaler AE, Fasmer OB, Morken G (2015) Actigraphically assessed activity in unipolar depression: a comparison of inpatients with and without motor retardation. J Clin Psychiatry 76(9):1181–1187CrossRefPubMed
48.
go back to reference Schrijvers D, Hulstijn W, Sabbe BG (2008) Psychomotor symptoms in depression: a diagnostic, pathophysiological and therapeutic tool. J Affect Disord 109(1–2):1–20CrossRefPubMed Schrijvers D, Hulstijn W, Sabbe BG (2008) Psychomotor symptoms in depression: a diagnostic, pathophysiological and therapeutic tool. J Affect Disord 109(1–2):1–20CrossRefPubMed
49.
go back to reference Hauge ER, Berle J, Oedegaard KJ, Holsten F, Fasmer OB (2011) Nonlinear analysis of motor activity shows differences between schizophrenia and depression: a study using Fourier analysis and sample entropy. PLoS One 6(1):e16291CrossRefPubMedPubMedCentral Hauge ER, Berle J, Oedegaard KJ, Holsten F, Fasmer OB (2011) Nonlinear analysis of motor activity shows differences between schizophrenia and depression: a study using Fourier analysis and sample entropy. PLoS One 6(1):e16291CrossRefPubMedPubMedCentral
50.
go back to reference White LK, McDermott JM, Degnan KA, Henderson HA, Fox NA (2011) Behavioral inhibition and anxiety: the moderating roles of inhibitory control and attention shifting. J Abnorm Child Psychol 39(5):735–747CrossRefPubMedPubMedCentral White LK, McDermott JM, Degnan KA, Henderson HA, Fox NA (2011) Behavioral inhibition and anxiety: the moderating roles of inhibitory control and attention shifting. J Abnorm Child Psychol 39(5):735–747CrossRefPubMedPubMedCentral
51.
go back to reference Goeleven E, De Raedt R, Baert S, Koster EH (2006) Deficient inhibition of emotional information in depression. J Affect Disord 93(1–3):149–157CrossRefPubMed Goeleven E, De Raedt R, Baert S, Koster EH (2006) Deficient inhibition of emotional information in depression. J Affect Disord 93(1–3):149–157CrossRefPubMed
53.
go back to reference Tsuchida A, Fellows LK (2013) Are core component processes of executive function dissociable within the frontal lobes? Evidence from humans with focal prefrontal damage. Cortex 49(7):1790–1800CrossRefPubMed Tsuchida A, Fellows LK (2013) Are core component processes of executive function dissociable within the frontal lobes? Evidence from humans with focal prefrontal damage. Cortex 49(7):1790–1800CrossRefPubMed
54.
go back to reference Rogers MA, Kasai K, Koji M, Fukuda R, Iwanami A, Nakagome K, Fukuda M, Kato N (2004) Executive and prefrontal dysfunction in unipolar depression: a review of neuropsychological and imaging evidence. Neurosci Res 50(1):1–11CrossRefPubMed Rogers MA, Kasai K, Koji M, Fukuda R, Iwanami A, Nakagome K, Fukuda M, Kato N (2004) Executive and prefrontal dysfunction in unipolar depression: a review of neuropsychological and imaging evidence. Neurosci Res 50(1):1–11CrossRefPubMed
55.
go back to reference Amodio DM, Master SL, Yee CM, Taylor SE (2008) Neurocognitive components of the behavioral inhibition and activation systems: implications for theories of self-regulation. Psychophysiology 45(1):11–19PubMed Amodio DM, Master SL, Yee CM, Taylor SE (2008) Neurocognitive components of the behavioral inhibition and activation systems: implications for theories of self-regulation. Psychophysiology 45(1):11–19PubMed
56.
go back to reference Brzezicka A, Kamiński J, Kamińska OK, Wołyńczyk-Gmaj D, Sedek G (2017) Frontal EEG alpha band asymmetry as a predictor of reasoning deficiency in depressed people. Cogn Emot 31(5):868–878CrossRefPubMed Brzezicka A, Kamiński J, Kamińska OK, Wołyńczyk-Gmaj D, Sedek G (2017) Frontal EEG alpha band asymmetry as a predictor of reasoning deficiency in depressed people. Cogn Emot 31(5):868–878CrossRefPubMed
58.
go back to reference Arns M, Bruder G, Hegerl U, Spooner C, Palmer DM, Etkin A, Fallahpour K, Gatt JM, Hirshberg L, Gordon E (2016) EEG alpha asymmetry as a gender-specific predictor of outcome to acute treatment with different antidepressant medications in the randomized iSPOT-D study. Clin Neurophysiol 127(1):509–519CrossRefPubMed Arns M, Bruder G, Hegerl U, Spooner C, Palmer DM, Etkin A, Fallahpour K, Gatt JM, Hirshberg L, Gordon E (2016) EEG alpha asymmetry as a gender-specific predictor of outcome to acute treatment with different antidepressant medications in the randomized iSPOT-D study. Clin Neurophysiol 127(1):509–519CrossRefPubMed
59.
go back to reference Coan JA, Allen JJ (2004) Frontal EEG asymmetry as a moderator and mediator of emotion. Biol Psychol 67(1):7–50CrossRefPubMed Coan JA, Allen JJ (2004) Frontal EEG asymmetry as a moderator and mediator of emotion. Biol Psychol 67(1):7–50CrossRefPubMed
60.
go back to reference De Raedt R, Franck E, Fannes K, Verstraeten E (2008) Is the relationship between frontal EEG alpha asymmetry and depression mediated by implicit or explicit self-esteem? Biol Psychol 77(1):89–92CrossRefPubMed De Raedt R, Franck E, Fannes K, Verstraeten E (2008) Is the relationship between frontal EEG alpha asymmetry and depression mediated by implicit or explicit self-esteem? Biol Psychol 77(1):89–92CrossRefPubMed
61.
go back to reference Gold C, FACHNER J, ERKKILÄ J (2013) Validity and reliability of electroencephalographic frontal alpha asymmetry and frontal midline theta as biomarkers for depression. Scand J Psychol 54(2):118–126CrossRefPubMed Gold C, FACHNER J, ERKKILÄ J (2013) Validity and reliability of electroencephalographic frontal alpha asymmetry and frontal midline theta as biomarkers for depression. Scand J Psychol 54(2):118–126CrossRefPubMed
62.
go back to reference Jaworska N, Blier P, Fusee W, Knott V (2012) Alpha power, alpha asymmetry and anterior cingulate cortex activity in depressed males and females. J Psychiatr Res 46(11):1483–1491CrossRefPubMedPubMedCentral Jaworska N, Blier P, Fusee W, Knott V (2012) Alpha power, alpha asymmetry and anterior cingulate cortex activity in depressed males and females. J Psychiatr Res 46(11):1483–1491CrossRefPubMedPubMedCentral
64.
go back to reference Tomarken AJ, Davidson RJ (1994) Frontal brain activation in repressors and nonrepressors. J Abnorm Psychol 103(2):339CrossRefPubMed Tomarken AJ, Davidson RJ (1994) Frontal brain activation in repressors and nonrepressors. J Abnorm Psychol 103(2):339CrossRefPubMed
66.
go back to reference Diego MA, Field T, Hernandez-Reif M (2001) CES-D depression scores are correlated with frontal EEG alpha asymmetry. Depress Anxiety 13(1):32–37CrossRefPubMed Diego MA, Field T, Hernandez-Reif M (2001) CES-D depression scores are correlated with frontal EEG alpha asymmetry. Depress Anxiety 13(1):32–37CrossRefPubMed
67.
go back to reference Debener S, Beauducel A, Nessler D, Brocke B, Heilemann H, Kayser J (2000) Is resting anterior EEG alpha asymmetry a trait marker for depression? Findings for healthy adults and clinically depressed patients. Neuropsychobiology 41(1):31–37 (doi:26630) CrossRefPubMed Debener S, Beauducel A, Nessler D, Brocke B, Heilemann H, Kayser J (2000) Is resting anterior EEG alpha asymmetry a trait marker for depression? Findings for healthy adults and clinically depressed patients. Neuropsychobiology 41(1):31–37 (doi:26630) CrossRefPubMed
68.
go back to reference Graae F, Tenke C, Bruder G, Rotheram M-J, Piacentini J, Castro-Blanco D, Leite P, Towey J (1996) Abnormality of EEG alpha asymmetry in female adolescent suicide attempters. Biol Psychiatry 40(8):706–713CrossRefPubMed Graae F, Tenke C, Bruder G, Rotheram M-J, Piacentini J, Castro-Blanco D, Leite P, Towey J (1996) Abnormality of EEG alpha asymmetry in female adolescent suicide attempters. Biol Psychiatry 40(8):706–713CrossRefPubMed
69.
go back to reference Kemp A, Griffiths K, Felmingham K, Shankman S, Drinkenburg W, Arns M, Clark C, Bryant R (2010) Disorder specificity despite comorbidity: resting EEG alpha asymmetry in major depressive disorder and post-traumatic stress disorder. Biol Psychol 85(2):350–354CrossRefPubMed Kemp A, Griffiths K, Felmingham K, Shankman S, Drinkenburg W, Arns M, Clark C, Bryant R (2010) Disorder specificity despite comorbidity: resting EEG alpha asymmetry in major depressive disorder and post-traumatic stress disorder. Biol Psychol 85(2):350–354CrossRefPubMed
70.
go back to reference Davidson RJ (1988) EEG measures of cerebral asymmetry: conceptual and methodological issues. Int J Neuroscience 39(1–2):71–89CrossRef Davidson RJ (1988) EEG measures of cerebral asymmetry: conceptual and methodological issues. Int J Neuroscience 39(1–2):71–89CrossRef
71.
go back to reference Davidson RJ (1998) Anterior electrophysiological asymmetries, emotion, and depression: conceptual and methodological conundrums. Psychophysiology 35(5):607–614CrossRefPubMed Davidson RJ (1998) Anterior electrophysiological asymmetries, emotion, and depression: conceptual and methodological conundrums. Psychophysiology 35(5):607–614CrossRefPubMed
72.
go back to reference Ford MR, Goethe JW, Dekker DK (1986) EEG coherence and power in the discrimination of psychiatric disorders and medication effects. Biol Psychiatry 21(12):1175–1188CrossRefPubMed Ford MR, Goethe JW, Dekker DK (1986) EEG coherence and power in the discrimination of psychiatric disorders and medication effects. Biol Psychiatry 21(12):1175–1188CrossRefPubMed
73.
go back to reference Velo JR, Stewart JL, Hasler BP, Towers DN, Allen JJ (2012) Should it matter when we record? Time of year and time of day as factors influencing frontal EEG asymmetry. Biol Psychol 91(2):283–291CrossRefPubMedPubMedCentral Velo JR, Stewart JL, Hasler BP, Towers DN, Allen JJ (2012) Should it matter when we record? Time of year and time of day as factors influencing frontal EEG asymmetry. Biol Psychol 91(2):283–291CrossRefPubMedPubMedCentral
74.
go back to reference Anokhin AP, Heath AC, Myers E (2006) Genetic and environmental influences on frontal EEG asymmetry: a twin study. Biol Psychol 71(3):289–295CrossRefPubMed Anokhin AP, Heath AC, Myers E (2006) Genetic and environmental influences on frontal EEG asymmetry: a twin study. Biol Psychol 71(3):289–295CrossRefPubMed
75.
go back to reference Jesulola E, Sharpley CF, Agnew LL (2017) The effects of gender and depression severity on the association between alpha asymmetry and depression across four brain regions. Behav Brain Res 321:232–239CrossRefPubMed Jesulola E, Sharpley CF, Agnew LL (2017) The effects of gender and depression severity on the association between alpha asymmetry and depression across four brain regions. Behav Brain Res 321:232–239CrossRefPubMed
76.
go back to reference Brébion G, Amador X, Smith M, Malaspina D, Sharif Z, Gorman JM (2000) Depression, psychomotor retardation, negative symptoms, and memory in schizophrenia. Neuropsychiatry Neuropsychol Behav Neurol 13(3):177–183PubMed Brébion G, Amador X, Smith M, Malaspina D, Sharif Z, Gorman JM (2000) Depression, psychomotor retardation, negative symptoms, and memory in schizophrenia. Neuropsychiatry Neuropsychol Behav Neurol 13(3):177–183PubMed
77.
go back to reference Berkman ET, Lieberman MD (2010) Approaching the bad and avoiding the good: lateral prefrontal cortical asymmetry distinguishes between action and valence. J Cogn Neurosci 22(9):1970–1979CrossRefPubMedPubMedCentral Berkman ET, Lieberman MD (2010) Approaching the bad and avoiding the good: lateral prefrontal cortical asymmetry distinguishes between action and valence. J Cogn Neurosci 22(9):1970–1979CrossRefPubMedPubMedCentral
80.
go back to reference Olbrich S, Arns M (2013) EEG biomarkers in major depressive disorder: discriminative power and prediction of treatment response. Int Rev Psychiatry 25(5):604–618CrossRefPubMed Olbrich S, Arns M (2013) EEG biomarkers in major depressive disorder: discriminative power and prediction of treatment response. Int Rev Psychiatry 25(5):604–618CrossRefPubMed
81.
go back to reference Eyre HA, Forbes M, Lavretsky H, Baune BT (2016) Pharmacological treatment and prevention of cardiovascular diseases and depression comorbidity: understanding epidemiological, clinical trial evidence, and the biological underpinnings. In: Baune B, Tully P (eds) Cardiovascular diseases and depression. Springer, Cham, pp 411–443 Eyre HA, Forbes M, Lavretsky H, Baune BT (2016) Pharmacological treatment and prevention of cardiovascular diseases and depression comorbidity: understanding epidemiological, clinical trial evidence, and the biological underpinnings. In: Baune B, Tully P (eds) Cardiovascular diseases and depression. Springer, Cham, pp 411–443
82.
go back to reference Fusar-Poli P, Nelson B, Valmaggia L, Yung AR, McGuire PK (2014) Comorbid depressive and anxiety disorders in 509 individuals with an at-risk mental state: impact on psychopathology and transition to psychosis. Schizophr Bull 40(1):120–131CrossRefPubMed Fusar-Poli P, Nelson B, Valmaggia L, Yung AR, McGuire PK (2014) Comorbid depressive and anxiety disorders in 509 individuals with an at-risk mental state: impact on psychopathology and transition to psychosis. Schizophr Bull 40(1):120–131CrossRefPubMed
Metadata
Title
Combined cognitive, psychomotor and electrophysiological biomarkers in major depressive disorder
Authors
Ping Chai Koo
Christoph Berger
Golo Kronenberg
Julia Bartz
Peter Wybitul
Olaf Reis
Jacqueline Hoeppner
Publication date
01-10-2019
Publisher
Springer Berlin Heidelberg
Published in
European Archives of Psychiatry and Clinical Neuroscience / Issue 7/2019
Print ISSN: 0940-1334
Electronic ISSN: 1433-8491
DOI
https://doi.org/10.1007/s00406-018-0952-9

Other articles of this Issue 7/2019

European Archives of Psychiatry and Clinical Neuroscience 7/2019 Go to the issue