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Cho Y, Park YM, Shim M, Lee SH. Relationship between Loudness Dependence of Auditory-evoked Potentials and Suicidality. CLINICAL PSYCHOPHARMACOLOGY AND NEUROSCIENCE : THE OFFICIAL SCIENTIFIC JOURNAL OF THE KOREAN COLLEGE OF NEUROPSYCHOPHARMACOLOGY 2023; 21:742-748. [PMID: 37859447 PMCID: PMC10591167 DOI: 10.9758/cpn.23.1050] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/04/2023] [Revised: 03/08/2023] [Accepted: 03/13/2023] [Indexed: 10/21/2023]
Abstract
Objective : Serotonin concentration is associated with suicide in patients with major depressive disorder. Loudness dependence of auditory-evoked potentials (LDAEPs), a representative neurophysiological indicator, is related to serotonin activity. Therefore, this study aimed to investigate the relationship between LDAEPs and suicidal ideation, suicide attempts, and the severity of depression. Methods : We evaluated the scalp N1, P2, and N1/P2 LDAEPs along with standardized low-resolution brain electromagnetic tomography (sLORETA)-localized N1, P2, and N1/P2 LDAEPs of 221 patients with major depressive disorder. The demographic and clinical data of the patients, including data on suicidal ideation and previous suicide attempts, were obtained from clinical interviews and medical records. The severity of depression was assessed using the Beck Depression Inventory and Hamilton Depression Rating Scale, whereas suicidal ideation was evaluated using the Beck Scale for Suicidal Ideation (BSS). Results : The total BSS score was associated with low N1/P2 LDAEP (p = 0.045), whereas P2 sLORETA-LDAEP was associated with lower previous suicide attempts (p = 0.043). In addition, suicide attempt was correlated with an elevated P2 left sLORETA-LDAEP (coefficient = 4.638, p = 0.038). Conclusion : These findings suggest that suicidal ideation is associated with decreased LDAEP, whereas suicide attempt is associated with increased LDAEP.
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Affiliation(s)
- Youngjun Cho
- Department of Psychiatry, Ilsan Paik Hospital, Inje University College of Medicine, Goyang, Korea
| | - Young-Min Park
- Department of Psychiatry, Ilsan Paik Hospital, Inje University College of Medicine, Goyang, Korea
| | - Miseon Shim
- Institute of Industrial Technology, Korea University, Sejong, Korea
| | - Seung-Hwan Lee
- Department of Psychiatry, Ilsan Paik Hospital, Inje University College of Medicine, Goyang, Korea
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Jang KI, Kim S, Chae JH, Lee C. Machine learning-based classification using electroencephalographic multi-paradigms between drug-naïve patients with depression and healthy controls. J Affect Disord 2023; 338:270-277. [PMID: 37271294 DOI: 10.1016/j.jad.2023.06.002] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/26/2022] [Revised: 05/31/2023] [Accepted: 06/01/2023] [Indexed: 06/06/2023]
Abstract
BACKGROUND Electroencephalography (EEG) is a supplementary diagnostic tool in psychiatry but lacks practical usage. EEG has demonstrated inconsistent diagnostic ability because major depressive disorder (MDD) is a heterogeneous psychiatric disorder with complex pathologies. In clinical psychiatry, it is essential to detect these complexities using multiple EEG paradigms. Though the application of machine learning to EEG signals in psychiatry has increased, an improvement in its classification performance is still required clinically. We tested the classification performance of multiple EEG paradigms in drug-naïve patients with MDD and healthy controls (HCs). METHODS Thirty-one drug-naïve patients with MDD and 31 HCs were recruited in this study. Resting-state EEG (REEG), the loudness dependence of auditory evoked potentials (LDAEP), and P300 were recorded for all participants. Linear discriminant analysis (LDA) and support vector machine (SVM) classifiers with t-test-based feature selection were used to classify patients and HCs. RESULTS The highest accuracy was 94.52 % when 14 selected features, including 12 P300 amplitudes (P300A) and two LDAEP features, were layered. The accuracy was 90.32 % when a SVM classifier for 30 selected features (14 P300A, 14 LDAEP, and 2 REEG) was layered in comparison to each REEG, P300A, and LDAEP, the best accuracies of which were 71.57 % (2-layered with LDA), 87.12 % (1-layered with LDA), and 83.87 % (6-layered with SVM), respectively. LIMITATIONS The present study was limited by small sample size and difference in formal education year. CONCLUSIONS Multiple EEG paradigms are more beneficial than a single EEG paradigm for classifying drug-naïve patients with MDD and HCs.
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Affiliation(s)
- Kuk-In Jang
- Cognitive Science Research Group, Korea Brain Research Institute (KBRI), Daegu, Republic of Korea
| | - Sungkean Kim
- Department of Human-Computer Interaction, Hanyang University, Ansan, Republic of Korea
| | - Jeong-Ho Chae
- Department of psychiatry, College of medicine, The Catholic University of Korea, Seoul, Republic of Korea
| | - Chany Lee
- Cognitive Science Research Group, Korea Brain Research Institute (KBRI), Daegu, Republic of Korea.
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Can AT, Schwenn PE, Isbel B, Beaudequin D, Bouças AP, Dutton M, Jones M, Gallay CC, Forsyth G, Bennett MR, Lagopoulos J, Hermens DF. Electrophysiological phenotypes of suicidality predict prolonged response to oral ketamine treatment. Prog Neuropsychopharmacol Biol Psychiatry 2023; 123:110701. [PMID: 36565983 DOI: 10.1016/j.pnpbp.2022.110701] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/17/2022] [Revised: 12/16/2022] [Accepted: 12/19/2022] [Indexed: 12/24/2022]
Abstract
Oral ketamine has shown to be a rapid-acting antidepressant and a potential treatment option for suicidality, however, repeated doses are often required. Objective markers of prolonged treatment response are needed to help individuals and clinicians make informed treatment decisions. This secondary analysis sought to identify objective electrophysiological predictors of both prolonged response and dose sensitivity to low-dose oral ketamine in people with chronic suicidality. Individuals with a Beck Scale for Suicide Ideation total score (BSS) ≥ 6 (N = 29) completed a six-week ketamine treatment, pre-treatment electroencephalography and follow-up assessment of suicidality (four weeks from the final ketamine dose). Prolonged response was observed in 52% of participants (follow-up BSS reduced by 50% or ≤6); nearly half were prolonged non-responders. There was decisive evidence for a predictive Bayesian linear regression model with follow-up BSS score as the response variable and pre-treatment auditory evoked power bands as predictors (theta, alpha and beta frequencies, BF10 = 17,948, R2 = 0.70). A Bayesian one-way ANOVA indicated strong evidence for a model of positive association between auditory evoked power and ketamine dose sensitivity (theta-alpha BF+0 = 108, effect size δ = 1.3, 95% CI 0.5-2.1; high-beta BF+0 = 7.4, δ = 0.8, 95% CI 0.1-1.6). Given auditory evoked power may index serotonin neurotransmission, these results suggest that a prolonged response to ketamine may, in part, be mediated by pre-treatment serotonergic functioning. In addition, the observed beta power differences may arise from GABAergic functioning. These suicidality phenotypes, identifiable by pre-treatment electrophysiology, may aid diagnosis, treatment selection and prediction of prolonged treatment outcome.
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Affiliation(s)
- Adem T Can
- Thompson Institute, University of the Sunshine Coast, Birtinya, Queensland, Australia
| | - Paul E Schwenn
- Thompson Institute, University of the Sunshine Coast, Birtinya, Queensland, Australia
| | - Ben Isbel
- Thompson Institute, University of the Sunshine Coast, Birtinya, Queensland, Australia
| | - Denise Beaudequin
- Thompson Institute, University of the Sunshine Coast, Birtinya, Queensland, Australia
| | - Ana P Bouças
- Thompson Institute, University of the Sunshine Coast, Birtinya, Queensland, Australia
| | - Megan Dutton
- Thompson Institute, University of the Sunshine Coast, Birtinya, Queensland, Australia
| | - Monique Jones
- Thompson Institute, University of the Sunshine Coast, Birtinya, Queensland, Australia
| | - Cyrana C Gallay
- Thompson Institute, University of the Sunshine Coast, Birtinya, Queensland, Australia
| | - Grace Forsyth
- Thompson Institute, University of the Sunshine Coast, Birtinya, Queensland, Australia
| | | | - Jim Lagopoulos
- Thompson Institute, University of the Sunshine Coast, Birtinya, Queensland, Australia
| | - Daniel F Hermens
- Thompson Institute, University of the Sunshine Coast, Birtinya, Queensland, Australia.
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Flasbeck V, Engelmann J, Klostermann B, Juckel G, Mavrogiorgou P. Relationships between fear of flying, loudness dependence of auditory evoked potentials and frontal alpha asymmetry. J Psychiatr Res 2023; 159:145-152. [PMID: 36724673 DOI: 10.1016/j.jpsychires.2023.01.031] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/03/2022] [Revised: 12/27/2022] [Accepted: 01/26/2023] [Indexed: 01/30/2023]
Abstract
Previous research has suggested that fear of flying, which is defined as a situational, specific phobia, could overlap with depressive and anxiety disorders. Whether the neuronal dysfunctions including altered serotonergic activity in the brain and altered neural oscillations observed for depressive and anxiety disorders also overlap with alterations in fear of flying is unclear. Here, thirty-six participants with self-reported fear of flying (FF) and forty-one unaffected participants (NFF) were recruited. The participants completed the Beck Depression Inventory (BDI-II), the State-trait Anxiety Inventory (STAI) and the Fear of Flying Scale (FFS). EEG-recording was conducted during resting-state and during presentation of auditory stimuli with varying loudness levels for analysis of the Loudness Dependence of Auditory Evoked Potentials (LDAEP), which is suggested to be inversely related to central serotonergic activity. Participants with fear of flying did not differ from the control group with regard to BDI-II and STAI data. The LDAEP was higher over F4 electrode in the FF group compared to controls, whereas exploratory analysis suggest that differences between groups were conveyed by female participants. Moreover, the FF group showed relatively higher right frontal alpha activity compared to the control group, whereas no difference in frequency power (alpha, beta and theta) was observed. Thus, this study brought the first hint for reduced serotonergic activity in individuals with fear of flying and relatively higher right frontal activity. Thus, based on the preliminary findings, future research should aim to examine the boundaries with anxiety and depressive disorders and to clarify the distinct neural mechanisms.
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Affiliation(s)
- Vera Flasbeck
- Department of Psychiatry, LWL-University Hospital, Ruhr University Bochum, Alexandrinenstraße 1-3, 44791, Bochum, Germany.
| | - Josefina Engelmann
- Department of Psychiatry, LWL-University Hospital, Ruhr University Bochum, Alexandrinenstraße 1-3, 44791, Bochum, Germany.
| | - Bettina Klostermann
- Department of Psychiatry, LWL-University Hospital, Ruhr University Bochum, Alexandrinenstraße 1-3, 44791, Bochum, Germany.
| | - Georg Juckel
- Department of Psychiatry, LWL-University Hospital, Ruhr University Bochum, Alexandrinenstraße 1-3, 44791, Bochum, Germany.
| | - Paraskevi Mavrogiorgou
- Department of Psychiatry, LWL-University Hospital, Ruhr University Bochum, Alexandrinenstraße 1-3, 44791, Bochum, Germany.
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Park EJ, Park YM, Lee SH, Kim B. The Loudness Dependence of Auditory Evoked Potentials is associated with the Symptom Severity and Treatment in Boys with Attention Deficit Hyperactivity Disorder. CLINICAL PSYCHOPHARMACOLOGY AND NEUROSCIENCE 2022; 20:514-525. [PMID: 35879036 PMCID: PMC9329111 DOI: 10.9758/cpn.2022.20.3.514] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/26/2021] [Revised: 01/20/2022] [Accepted: 02/02/2022] [Indexed: 11/18/2022]
Abstract
Objective Methods Results Conclusion
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Affiliation(s)
- Eun Jin Park
- Department of Psychiatry, Inje University Ilsan Paik Hospital, Goyang, Korea
| | - Young-Min Park
- Department of Psychiatry, Inje University Ilsan Paik Hospital, Goyang, Korea
| | - Seung-Hwan Lee
- Department of Psychiatry, Inje University Ilsan Paik Hospital, Goyang, Korea
| | - Bongseog Kim
- Department of Psychiatry, Inje University Sanggye Paik Hospital, Seoul, Korea
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Kangas ES, Vuoriainen E, Lindeman S, Astikainen P. Auditory event-related potentials in separating patients with depressive disorders and non-depressed controls: A narrative review. Int J Psychophysiol 2022; 179:119-142. [PMID: 35839902 DOI: 10.1016/j.ijpsycho.2022.07.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2021] [Revised: 06/30/2022] [Accepted: 07/07/2022] [Indexed: 10/17/2022]
Abstract
This narrative review brings together the findings regarding the differences in the auditory event-related potentials (ERPs) between patients with depressive disorder and non-depressed control subjects. These studies' results can inform us of the possible alterations in sensory-cognitive processing in depressive disorders and the potential of using these ERPs in clinical applications. Auditory P3, mismatch negativity (MMN) and loudness dependence of auditory evoked potentials (LDAEP) were the subjects of the investigation. A search in PubMed yielded 84 studies. The findings of the reviewed studies were not highly consistent, but some patterns could be identified. For auditory P3b, the common findings were attenuated amplitude and prolonged latency among depressed patients. Regarding auditory MMN, especially the amplitude of duration deviance MMN was commonly attenuated, and the amplitude of frequency deviance MMN was increased in depressed patients. In LDAEP studies, generally, no differences between depressed patients and non-depressed controls were reported, although some group differences concerning specific depression subtypes were found. This review posits that future research should investigate whether certain stimulus conditions are particularly efficient at separating depressed and non-depressed participant groups. Future studies should contrast responses in different subpopulations of depressed patients, as well as different clinical groups (e.g., depressive disorder and anxiety disorder patients), to investigate the specificity of the auditory ERP alterations for depressive disorders.
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Affiliation(s)
- Elina S Kangas
- Department of Psychology, University of Jyvaskyla, Jyväskylä, Finland.
| | - Elisa Vuoriainen
- Human Information Processing Laboratory, Faculty of Social Sciences / Psychology, Tampere University, Tampere, Finland
| | - Sari Lindeman
- Institute of Clinical Medicine, University of Eastern Finland, Kuopio, Finland; Central Finland Health Care District, Jyväskylä, Finland
| | - Piia Astikainen
- Department of Psychology, University of Jyvaskyla, Jyväskylä, Finland
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Jang KI, Kim S, Lee C, Chae JH. Association between the loudness dependence of auditory evoked potentials and age in patients with schizophrenia and depression. J Int Med Res 2022; 50:3000605221109789. [PMID: 35808808 PMCID: PMC9274422 DOI: 10.1177/03000605221109789] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
Abstract
Objective Although serotonergic dysfunction is significantly associated with major
depressive disorder (MDD) and schizophrenia (SCZ), comparison of
serotonergic dysfunction in both diseases has received little attention.
Serotonin hypotheses have suggested diminished and elevated serotonin
activity in MDD and SCZ, respectively. However, the foundations underlying
these hypotheses are unclear regarding changes in serotonin
neurotransmission in the aging brain. The loudness dependence of auditory
evoked potentials (LDAEP) reflects serotonin neurotransmission. The present
study compared the LDAEP between patients with SCZ or MDD and healthy
controls (HCs). We further examined whether age was correlated with the
LDAEP and clinical symptoms. Methods This prospective clinical study included 105 patients with SCZ (n = 54) or
MDD (n = 51). Additionally, 35 HCs were recruited for this study. The LDAEP
was measured on the midline channels via 62 electroencephalography
channels. Results Patients with SCZ or MDD showed a significantly smaller mean LDAEP than those
in HCs. The LDAEP was positively correlated with age in patients with SCZ or
MDD. Conclusions Changes in central serotonergic activity could be indicated by evaluating the
LDAEP in patients with SCZ or MDD. Age-related reductions in serotonergic
activity may be screened using the LDAEP in patients with SCZ or MDD.
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Affiliation(s)
- Kuk-In Jang
- Cognitive Science Research Group, Korea Brain Research Institute (KBRI), Daegu, Republic of Korea
| | - Sungkean Kim
- Department of Human-Computer Interaction, Hanyang University, Ansan, Republic of Korea
| | - Chany Lee
- Cognitive Science Research Group, Korea Brain Research Institute (KBRI), Daegu, Republic of Korea
| | - Jeong-Ho Chae
- Department of Psychiatry, College of Medicine, The Catholic University of Korea, Seoul, Republic of Korea
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