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Shinba T, Kuratsune D, Shinba S, Shinba Y, Sun G, Matsui T, Kuratsune H. Major Depressive Disorder and Chronic Fatigue Syndrome Show Characteristic Heart Rate Variability Profiles Reflecting Autonomic Dysregulations: Differentiation by Linear Discriminant Analysis. SENSORS (BASEL, SWITZERLAND) 2023; 23:s23115330. [PMID: 37300057 DOI: 10.3390/s23115330] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/27/2023] [Revised: 05/23/2023] [Accepted: 06/01/2023] [Indexed: 06/12/2023]
Abstract
Major depressive disorder (MDD) and chronic fatigue syndrome (CFS) have overlapping symptoms, and differentiation is important to administer the proper treatment. The present study aimed to assess the usefulness of heart rate variability (HRV) indices. Frequency-domain HRV indices, including high-frequency (HF) and low-frequency (LF) components, their sum (LF+HF), and their ratio (LF/HF), were measured in a three-behavioral-state paradigm composed of initial rest (Rest), task load (Task), and post-task rest (After) periods to examine autonomic regulation. It was found that HF was low at Rest in both disorders, but was lower in MDD than in CFS. LF and LF+HF at Rest were low only in MDD. Attenuated responses of LF, HF, LF+HF, and LF/HF to task load and an excessive increase in HF at After were found in both disorders. The results indicate that an overall HRV reduction at Rest may support a diagnosis of MDD. HF reduction was found in CFS, but with a lesser severity. Response disturbances of HRV to Task were observed in both disorders, and would suggest the presence of CFS when the baseline HRV has not been reduced. Linear discriminant analysis using HRV indices was able to differentiate MDD from CFS, with a sensitivity and specificity of 91.8% and 100%, respectively. HRV indices in MDD and CFS show both common and different profiles, and can be useful for the differential diagnosis.
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Affiliation(s)
- Toshikazu Shinba
- Department of Psychiatry, Shizuoka Saiseikai General Hospital, Shizuoka 422-8527, Japan
- Research Division, Saiseikai Research Institute of Health Care and Welfare, Tokyo 108-0073, Japan
- Autonomic Nervous System Consulting, Shizuoka 420-0839, Japan
| | - Daisuke Kuratsune
- Fatigue Science Laboratory Inc., Osaka 532-0011, Japan
- Department of Medical Science on Fatigue, Osaka City University Graduate School of Medicine, Osaka 545-8585, Japan
| | - Shuntaro Shinba
- Autonomic Nervous System Consulting, Shizuoka 420-0839, Japan
| | - Yujiro Shinba
- Autonomic Nervous System Consulting, Shizuoka 420-0839, Japan
| | - Guanghao Sun
- Graduate School of Informatics and Engineering, The University of Electro-Communications, Tokyo 182-8585, Japan
| | - Takemi Matsui
- School of System Design, Tokyo Metropolitan University, Tokyo 191-0065, Japan
| | - Hirohiko Kuratsune
- Department of Metabolism, Endocrinology, and Molecular Medicine, Osaka Metropolitan University Graduate School of Medicine, Osaka 545-0051, Japan
- FMCC Co., Ltd., Osaka 532-0011, Japan
- Division of Health Science, Osaka University Graduate School of Medicine, Osaka 565-0871, Japan
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2
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Sato S, Hiratsuka T, Hasegawa K, Watanabe K, Obara Y, Kariya N, Shinba T, Matsui T. Screening for Major Depressive Disorder Using a Wearable Ultra-Short-Term HRV Monitor and Signal Quality Indices. SENSORS (BASEL, SWITZERLAND) 2023; 23:3867. [PMID: 37112208 PMCID: PMC10143236 DOI: 10.3390/s23083867] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/07/2023] [Revised: 04/06/2023] [Accepted: 04/07/2023] [Indexed: 06/19/2023]
Abstract
To encourage potential major depressive disorder (MDD) patients to attend diagnostic sessions, we developed a novel MDD screening system based on sleep-induced autonomic nervous responses. The proposed method only requires a wristwatch device to be worn for 24 h. We evaluated heart rate variability (HRV) via wrist photoplethysmography (PPG). However, previous studies have indicated that HRV measurements obtained using wearable devices are susceptible to motion artifacts. We propose a novel method to improve screening accuracy by removing unreliable HRV data (identified on the basis of signal quality indices (SQIs) obtained by PPG sensors). The proposed algorithm enables real-time calculation of signal quality indices in the frequency domain (SQI-FD). A clinical study conducted at Maynds Tower Mental Clinic enrolled 40 MDD patients (mean age, 37.5 ± 8.8 years) diagnosed on the basis of the Diagnostic and Statistical Manual of Mental Disorders, Fifth Edition, and 29 healthy volunteers (mean age, 31.9 ± 13.0 years). Acceleration data were used to identify sleep states, and a linear classification model was trained and tested using HRV and pulse rate data. Ten-fold cross-validation showed a sensitivity of 87.3% (80.3% without SQI-FD data) and specificity of 84.0% (73.3% without SQI-FD data). Thus, SQI-FD drastically improved sensitivity and specificity.
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Affiliation(s)
- Shohei Sato
- Department of Electrical Engineering and Computer Science, Faculty of Systems Design, Tokyo Metropolitan University, Tokyo 191-0065, Japan
| | - Takuma Hiratsuka
- Department of Electrical Engineering and Computer Science, Faculty of Systems Design, Tokyo Metropolitan University, Tokyo 191-0065, Japan
| | - Kenya Hasegawa
- Department of Electrical Engineering and Computer Science, Faculty of Systems Design, Tokyo Metropolitan University, Tokyo 191-0065, Japan
| | - Keisuke Watanabe
- Department of Electrical Engineering and Computer Science, Faculty of Systems Design, Tokyo Metropolitan University, Tokyo 191-0065, Japan
| | - Yusuke Obara
- Maynds Tower Mental Clinic, Tokyo 151-0053, Japan
| | | | - Toshikazu Shinba
- Department of Psychiatry, Shizuoka Saiseikai General Hospital, Shizuoka 422-8527, Japan
- Research Division, Saiseikai Research Institute of Health Care and Welfare, Tokyo 108-0073, Japan
| | - Takemi Matsui
- Department of Electrical Engineering and Computer Science, Graduate School of System Design, Tokyo Metropolitan University, Tokyo 191-0065, Japan
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3
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Burns S. HRV measurement not predictive of depression symptoms or improvement: a case report. COGENT PSYCHOLOGY 2022. [DOI: 10.1080/23311908.2022.2080318] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022] Open
Affiliation(s)
- Stephanie Burns
- Counselor Education and Counseling Psychology, Western Michigan University, Kalamazoo, USA
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4
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Bringmann HC, Bogdanski M, Seifert G, Voss A. Impact of Meditation-Based Lifestyle Modification on HRV in Outpatients With Mild to Moderate Depression: An Exploratory Study. Front Psychiatry 2022; 13:808442. [PMID: 35757223 PMCID: PMC9218213 DOI: 10.3389/fpsyt.2022.808442] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/03/2021] [Accepted: 05/09/2022] [Indexed: 11/25/2022] Open
Abstract
BACKGROUND The scientific evaluation of mind-body-interventions (MBI), including yoga and meditation, has increased significantly in recent decades. However, evidence of MBI's efficacy on biological parameters is still insufficient. OBJECTIVES In this study, we used HRV analysis to evaluate a novel MBI as a treatment of outpatients with mild to moderate depressive disorder. The Meditation-Based Lifestyle Modification (MBLM) program incorporates all major elements of classical yoga, including ethical principles of yoga philosophy, breathing exercises, postural yoga, and meditation. METHODS In this exploratory randomized controlled trial, we compared the changes in HRV indices of a MBLM group (N = 22) and a minimal treatment group (MINIMAL, drugs only, N = 17) with those of a multimodal treatment-as-usual group (TAU, according to best clinical practice, N = 22). Electrocardiogram (ECG) recordings were derived from a Holter monitoring device, and HRV indices have been extracted from nearly stationary 20-min periods. RESULTS Short-term HRV analysis revealed statistically significant differences in the pre-to-post changes between MBLM and TAU. In particular, the vagal tone mediating RMSSD and the Rényi entropy of symbolic dynamics indicated HRV gains in MBLM participants compared with TAU. Almost no alterations were observed in the MINIMAL group. CONCLUSIONS Our results suggest a benefit in selected HRV parameters for outpatients with mild to moderate depression participating in the MBLM program. For further investigations, we propose analysis of complete 24-h HRV recordings and additional continuous pulse wave or blood pressure analysis to assess long-term modulations and cardiovascular effects.
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Affiliation(s)
- Holger C Bringmann
- Institute of Social Medicine, Epidemiology, and Health Economics, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany.,Department of Psychiatry, Psychosomatics, and Psychotherapy, Spremberg Hospital, Spremberg, Germany
| | - Martin Bogdanski
- Department of Pediatric Oncology and Hematology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Georg Seifert
- Department of Pediatric Oncology and Hematology, Charité - Universitätsmedizin Berlin, Corporate Member of Freie Universität Berlin and Humboldt-Universität zu Berlin, Berlin, Germany
| | - Andreas Voss
- Institute of Biomedical Engineering and Informatics (BMTI), Technische Universität Ilmenau, Ilmenau, Germany
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5
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Shinba T, Murotsu K, Usui Y, Andow Y, Terada H, Kariya N, Tatebayashi Y, Matsuda Y, Mugishima G, Shinba Y, Sun G, Matsui T. Return-to-Work Screening by Linear Discriminant Analysis of Heart Rate Variability Indices in Depressed Subjects. SENSORS 2021; 21:s21155177. [PMID: 34372412 PMCID: PMC8347333 DOI: 10.3390/s21155177] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Revised: 07/24/2021] [Accepted: 07/25/2021] [Indexed: 12/22/2022]
Abstract
Using a linear discriminant analysis of heart rate variability (HRV) indices, the present study sought to verify the usefulness of autonomic measurement in major depressive disorder (MDD) patients by assessing the feasibility of their return to work after sick leave. When reinstatement was scheduled, patients’ HRV was measured using a wearable electrocardiogram device. The outcome of the reinstatement was evaluated at one month after returning to work. HRV indices including high- and low-frequency components were calculated in three conditions within a session: initial rest, mental task, and rest after task. A linear discriminant function was made using the HRV indices of 30 MDD patients from our previous study to effectively discriminate the successful reinstatement from the unsuccessful reinstatement; this was then tested on 52 patients who participated in the present study. The discriminant function showed that the sensitivity and specificity in discriminating successful from unsuccessful returns were 95.8% and 35.7%, respectively. Sensitivity is high, indicating that normal HRV is required for a successful return, and that the discriminant analysis of HRV indices is useful for return-to-work screening in MDD patients. On the other hand, specificity is low, suggesting that other factors may also affect the outcome of reinstatement.
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Affiliation(s)
- Toshikazu Shinba
- Department of Psychiatry, Shizuoka Saiseikai General Hospital, Shizuoka 422-8527, Japan;
- Autonomic Nervous System Consulting, Shizuoka 420-0839, Japan;
- Correspondence:
| | - Keizo Murotsu
- Department of Psychiatry, Shizuoka Saiseikai General Hospital, Shizuoka 422-8527, Japan;
- Department of Psychiatry, Shizuoka Red Cross Hospital, Shizuoka 420-0853, Japan;
| | - Yosuke Usui
- Department of Psychiatry, Shizuoka Red Cross Hospital, Shizuoka 420-0853, Japan;
| | | | | | | | - Yoshitaka Tatebayashi
- Affective Disorders Research Project, Tokyo Metropolitan Institute of Medical Science, Tokyo 156-8506, Japan; (Y.T.); (Y.M.)
| | - Yoshiki Matsuda
- Affective Disorders Research Project, Tokyo Metropolitan Institute of Medical Science, Tokyo 156-8506, Japan; (Y.T.); (Y.M.)
| | - Go Mugishima
- School of Human and Social Sciences, Fukuoka Prefectural University, Tagawa 825-8585, Japan;
| | - Yujiro Shinba
- Autonomic Nervous System Consulting, Shizuoka 420-0839, Japan;
| | - Guanghao Sun
- Graduate School of Informatics and Engineering, The University of Electro-Communications, Tokyo 182-8585, Japan;
| | - Takemi Matsui
- Graduate School of System Design, Tokyo Metropolitan University, Tokyo 191-0065, Japan;
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Dal Santo F, González-Blanco L, García-Álvarez L, de la Fuente-Tomás L, Velasco Á, Álvarez-Vázquez CM, Martínez-Cao C, Sáiz PA, García-Portilla MP, Bobes J. Cognitive impairment and C-reactive protein in clinically stable schizophrenia outpatients: a focus on sex differences. Sci Rep 2020; 10:15963. [PMID: 32994460 PMCID: PMC7524709 DOI: 10.1038/s41598-020-73043-x] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2020] [Accepted: 09/04/2020] [Indexed: 11/29/2022] Open
Abstract
Although previous findings identified an association between C-reactive protein (CRP) levels, and impaired cognitive functions in patients with schizophrenia (SZ), little is currently known about the relationship between inflammation, cognition, and sex in SZ. The current study aimed to explore the association between peripheral inflammation and cognitive impairment in SZ as a function of sex. The sample included 132 clinically stable patients with SZ, of whom 82 were males (62.1%) and 50 females (37.9%). Sociodemographic data were collected, an accurate assessment was performed using the Positive and Negative Syndrome (PANSS), Clinical Assessment Interview for Negative Symptoms (CAINS), and Calgary Depression (CDS) scales, and the MATRICS Consensus Cognitive Battery (MCCB), and CRP levels were tested. A Pearson correlation and multiple regression analyses, including potential confounding factors, were performed. We found an inverse association between CRP levels and performance on visual learning (r = − 0.386, p = 0.006) domain in female patients only, whereas no correlations were found in males. The regression model for women retained age (β = − 0.319, p = 0.017), the CAINS-MAP score (β = − 0.247, p = 0.070), and the CRP (β = − 0.321, p = 0.013) as predictors of visual learning. Our results suggest the possible existence of sex-specific modulation of the association between systemic inflammation and the cognitive features of the illness.
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Affiliation(s)
- Francesco Dal Santo
- Área de Psiquiatría, Universidad de Oviedo, Oviedo, Spain.,Servicio de Salud del Principado de Asturias (SESPA), Oviedo, Spain.,Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Oviedo, Spain.,Instituto de Neurociencias del Principado de Asturias (INEUROPA), Oviedo, Spain
| | - Leticia González-Blanco
- Área de Psiquiatría, Universidad de Oviedo, Oviedo, Spain. .,Servicio de Salud del Principado de Asturias (SESPA), Oviedo, Spain. .,Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Oviedo, Spain. .,Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Oviedo, Spain. .,Instituto de Neurociencias del Principado de Asturias (INEUROPA), Oviedo, Spain. .,Centro de Salud Mental La Corredoria, Alfredo Blanco s/n, Oviedo, Spain.
| | - Leticia García-Álvarez
- Área de Psiquiatría, Universidad de Oviedo, Oviedo, Spain.,Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Oviedo, Spain.,Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Oviedo, Spain.,Instituto de Neurociencias del Principado de Asturias (INEUROPA), Oviedo, Spain.,Departamento de Psicología, Universidad de Oviedo, Oviedo, Spain
| | - Lorena de la Fuente-Tomás
- Área de Psiquiatría, Universidad de Oviedo, Oviedo, Spain.,Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Oviedo, Spain.,Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Oviedo, Spain.,Instituto de Neurociencias del Principado de Asturias (INEUROPA), Oviedo, Spain
| | - Ángela Velasco
- Área de Psiquiatría, Universidad de Oviedo, Oviedo, Spain.,Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Oviedo, Spain.,Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Oviedo, Spain.,Instituto de Neurociencias del Principado de Asturias (INEUROPA), Oviedo, Spain
| | - Clara María Álvarez-Vázquez
- Servicio de Salud del Principado de Asturias (SESPA), Oviedo, Spain.,Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Oviedo, Spain.,Instituto de Neurociencias del Principado de Asturias (INEUROPA), Oviedo, Spain
| | | | - Pilar A Sáiz
- Área de Psiquiatría, Universidad de Oviedo, Oviedo, Spain.,Servicio de Salud del Principado de Asturias (SESPA), Oviedo, Spain.,Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Oviedo, Spain.,Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Oviedo, Spain.,Instituto de Neurociencias del Principado de Asturias (INEUROPA), Oviedo, Spain
| | - María Paz García-Portilla
- Área de Psiquiatría, Universidad de Oviedo, Oviedo, Spain.,Servicio de Salud del Principado de Asturias (SESPA), Oviedo, Spain.,Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Oviedo, Spain.,Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Oviedo, Spain.,Instituto de Neurociencias del Principado de Asturias (INEUROPA), Oviedo, Spain
| | - Julio Bobes
- Área de Psiquiatría, Universidad de Oviedo, Oviedo, Spain.,Servicio de Salud del Principado de Asturias (SESPA), Oviedo, Spain.,Centro de Investigación Biomédica en Red de Salud Mental (CIBERSAM), Oviedo, Spain.,Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Oviedo, Spain.,Instituto de Neurociencias del Principado de Asturias (INEUROPA), Oviedo, Spain
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Shinba T, Murotsu K, Usui Y, Andow Y, Terada H, Takahashi M, Takii R, Urita M, Sakuragawa S, Mochizuki M, Kariya N, Matsuda S, Obara Y, Matsuda H, Tatebayashi Y, Matsuda Y, Mugishima G, Nedachi T, Sun G, Inoue T, Matsui T. Usefulness of heart rate variability indices in assessing the risk of an unsuccessful return to work after sick leave in depressed patients. Neuropsychopharmacol Rep 2020; 40:239-245. [PMID: 32627417 PMCID: PMC7722666 DOI: 10.1002/npr2.12121] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2020] [Revised: 04/30/2020] [Accepted: 05/18/2020] [Indexed: 01/20/2023] Open
Abstract
AIM The present study aimed to examine whether heart rate variability (HRV) indices in depressed patients measured at return to work after sick leave are related to the outcome of reinstatement. METHODS This study included 30 workers who took a leave of absence due to major depressive disorder. HRV was measured twice, once when participants left work and another when they returned to work. One month after returning to work, 19 participants continued their original work (successful return group), while 11 failed to perform their original work (unsuccessful return group). HRV indices including high- and low-frequency components (HF and LF) were calculated in three conditions within a session lasting for about 5 minutes, initial rest (Rest), mental task (Task), and rest after task (After), and were compared between the two participant groups. Psychological states were evaluated using Self-rating Depression Scale and State-Trait Anxiety Inventory. RESULTS No significant differences were observed in the HRV indices on leaving work between groups. On returning to work, the "unsuccessful return group" exhibited lower HF Rest score, higher HF Task/Rest ratio, and higher LF/HF Rest score than the "successful return group." Psychological scores improved in both groups. CONCLUSION These results indicate that autonomic dysregulations revealed by HRV measurement at return to work after a leave of absence in MDD patients were related to the outcome of reinstatement and can serve as useful information for the assessment of the risk of unsuccessful return.
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Affiliation(s)
- Toshikazu Shinba
- Department of Psychiatry, Shizuoka Saiseikai General Hospital, Shizuoka, Japan.,Department of Psychiatry, Shizuoka Red Cross Hospital, Shizuoka, Japan.,Maynds Tower Mental Clinic, Tokyo, Japan.,Affective Disorders Research Project, Tokyo Metropolitan Institute of Medical Science, Tokyo, Japan.,Hakuju Institute for Health Science, Tokyo, Japan.,Graduate School of System Design, Tokyo Metropolitan University, Hachioji, Japan
| | - Keizo Murotsu
- Department of Psychiatry, Shizuoka Saiseikai General Hospital, Shizuoka, Japan.,Department of Psychiatry, Shizuoka Red Cross Hospital, Shizuoka, Japan
| | - Yosuke Usui
- Department of Psychiatry, Shizuoka Red Cross Hospital, Shizuoka, Japan
| | | | | | | | | | - Michiko Urita
- Department of Psychiatry, Shizuoka Saiseikai General Hospital, Shizuoka, Japan
| | | | | | | | | | | | | | - Yoshitaka Tatebayashi
- Affective Disorders Research Project, Tokyo Metropolitan Institute of Medical Science, Tokyo, Japan
| | - Yoshiki Matsuda
- Affective Disorders Research Project, Tokyo Metropolitan Institute of Medical Science, Tokyo, Japan
| | - Go Mugishima
- Department of Psychology, School of Human and Social Sciences, Fukuoka Prefectural University, Fukuoka, Japan
| | | | - Guanghao Sun
- Graduate School of Informatics and Engineering, The University of Electro-Communications, Chofu, Japan
| | - Tomoko Inoue
- Graduate School of System Design, Tokyo Metropolitan University, Hachioji, Japan
| | - Takemi Matsui
- Graduate School of System Design, Tokyo Metropolitan University, Hachioji, Japan
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