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EEG Source Network for the Diagnosis of Schizophrenia and the Identification of Subtypes Based on Symptom Severity-A Machine Learning Approach. J Clin Med 2020; 9:jcm9123934. [PMID: 33291657 PMCID: PMC7761931 DOI: 10.3390/jcm9123934] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2020] [Revised: 11/26/2020] [Accepted: 12/02/2020] [Indexed: 12/12/2022] Open
Abstract
A precise diagnosis and a comprehensive assessment of symptom severity are important clinical issues in patients with schizophrenia (SZ). We investigated whether electroencephalography (EEG) features obtained from EEG source network analyses could be effectively applied to classify the SZ subtypes based on symptom severity. Sixty-four electrode EEG signals were recorded from 119 patients with SZ (53 males and 66 females) and 119 normal controls (NC, 51 males and 68 females) during resting-state with closed eyes. Brain network features (global and local clustering coefficient and global path length) were calculated from EEG source activities. According to positive, negative, and cognitive/disorganization symptoms, the SZ patients were divided into two groups (high and low) by positive and negative syndrome scale (PANSS). To select features for classification, we used the sequential forward selection (SFS) method. The classification accuracy was evaluated using 10 by 10-fold cross-validation with the linear discriminant analysis (LDA) classifier. The best classification accuracy was 80.66% for estimating SZ patients from the NC group. The best classification accuracy between low and high groups in positive, negative, and cognitive/disorganization symptoms were 88.10%, 75.25%, and 77.78%, respectively. The selected features well-represented the pathological brain regions of SZ. Our study suggested that resting-state EEG network features could successfully classify between SZ patients and the NC, and between low and high SZ groups in positive, negative, and cognitive/disorganization symptoms.
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Sato M, Shoji Y, Morita K, Kato Y, Ishii Y, Nakano S, Uchimura N. Comparison of changes in the oxygenated hemoglobin level during a 'modified rock-paper-scissors task' between healthy subjects and patients with schizophrenia. Psychiatry Clin Neurosci 2018; 72:490-501. [PMID: 29582515 DOI: 10.1111/pcn.12653] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/26/2017] [Revised: 02/21/2018] [Accepted: 03/22/2018] [Indexed: 01/27/2023]
Abstract
AIM The purpose of this study, using single-event-related near-infrared spectroscopy (NIRS), was to examine the psychophysiological and social function assessment of 30 schizophrenic patients during a modified rock-paper-scissors task. METHODS We set up a screen in front of the subjects, on which pictures of hand-gestures for rock, paper, and scissors were randomly presented. Subjects were asked to give verbal answers under the conditions of win, lose, and draw, respectively. Using the 44-channel NIRS system, we evaluated the maximum amplitude of oxygenated hemoglobin, latency, and the area based on the arithmetic mean of resulting values after the task between 30 outpatients with schizophrenia and 30 healthy subjects, and analyzed the frontal pole area, dorsolateral prefrontal region, and parietal association area as regions of interest (ROI). RESULTS In schizophrenic patients, oxygenated hemoglobin changes (Δoxy-Hb) when losing the task showed a significantly lower level of Δoxy-Hb in ROI than controls. In addition, a significant positive correlation was observed between the Global Assessment of Functioning Scale and Δoxy-Hb in ROI, and a significant negative correlation was observed between the Negative Syndrome scale of the Positive and Negative Syndrome Scale and Δoxy-Hb in ROI. CONCLUSION From these results, we conclude that Δoxy-Hb levels when performing the modified rock-paper-scissors task assessed using NIRS may be a useful psychophysiological marker to evaluate the cognitive and social functions of schizophrenic patients.
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Affiliation(s)
- Mamoru Sato
- Department of Neuropsychiatry, Kurume University School of Medicine, Kurume, Japan.,Cognitive and Molecular Research Institute of Brain Diseases, Kurume University, Kurume, Japan
| | - Yoshihisa Shoji
- Department of Neuropsychiatry, Kurume University School of Medicine, Kurume, Japan.,Cognitive and Molecular Research Institute of Brain Diseases, Kurume University, Kurume, Japan
| | - Kiichiro Morita
- Department of Neuropsychiatry, Kurume University School of Medicine, Kurume, Japan.,Cognitive and Molecular Research Institute of Brain Diseases, Kurume University, Kurume, Japan
| | - Yusuke Kato
- Department of Neuropsychiatry, Kurume University School of Medicine, Kurume, Japan.,Cognitive and Molecular Research Institute of Brain Diseases, Kurume University, Kurume, Japan
| | - Youhei Ishii
- Cognitive and Molecular Research Institute of Brain Diseases, Kurume University, Kurume, Japan
| | - Shinya Nakano
- Cognitive and Molecular Research Institute of Brain Diseases, Kurume University, Kurume, Japan
| | - Naohisa Uchimura
- Department of Neuropsychiatry, Kurume University School of Medicine, Kurume, Japan.,Cognitive and Molecular Research Institute of Brain Diseases, Kurume University, Kurume, Japan
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Nakano S, Shoji Y, Morita K, Igimi H, Sato M, Ishii Y, Kondo A, Uchimura N. Comparison of changes in oxygenated hemoglobin during the tree-drawing task between patients with schizophrenia and healthy controls. Neuropsychiatr Dis Treat 2018; 14:1071-1082. [PMID: 29719398 PMCID: PMC5916263 DOI: 10.2147/ndt.s159984] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
BACKGROUND Tree-drawing test is used as a projective psychological test that expresses the abnormal internal experience in patients with schizophrenia (SZ). Despite the widely accepted view that the cognitive function is involved in characteristic tree-drawing in patients with SZ, no study has psychophysiologically examined it. The present study aimed to investigate the involvement of cognitive function during tree-drawing in patients with SZ. For that purpose, we evaluated the brain function in patients with SZ during a tree-drawing task by using near-infrared spectroscopy (NIRS) and compared them with those in healthy controls. PATIENTS AND METHODS The subjects were 28 healthy controls and 28 patients with SZ. Changes in the oxygenated hemoglobin ([oxy-Hb]) concentration in both the groups during the task of drawing a tree imagined freely (free-drawing task) and the task of copying an illustration of a tree (copying task) were measured by using NIRS. RESULTS Because of the difference between the task conditions, [oxy-Hb] levels in controls during the free-drawing task were higher than that during the copying task at the bilateral frontal pole regions and left inferior frontal region. Because of the difference between the groups, [oxy-Hb] levels at the left middle frontal region, bilateral inferior frontal regions, bilateral inferior parietal regions, and left superior temporal region during the free-drawing task in patients were lower than that in controls. CONCLUSION [oxy-Hb] during the tree-drawing task in patients with SZ was lower than that in healthy controls. Our results suggest that brain dysfunction in patients with SZ might be associated with their tree-drawing.
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Affiliation(s)
- Shinya Nakano
- Cognitive and Molecular Research Institute of Brain Diseases, Kurume University, Kurume, Japan.,Department of Clinical Laboratory Medicine, Kurume University Hospital, Kurume, Japan
| | - Yoshihisa Shoji
- Cognitive and Molecular Research Institute of Brain Diseases, Kurume University, Kurume, Japan.,Department of Neuropsychiatry, Kurume University School of Medicine, Kurume, Japan
| | - Kiichiro Morita
- Cognitive and Molecular Research Institute of Brain Diseases, Kurume University, Kurume, Japan.,Department of Neuropsychiatry, Kurume University School of Medicine, Kurume, Japan
| | - Hiroyasu Igimi
- Cognitive and Molecular Research Institute of Brain Diseases, Kurume University, Kurume, Japan.,Department of Neuropsychiatry, Horikawa Hospital, Medical Corporation Association Horikawakai, Kurume, Japan
| | - Mamoru Sato
- Cognitive and Molecular Research Institute of Brain Diseases, Kurume University, Kurume, Japan.,Department of Neuropsychiatry, Kurume University School of Medicine, Kurume, Japan
| | - Youhei Ishii
- Cognitive and Molecular Research Institute of Brain Diseases, Kurume University, Kurume, Japan
| | - Akihiko Kondo
- Cognitive and Molecular Research Institute of Brain Diseases, Kurume University, Kurume, Japan
| | - Naohisa Uchimura
- Cognitive and Molecular Research Institute of Brain Diseases, Kurume University, Kurume, Japan.,Department of Neuropsychiatry, Kurume University School of Medicine, Kurume, Japan
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Kato Y, Shoji Y, Morita K, Inoue M, Ishii Y, Sato M, Yamashita Y, Okawa J, Uchimura N. Evaluation of changes in oxyhemoglobin during Shiritori task in elderly subjects including those with Alzheimer‧s disease. Psychogeriatrics 2017; 17:238-246. [PMID: 28130872 DOI: 10.1111/psyg.12226] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/15/2016] [Revised: 07/23/2016] [Accepted: 08/19/2016] [Indexed: 11/28/2022]
Abstract
BACKGROUND In recent years, as the prevalence of Alzheimer‧s disease (AD) has increased rapidly, demand has increased for early detection and treatment. Therefore, discovery and treatment intervention at the mild cognitive impairment stage are important. Dysfunction of the working memory is known to be conspicuously present in AD patients or mild cognitive impairment subjects from an early stage. Near-infrared spectroscopy (NIRS) is a method to measure hemoglobin concentration changes during an activation task. In the present study, we evaluated the cognitive function of elderly subjects, including those with AD, by means of NIRS. METHODS The subjects were divided into three groups-the AD group, the intermediate group, and the healthy group (HG)-based on assement of dementia using the Hasegawa‧s Dementia Scale-Revised, Mini-Mental State Examination, and Clinical Dementia Rating. The intermediate group was divided into two groups-the high score group (HSMG) and the low score group (LSMG)-based on Hasegawa‧s Dementia Scale-Revised and Mini-Mental State Examination scores. In this study, during Shiritori tasks using single-event-related NIRS, we analyzed oxyhemoglobin changes in an area, the peak amplitude, and latency, and compared them among four groups: AD group, HSMG, LSMG, and HG. RESULT In the AD group, the area at left channel (Ch)9, 11, and 19, the area at right Ch22, and the peak ampulitude at left Ch11 and 19 and right Ch5,12, and 22 were significantly smaller than those in HSMG and HG. Furthermore, the latency of the AD group was significantly longer than that of HSMG and HG at all region of interests. However, no significant difference was observed between the AD group and LSMG. CONCLUSION These findings suggest that analysis of changes in oxyhemoglobin during Shiritori tasks may be a useful neuropsychological index for the early diagnosis of AD. Detailed studies will be conducted in LSMG to facilitate the early introduction of NIRS as a screening tool for cognitive impairment.
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Affiliation(s)
- Yusuke Kato
- Department of Neuropsychiatry, Kurume University School of Medicine, Kurume, Japan.,Cognitive and Molecular Research Institute of Brain Diseases, Kurume University, Kurume, Japan
| | - Yoshihisa Shoji
- Department of Neuropsychiatry, Kurume University School of Medicine, Kurume, Japan.,Cognitive and Molecular Research Institute of Brain Diseases, Kurume University, Kurume, Japan
| | - Kiichiro Morita
- Department of Neuropsychiatry, Kurume University School of Medicine, Kurume, Japan.,Cognitive and Molecular Research Institute of Brain Diseases, Kurume University, Kurume, Japan
| | - Masayuki Inoue
- Department of Neuropsychiatry, Kurume University School of Medicine, Kurume, Japan
| | - Yohei Ishii
- Department of Neuropsychiatry, Kurume University School of Medicine, Kurume, Japan
| | - Mamoru Sato
- Department of Neuropsychiatry, Kurume University School of Medicine, Kurume, Japan.,Cognitive and Molecular Research Institute of Brain Diseases, Kurume University, Kurume, Japan
| | - Yuuji Yamashita
- Department of Neuropsychiatry, Kurume University School of Medicine, Kurume, Japan.,Cognitive and Molecular Research Institute of Brain Diseases, Kurume University, Kurume, Japan
| | - Junji Okawa
- Department of Neuropsychiatry, Kurume University School of Medicine, Kurume, Japan.,Cognitive and Molecular Research Institute of Brain Diseases, Kurume University, Kurume, Japan
| | - Naohisa Uchimura
- Department of Neuropsychiatry, Kurume University School of Medicine, Kurume, Japan.,Cognitive and Molecular Research Institute of Brain Diseases, Kurume University, Kurume, Japan
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Mubarik A, Tohid H. Frontal lobe alterations in schizophrenia: a review. TRENDS IN PSYCHIATRY AND PSYCHOTHERAPY 2016; 38:198-206. [DOI: 10.1590/2237-6089-2015-0088] [Citation(s) in RCA: 34] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/14/2015] [Accepted: 05/20/2016] [Indexed: 12/16/2022]
Abstract
Abstract Objective: To highlight the changes in the frontal lobe of the human brain in people with schizophrenia. Methods: This was a qualitative review of the literature. Results: Many schizophrenic patients exhibit functional, structural, and metabolic abnormalities in the frontal lobe. Some patients have few or no alterations, while some have more functional and structural changes than others. Magnetic resonance imaging (MRI) shows structural and functional changes in volume, gray matter, white matter, and functional activity in the frontal lobe, but the mechanisms underlying these changes are not yet fully understood. Conclusion: When schizophrenia is studied as an essential topic in the field of neuropsychiatry, neuroscientists find that the frontal lobe is the most commonly involved area of the human brain. A clear picture of how this lobe is affected in schizophrenia is still lacking. We therefore recommend that further research be conducted to improve understanding of the pathophysiology of this psychiatric dilemma.
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