1
|
Ding X, Li X, Xu M, He Z, Jiang H. The effect of repetitive transcranial magnetic stimulation on electroencephalography microstates of patients with heroin-addiction. Psychiatry Res Neuroimaging 2023; 329:111594. [PMID: 36724624 DOI: 10.1016/j.pscychresns.2023.111594] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/11/2022] [Revised: 12/28/2022] [Accepted: 01/10/2023] [Indexed: 01/30/2023]
Abstract
The effects of transcranial magnetic stimulation in treating substance use disorders are gaining attention; however, most existing studies used subjective measures to examine the treatment effects. Objective electroencephalography (EEG)-based microstate analysis is important for measuring the efficacy of transcranial magnetic stimulation in patients with heroin addiction. We investigated dynamic brain activity changes in individuals with heroin addiction after transcranial magnetic stimulation using microstate indicators. Thirty-two patients received intermittent theta-burst stimulation (iTBS) over the left dorsolateral prefrontal cortex. Resting-state EEG data were collected pre-intervention and 10 days post-intervention. The feature values of the significantly different microstate classes were computed using a K-means clustering algorithm. Four EEG microstate classes (A-D) were noted. There were significant increases in the duration, occurrence, and contribution of microstate class A after the iTBS intervention. K-means classification accuracy reached 81.5%. The EEG microstate is an effective improvement indicator in patients with heroin addiction treated with iTBS. Microstates were examined using machine learning; this method effectively classified the pre- and post-intervention cohorts among patients with heroin addiction and healthy individuals. Using EEG microstate to measure heroin addiction and further exploring the effect of iTBS in patients with heroin addiction merit clinical investigation.
Collapse
Affiliation(s)
- Xiaobin Ding
- School of Psychology, Northwest Normal University, Lanzhou 730000, China
| | - Xiaoyan Li
- School of Psychology, Northwest Normal University, Lanzhou 730000, China.
| | - Ming Xu
- School of Psychology, Northwest Normal University, Lanzhou 730000, China
| | - Zijing He
- School of Psychology, Northwest Normal University, Lanzhou 730000, China
| | - Heng Jiang
- School of Psychology, Northwest Normal University, Lanzhou 730000, China
| |
Collapse
|
2
|
Lei L, Liu Z, Zhang Y, Guo M, Liu P, Hu X, Yang C, Zhang A, Sun N, Wang Y, Zhang K. EEG microstates as markers of major depressive disorder and predictors of response to SSRIs therapy. Prog Neuropsychopharmacol Biol Psychiatry 2022; 116:110514. [PMID: 35085607 DOI: 10.1016/j.pnpbp.2022.110514] [Citation(s) in RCA: 28] [Impact Index Per Article: 14.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/17/2021] [Revised: 01/05/2022] [Accepted: 01/18/2022] [Indexed: 10/19/2022]
Abstract
BACKGROUND Major depressive disorder (MDD) is associated with abnormal neural activities and brain connectivity. EEG microstate is a voltage topology map that reflects transient activations of the brain network. A limited number of studies on EEG microstate in MDD have focused on differences between patients and healthy controls. However, EEG microstate changes in MDD patients before and after drug treatment have not been evaluated. We assessed EEG microstate characteristics and evaluated changes in brain network dynamics in MDD patients before and after drug treatment. Moreover, we evaluated the neuro-electrophysiological mechanisms of antidepressant therapies. METHODS 64-channel resting EEG was obtained from 101 patients with first-episode untreated depression (0 week) and 45 healthy controls (HC) from January to December 2020. MDD patients were treated with selective serotonin reuptake inhibitors (SSRI). EEG data for 51 MDD patients who had completed an 8-week follow-up was collected. After pre-processing, EEG data from different groups were subjected to microstate analysis, and the atomize and agglomerate hierarchical clustering (AAHC) was into 4 microstates. Next, EEG signals from each patient were fitted using templates of 4 microstates. Finally, microstate indices were collected and analyzed. RESULTS Global clustering generated 4 microstates (A, B, C, D) in all subjects, which explained 65-84% of the global variance. Compared to HC, the duration of microstate D reduced while those of microstates A and B increased in MDD patients. After the 8-week treatment period, the duration and coverage of microstate D increased, the frequency of microstate A and transition probability of microstate D to A reduced, while transition probability of microstate B to D and D to B increased in MDD patients. There were no differences in microstate features between HC and MDD at 8 weeks. In patients with first-episode untreated depression, lower average durations of microstate D, relatively higher frequencies of microstate C and lower transition probabilities of microstate D to B correlated with better effects after 8 weeks. The higher occurrence and proportion of microstate C at 8 weeks was positively correlated with the HAMD score and reduction rate. The same observation was reached for the transition probability of microstate A to C. However, the transition probability of microstate D to B showed a negative correlation with the HAMD score at 8 weeks. CONCLUSION Microstate D is a potential electrophysiological trait of MDD and can predict treatment outcomes of SSRIs. Therefore, EEG microstate analysis may not only be an objective method for evaluating treatment outcomes of depression, but is also a potential new approach for exploring the neuro-electrophysiological mechanisms of antidepressant therapy. Public title: Multidimensional diagnosis, individualized treatment and management techniques based on clinic-pathological characteristics of depressive disorder; Registration number: ChiCTR1900026600; Date of registration: 2019-10-15; URL: http://www.chictr.org.cn/index.aspx.
Collapse
Affiliation(s)
- Lei Lei
- Department of Psychiatry, First Hospital of Shanxi Medical University, taiyuan, Shanxi 030000, China; First clinical medical college, Shanxi Medical University, Taiyuan, Shanxi 030000, China
| | - Zhifen Liu
- Department of Psychiatry, First Hospital of Shanxi Medical University, taiyuan, Shanxi 030000, China; First clinical medical college, Shanxi Medical University, Taiyuan, Shanxi 030000, China
| | - Yu Zhang
- Department of Psychiatry, First Hospital of Shanxi Medical University, taiyuan, Shanxi 030000, China; First clinical medical college, Shanxi Medical University, Taiyuan, Shanxi 030000, China
| | - Meng Guo
- Department of Psychiatry, First Hospital of Shanxi Medical University, taiyuan, Shanxi 030000, China; First clinical medical college, Shanxi Medical University, Taiyuan, Shanxi 030000, China
| | - Penghong Liu
- Department of Psychiatry, First Hospital of Shanxi Medical University, taiyuan, Shanxi 030000, China; First clinical medical college, Shanxi Medical University, Taiyuan, Shanxi 030000, China
| | - Xiaodong Hu
- Department of Psychiatry, First Hospital of Shanxi Medical University, taiyuan, Shanxi 030000, China; First clinical medical college, Shanxi Medical University, Taiyuan, Shanxi 030000, China
| | - Chunxia Yang
- Department of Psychiatry, First Hospital of Shanxi Medical University, taiyuan, Shanxi 030000, China; First clinical medical college, Shanxi Medical University, Taiyuan, Shanxi 030000, China
| | - Aixia Zhang
- Department of Psychiatry, First Hospital of Shanxi Medical University, taiyuan, Shanxi 030000, China; First clinical medical college, Shanxi Medical University, Taiyuan, Shanxi 030000, China
| | - Ning Sun
- Department of Psychiatry, First Hospital of Shanxi Medical University, taiyuan, Shanxi 030000, China; First clinical medical college, Shanxi Medical University, Taiyuan, Shanxi 030000, China
| | - Yanfang Wang
- Department of Psychiatry, First Hospital of Shanxi Medical University, taiyuan, Shanxi 030000, China; First clinical medical college, Shanxi Medical University, Taiyuan, Shanxi 030000, China.
| | - Kerang Zhang
- Department of Psychiatry, First Hospital of Shanxi Medical University, taiyuan, Shanxi 030000, China; First clinical medical college, Shanxi Medical University, Taiyuan, Shanxi 030000, China.
| |
Collapse
|
4
|
Merrin EL, Floyd TC, Deicken RF, Lane PA. The Wisconsin Card Sort Test and P300 responses to novel auditory stimuli in schizophrenic patients. Int J Psychophysiol 2005; 60:330-48. [PMID: 16143413 DOI: 10.1016/j.ijpsycho.2005.05.012] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2004] [Revised: 05/15/2005] [Accepted: 05/28/2005] [Indexed: 11/22/2022]
Abstract
The authors studied the relationship between performance on the Wisconsin Card Sort Test (WCST) and P300 activity in schizophrenics and normal controls. Fourteen male predominantly medicated schizophrenics and matched non-ill controls were administered the WCST and tests of temporal lobe (delayed verbal and spatial memory) and general intellectual functioning (Shipley). Patients were rated with negative and positive symptom scales extracted from the Brief Psychiatric Rating Scale. Subjects performed a tone discrimination task requiring identification of rare targets in both a standard oddball paradigm and a three-stimulus paradigm that included rare novel sounds. Reference independent data from 16 scalp electrodes yielded Global Field Power (GFP), from which P300 latency was determined. P300 amplitude measures included amplitude at this identified latency as well as amplitude integrated over a 100 ms time window centered over it. These amplitude measures were examined at six selected electrode locations. Schizophrenics produced smaller P300 responses that tended to be slower, but there were no group differences in the relationships between neuropsychological performance and P300 responses. Across diagnostic groups percent perseverative errors predicted lower integrated and peak P300 amplitude during the novel but not the standard oddball paradigm. The effect on integrated P300 amplitude was localized to anterior leads after novel stimuli. Negative symptoms predicted lower WCST performance, lower integrated P300 amplitude, and smaller GFP after novel stimuli. Positive symptoms predicted reduced overall GFP and specific but inconsistent reductions in parietal P300 amplitude. The results suggest relationships between dorsolateral prefrontal competence, P300 activity in response to stimulus novelty, and negative symptoms in schizophrenic patients, paralleling findings obtained from blood flow and other measures of brain activity.
Collapse
Affiliation(s)
- Edward L Merrin
- California Department of Corrections, Parole Outpatient Clinic, Suite A, Santa Rosa, 95403, USA.
| | | | | | | |
Collapse
|
5
|
Kiehl KA, Smith AM, Hare RD, Liddle PF. An event-related potential investigation of response inhibition in schizophrenia and psychopathy. Biol Psychiatry 2000; 48:210-21. [PMID: 10924664 DOI: 10.1016/s0006-3223(00)00834-9] [Citation(s) in RCA: 164] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
BACKGROUND Schizophrenia and psychopathy are both characterized by impulsive, poorly planned behavior. This behavior may originate from a weak or poorly coordinated response inhibition system. We tested the hypothesis that schizophrenia and psychopathy are associated with abnormal neural processing during the suppression of inappropriate responses. METHODS The participants were schizophrenic patients, nonpsychotic psychopaths, and nonpsychotic, nonpsychopathic control subjects (defined by the Hare Psychopathy Checklist-Revised), all incarcerated in a maximum security psychiatric facility. We recorded behavioral responses and event-related potentials (ERPs) during a Go/No Go task. RESULTS Schizophrenic patients made more errors of commission than did the nonpsychopathic offenders. As expected, the nonpsychopathic nonpsychotic participants showed greater frontal ERP negativity (N275) to the No Go stimuli than to the Go stimuli. This effect was small in the schizophrenic patients and absent in the psychopaths. For the nonpsychopaths, the P375 ERP component was larger on Go than on No Go trials, a difference that was absent in schizophrenic patients and in the opposite direction in psychopaths. CONCLUSIONS These findings support the hypothesis that the neural processes involved in response inhibition are abnormal in both schizophrenia and psychopathy; however, the nature of these processes appears to be different in the two disorders.
Collapse
Affiliation(s)
- K A Kiehl
- Department of Psychology, University of British Columbia, Vancouver, Canada
| | | | | | | |
Collapse
|
6
|
Jocoy EL, Arruda JE, Estes KM, Yagi Y, Coburn KL. Concurrent visual task effects on evoked and emitted auditory p300 in adolescents. Int J Psychophysiol 1998; 30:319-28. [PMID: 9834888 DOI: 10.1016/s0167-8760(98)00029-4] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Using an oddball stimulus presentation paradigm, the effects of divided attention on auditory P300s were studied. Auditory attention was either divided or focused, depending on the demands placed on subjects during the performance of a concomitantly presented visual task. Two types of auditory tasks were performed under each of the two auditory attention conditions. In one, subjects responded to infrequently presented high pitched tones (oddball stimuli). In the other they responded to the occasional omission of a stimulus in an otherwise rhythmically presented chain of stimuli. P300s and reaction times were recorded to both the rare tones and the omissions. The Sternberg visual memory task was used to manipulate the subject's auditory attention state. Subjects actively performed the Sternberg task during the divided auditory attention condition, whereas during the focused attention condition they were not required to respond to the visual stimuli. During focused auditory attention, evoked auditory P300s were both larger and faster than their emitted counterparts. During divided attention, auditory P300s were reduced in amplitude but latency was unaffected. Evoked auditory P300s showed evidence of containing P300a as well as P300b components, particularly when attention was shared with the visual task.
Collapse
Affiliation(s)
- E L Jocoy
- Brain Research Center, Medical Center of Central Georgia, Macon 31201, USA
| | | | | | | | | |
Collapse
|
7
|
Koenig T, Kochi K, Lehmann D. Event-related electric microstates of the brain differ between words with visual and abstract meaning. ELECTROENCEPHALOGRAPHY AND CLINICAL NEUROPHYSIOLOGY 1998; 106:535-46. [PMID: 9741753 DOI: 10.1016/s0013-4694(97)00164-8] [Citation(s) in RCA: 49] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
The present study shows that different neural activity during mental imagery and abstract mentation can be assigned to well-defined steps of the brain's information-processing. During randomized visual presentation of single, imagery-type and abstract-type words, 27 channel event-related potential (ERP) field maps were obtained from 25 subjects (sequence-divided into a first and second group for statistics). The brain field map series showed a sequence of typical map configurations that were quasi-stable for brief time periods (microstates). The microstates were concatenated by rapid map changes. As different map configurations must result from different spatial patterns of neural activity, each microstate represents different active neural networks. Accordingly, microstates are assumed to correspond to discrete steps of information-processing. Comparing microstate topographies (using centroids) between imagery- and abstract-type words, significantly different microstates were found in both subject groups at 286-354 ms where imagery-type words were more right-lateralized than abstract-type words, and at 550-606 ms and 606-666 ms where anterior-posterior differences occurred. We conclude that language-processing consists of several, well-defined steps and that the brain-states incorporating those steps are altered by the stimuli's capacities to generate mental imagery or abstract mentation in a state-dependent manner.
Collapse
Affiliation(s)
- T Koenig
- The KEY Institute for Brain-Mind Research, University Hospital of Psychiatry, Zurich, Switzerland.
| | | | | |
Collapse
|