1.A method of mental disorder recognition based on visibility graph.
Bingtao ZHANG ; Dan WEI ; Wenwen CHANG ; Zhifei YANG ; Yanlin LI
Journal of Biomedical Engineering 2023;40(3):442-449
The causes of mental disorders are complex, and early recognition and early intervention are recognized as effective way to avoid irreversible brain damage over time. The existing computer-aided recognition methods mostly focus on multimodal data fusion, ignoring the asynchronous acquisition problem of multimodal data. For this reason, this paper proposes a framework of mental disorder recognition based on visibility graph (VG) to solve the problem of asynchronous data acquisition. First, time series electroencephalograms (EEG) data are mapped to spatial visibility graph. Then, an improved auto regressive model is used to accurately calculate the temporal EEG data features, and reasonably select the spatial metric features by analyzing the spatiotemporal mapping relationship. Finally, on the basis of spatiotemporal information complementarity, different contribution coefficients are assigned to each spatiotemporal feature and to explore the maximum potential of feature so as to make decisions. The results of controlled experiments show that the method in this paper can effectively improve the recognition accuracy of mental disorders. Taking Alzheimer's disease and depression as examples, the highest recognition rates are 93.73% and 90.35%, respectively. In summary, the results of this paper provide an effective computer-aided tool for rapid clinical diagnosis of mental disorders.
Humans
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Mental Disorders/diagnosis*
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Alzheimer Disease/diagnosis*
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Brain Injuries
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Electroencephalography
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Recognition, Psychology
2.Assessment of serum biomarkers and coagulation/fibrinolysis markers for prediction of neurological outcomes of out of cardiac arrest patients treated with therapeutic hypothermia
Jeong Ho PARK ; Jung Hee WEE ; Seung Pill CHOI ; Jae Hun OH ; Shin CHEOL
Clinical and Experimental Emergency Medicine 2019;6(1):9-18
OBJECTIVE: Despite increased survival in patients with cardiac arrest, it remains difficult to determine patient prognosis at the early stage. This study evaluated the prognosis of cardiac arrest patients using brain injury, inflammation, cardiovascular ischemic events, and coagulation/fibrinolysis markers collected 24, 48, and 72 hours after return of spontaneous circulation (ROSC).METHODS: From January 2011 to December 2016, we retrospectively observed patients who underwent therapeutic hypothermia. Blood samples were collected immediately and 24, 48, and 72 hours after ROSC. Neuron-specific enolase (NSE), S100-B protein, procalcitonin, troponin I, creatine kinase-MB, pro-brain natriuretic protein, D-dimer, fibrin degradation product, antithrombin-III, fibrinogen, and lactate levels were measured. Prognosis was evaluated using Glasgow-Pittsburgh cerebral performance categories and the predictive accuracy of each marker was evaluated. The secondary outcome was whether the presence of multiple markers improved prediction accuracy.RESULTS: A total of 102 patients were included in the study: 39 with good neurologic outcomes and 63 with poor neurologic outcomes. The mean NSE level of good outcomes measured 72 hours after ROSC was 18.50 ng/mL. The area under the curve calculated on receiver operating characteristic analysis was 0.92, which showed the best predictive power among all markers included in the study analysis. The relative integrated discrimination improvement and category-free net reclassification improvement models showed no improvement in prognostic value when combined with all other markers and NSE (72 hours).CONCLUSION: Although biomarker combinations did not improve prognostic accuracy, NSE (72 hours) showed the best predictive power for neurological prognosis in patients who received therapeutic hypothermia.
Biomarkers
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Brain Injuries
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Creatine
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Discrimination (Psychology)
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Fibrin
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Fibrinogen
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Heart Arrest
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Humans
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Hypothermia, Induced
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Inflammation
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Lactic Acid
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Phosphopyruvate Hydratase
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Prognosis
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Retrospective Studies
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ROC Curve
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Troponin I
3.Differences in cognitive profiles between traumatic brain injury and stroke: A comparison of the Montreal Cognitive Assessment and Mini-Mental State Examination.
Hao ZHANG ; Xiao-Nian ZHANG ; Hui-Li ZHANG ; Liang HUANG ; Qian-Qian CHI ; Xin ZHANG ; Xiao-Ping YUN
Chinese Journal of Traumatology 2016;19(5):271-274
PURPOSETo investigate the profiles of cognitive impairment through Montreal Cognitive Assessment (MoCA) and Mini-Mental State Examination (MMSE) in patients with chronic traumatic brain injury (TBI) or stroke and to evaluate the sensitivity of the two scales in patients with TBI.
METHODSIn this cohort study, a total of 230 patients were evaluated, including TBI group (n = 103) and stroke group (n = 127). The cognitive functions of two groups were evaluated by designated specialists using MoCA (Beijing version) and MMSE (Chinese version).
RESULTSComparedwith the patientswith stroke, the patientswith TBI received significantly lower score in orientation subtest and recall subtest in both tests.MoCA abnormal rates in the TBI group and stroke group were 94.17% and 86.61% respectively,whileMMSE abnormal rateswere 69.90% and 57.48%, respectively. In the TBI group, 87.10% patientswith normalMMSE score had abnormalMoCA score and in the stroke group, about 70.37% patients with normal MMSE score had abnormal MoCA score. The diagnostic consistency of two scales in the TBI group and the stroke group were 72% and 69%, respectively.
CONCLUSIONIn our rehabilitation center, patients with TBI may have more extensive and severe cognitive impairments than patients with stroke, prominently in orientation and recall domain. In screening post- TBI cognitive impairment, MoCA tends to be more sensitive than MMSE.
Adult ; Aged ; Brain Injuries, Traumatic ; psychology ; Cognitive Dysfunction ; etiology ; Cohort Studies ; Female ; Humans ; Male ; Middle Aged ; Psychiatric Status Rating Scales ; Stroke ; psychology
4.Alteration of microRNA expression in cerebrospinal fluid of unconscious patients after traumatic brain injury and a bioinformatic analysis of related single nucleotide polymorphisms.
Wen-Dong YOU ; Qi-Lin TANG ; Lei WANG ; Jin LEI ; Jun-Feng FENG ; Qing MAO ; Guo-Yi GAO ; Ji-Yao JIANG
Chinese Journal of Traumatology 2016;19(1):11-15
PURPOSEIt is becoming increasingly clear that genetic factors play a role in traumatic brain injury (TBI), whether in modifying clinical outcome after TBI or determining susceptibility to it. MicroRNAs are small RNA molecules involved in various pathophysiological processes by repressing target genes at the post- transcriptional level, and TBI alters microRNA expression levels in the hippocampus and cortex. This study was designed to detect differentially expressed microRNAs in the cerebrospinal fluid (CSF) of TBI patients remaining unconscious two weeks after initial injury and to explore related single nucleotide polymorphisms (SNPs).
METHODSWe used a microarray platform to detect differential microRNA expression levels in CSF samples from patients with post-traumatic coma compared with samples from controls. A bioinformatic scan was performed covering microRNA gene promoter regions to identify potential functional SNPs.
RESULTSTotally 26 coma patients and 21 controls were included in this study, with similar distribution of age and gender between the two groups. Microarray showed that fourteen microRNAs were differentially expressed, ten at higher and four at lower expression levels in CSF of traumatic coma patients compared with controls (p<0.05). One SNP (rs11851174 allele: C/T) was identified in the motif area of the microRNA hsa-miR-431-3P gene promoter region.
CONCLUSIONThe altered microRNA expression levels in CSF after brain injury together with SNP identified within the microRNA gene promoter area provide a new perspective on the mechanism of impaired consciousness after TBI. Further studies are needed to explore the association between the specific microRNAs and their related SNPs with post-traumatic unconsciousness.
Adult ; Brain Injuries, Traumatic ; cerebrospinal fluid ; genetics ; Computational Biology ; Humans ; Male ; MicroRNAs ; cerebrospinal fluid ; genetics ; Middle Aged ; Polymorphism, Single Nucleotide ; Unconscious (Psychology)
5.Effects of Repetitive Transcranial Magnetic Stimulation on Behavioral Recovery during Early Stage of Traumatic Brain Injury in Rats.
Kyung Jae YOON ; Yong Taek LEE ; Pil Wook CHUNG ; Yun Kyung LEE ; Dae Yul KIM ; Min Ho CHUN
Journal of Korean Medical Science 2015;30(10):1496-1502
Repetitive transcranial magnetic stimulation (rTMS) is a promising technique that modulates neural networks. However, there were few studies evaluating the effects of rTMS in traumatic brain injury (TBI). Herein, we assessed the effectiveness of rTMS on behavioral recovery and metabolic changes using brain magnetic resonance spectroscopy (MRS) in a rat model of TBI. We also evaluated the safety of rTMS by measuring brain swelling with brain magnetic resonance imaging (MRI). Twenty male Sprague-Dawley rats underwent lateral fluid percussion and were randomly assigned to the sham (n=10) or the rTMS (n=10) group. rTMS was applied on the fourth day after TBI and consisted of 10 daily sessions for 2 weeks with 10 Hz frequency (total pulses=3,000). Although the rTMS group showed an anti-apoptotic effect around the peri-lesional area, functional improvements were not significantly different between the two groups. Additionally, rTMS did not modulate brain metabolites in MRS, nor was there any change of brain lesion or edema after magnetic stimulation. These data suggest that rTMS did not have beneficial effects on motor recovery during early stages of TBI, although an anti-apoptosis was observed in the peri-lesional area.
Animals
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Behavior, Animal/physiology
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Brain/*pathology
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Brain Injuries/*pathology/psychology/*therapy
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Disease Models, Animal
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Magnetic Resonance Imaging
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Male
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Motor Activity/physiology
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Rats
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Rats, Sprague-Dawley
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Recovery of Function/*physiology
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Transcranial Magnetic Stimulation/*methods
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Treatment Outcome
6.Clinical observation of cognitive impairment after traumatic brain injury treated with acupuncture and cognitive training.
Huiying LIANG ; Guoqing YOU ; Lin LIAO ; Yingxiang HUANG
Chinese Acupuncture & Moxibustion 2015;35(9):865-868
OBJECTIVETo observe the clinical efficacy on cognitive impairment after traumatic brain injury (TBD treated with acupuncture and cognitive training.
METHODSSixty patients were randomized into an observation group and a control group, 30 cases in each one, and 5 cases of them were dropped out due to the earlier discharge. Finally, there were 28 cases in the observation group and 27 cases in the control group. In the control group, the cognitive training and conventional treatment were applied. In the observation group, on the basis of the treatment as the control group, acupuncture was applied to Baihui (GV 20), Fengchi (GB 20), Geshu (BL 17) and Fenglong (ST 40), once a day, for 4 weeks totally. The mini-mental state examination (MMSE) and Montreal cognitive assessment (MoCA) were adopted to evaluate the cognitive function in the patients of post-TBI cognitive impairment.
RESULTS(1) After treatment, the total score in MMSE and the score of each item were increased significantly as compared with those before treatment in the two groups (all P<0. 05). Except for the score of immediate recall, the score in MMSE and the score of each of the other items were increased significantly in the observation group as compared with those in the control group after treatment (all P<0. 05). (2)After treatment, the total score in MoCA and the score of each item were increased significantly as compared with those before treatment in the two groups (all P<. 05). Except for the score of nomenclature item, the total score in MoCA and the score of each of the other items were increased significantly in the observation group as compared with those in the control group after treatment (all P<0. 05).
CONCLUSIONBoth the simple cognitive training and the combined therapy of acupuncture and cognitive training improve MMSE and MoCA scores and relieve the cognitive impairment induced by TBI. But the combined therapy achieves the much better efficacy.
Acupuncture Points ; Acupuncture Therapy ; Adult ; Brain Injuries ; psychology ; therapy ; Cognition ; Cognition Disorders ; psychology ; therapy ; Cognitive Therapy ; Female ; Humans ; Male ; Middle Aged ; Treatment Outcome
7.Effect of social support and coping styles on the stress and mental health in relatives of patients with traumatic brain injury.
Ping MAO ; Aijing LUO ; Jinfu YANG ; Siqing DING ; Jiaode JIANG ; Weiwei YE
Journal of Central South University(Medical Sciences) 2015;40(3):303-310
OBJECTIVE:
To investigate the effect of social support and coping style on the stress and mental health in relatives of patients with traumatic brain injury.
METHODS:
The stress, mental health, social support and coping style were investigated in 300 relatives of patients with traumatic brain injury by Relative Stress Scale, Symptom Checklist-90, Social Support Rating Scale and Simplified Coping Style Questionnaire in Changsha City.
RESULTS:
The mental health problems in relatives of patients with traumatic brain injury were closely related to the levels of stress, the ways of coping and the social support. In addition to the direct eff ect of stress on mental health in relatives of patients, the ways of coping and social support functioned as a mediator in this regard. The value of mesomeric eff ect for coping styles and social support ranged from 23.6% to 43.0%, and social support had an advantage over the coping styles.
CONCLUSION
Social support and coping styles should be considered in psychological nursing program to prevent and adjust the mental distress in relatives of patients with traumatic brain injury, which is beneficial to the treatment and recovery for patients.
Adaptation, Psychological
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Brain Injuries
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Family
;
psychology
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Humans
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Mental Health
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Social Support
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Stress, Psychological
;
Surveys and Questionnaires
8.Cognitive impairment in earthquake brain injury treated with comprehensive program of acupuncture and rehabilitation: a randomized controlled trial.
Jian-Wei ZHOU ; An-Ren ZHANG ; Ling QIU ; Shu HUANG ; Wen-Chun WANG ; Yong-He HU ; Zhao ZHANG ; Hui-Jun XIE ; Jing-Jing ZHAO ; Jia-Li ZHAI ; Yue JIANG ; Tian TIAN ; Di LIU ; Xu ZHENG ; Min WANG
Chinese Acupuncture & Moxibustion 2014;34(2):105-109
OBJECTIVETo explore the comprehensive program of integrated Chinese and western medicine in the treatment of cognitive impairment in earthquake brain injury.
METHODSThe multi-central randomized controlled trial was adopted. The qualified subjects were randomized into an acupuncture + rehabilitation group (38 cases) and a rehabilitation group (35 cases). In the acupuncture + rehabilitation group, acupuncture, hyperbaric oxygen (HBO) and cognitive rehabilitation training were combined as the comprehensive program of integrated Chinese and western medicine in the treatment. In the rehabilitation group, HBO and cognitive rehabilitation training were adopted. The efficacy and safety were assessed.
RESULTS(1) After treatment of 2 months, the intelligent state, cognitive function and activity of daily life of patients were improved in the both groups (all P < 0.01). (2) After treatment of 2 months, the score of MMSE and the score of activity of daily life were (24.11 +/- 4.08) and (75.45 +/- 13.95) in the acupuncture + rehabilitation group, which were more significant as compared with (17.05 +/- 43.84), (66.06 +/- 12.75) in the rehabilitation group, respectively (both P < 0.01). In 6-month follow-up visit after treatment, the cognitive function and activity of daily life were improved continuously in the acupuncture + rehabilitation group, which was more significant as compared with the rehabilitation group (P < 0.01, P < 0.05).
CONCLUSIONThe integrated Chinese and western medicine of acupuncture, HBO and cognitive rehabilitation training is safe and effective in the treatment of cognitive impairment in earthquake brain injury. The therapeutic effect is more advantageous as compared with the simple rehabilitation program of western medicine.
Activities of Daily Living ; Acupuncture Therapy ; Adolescent ; Adult ; Aged ; Brain Injuries ; psychology ; rehabilitation ; therapy ; Cognition ; Earthquakes ; Female ; Humans ; Male ; Middle Aged ; Treatment Outcome ; Young Adult
9.Correlative factors for organic psychotic symptoms in patients following traumatic brain injury.
Rong-Hua HANG ; Ya-Jun XU ; Xu-Yan ZHU
Journal of Forensic Medicine 2014;30(1):36-40
OBJECTIVE:
To investigate the correlative factors for organic psychotic symptoms following traumatic brain injury (TBI).
METHODS:
In the current study, 391 subjects who had undergone forensic identification of the organic mental disorders due to TBI were included, both the demographic and post-traumatic information collected. The relevant data were statistically analyzed in those confirmed as organic psychotic syndrome according to Chinese Classification of Mental Disorders 3rd version (CCMD-3).
RESULTS:
Fifty-two subjects (13.3%) were identified as organic psychotic symptoms. The chi-square test showed that the detectable organic psychotic symptoms were associated with the marriage status, damage nature, injury severity and treatment, and the multivariate logistic regression analysis revealed good fitness of treatment and injury severity with the regression model (OR = 0.044, 95% CI: 0.017-0.114; OR = 2.145, 95% CI: 1.201-3.832, respectively).
CONCLUSION
The risks of organic psychotic symptoms following TBI can be involved in the alternative of craniotomy for the cases with trauma and moderate brain injury.
Brain Injuries/psychology*
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Humans
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Psychotic Disorders/etiology*
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Risk
;
Syndrome
10.Protective effect of oxiracetam on traumatic brain injury in rats.
Jian-Wei LI ; Dong-Jun YANG ; Xu-Yi CHEN ; Hai-Qian LIANG
Chinese Journal of Applied Physiology 2013;29(4):298-300
OBJECTIVETo study the role of oxiracetam on traumatic brain injury in rats.
METHODSThirty Wistar rats were randomly divided into 3 groups: sham operation group, model group and treatment group. Feeney method were used to establish traumatic brain injury (TBI) model in rats in model and treatment group, and rats in sham group were only broached without hydraumatic fitted. Rats in treatment group were successive administration for 21 days with oxiracetam (100 mg/kg, ig). Neurologic impairment scores were undertook after operation of 1 d, 4 d, 7 d, 14 d and 21 d, and Morris water maze test were proceeded during 15 to 19 days after operation. Average escape latency, searching time in target quadrant and number of crossing target platform in rats were recorded.
RESULTSNeurologic impairment scores of rats in treatment group were significantly less than those of model group after operation of 7, 14 and 21 d (P < 0.05). Average escape latency of model group were significantly higher than those of sham operation group and treatment group (P < 0.05, P < 0.01). Searching time in target quadrant and number of crossing target platform of model group were lower than those of sham operation and treatment group (P < 0.05)).
CONCLUSIONOxiracetam could decrease neural injury and increase ability of learning, memory and space cognition in traumatic brain injury rats.
Animals ; Brain Injuries ; drug therapy ; psychology ; Male ; Maze Learning ; drug effects ; Pyrrolidines ; pharmacology ; therapeutic use ; Rats ; Rats, Wistar

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