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Objective:To explore the effect of Xingnao Kaiqiao acupuncture treatment on brain network reorganization for the patients with stroke recovery, and therefore understand the neural mechanism underlying Xingnao Kaiqiao acupuncture treatment.Methods:Prospective case series study. Thirteen acute ischemia stroke patients were recruited from the Department of Neurology, Shanghai Minhang Hospital of Integrated Traditional Chinese and Western Medicine from Aug 2018 to Oct 2019. They were treated with Xingnao Kaiqiao acupuncture once a day for 10 consecutive days in addition to routine treatments, and received clinical assessments before treatment and 14 days after treatment onset. EEG signals were recorded during the first acupuncture treatment, from before inserting the needles (the baseline), during needle retention, to after removal of the needles. The brain network was constructed using phase locking index, and its clustering coefficient (CC), characteristic path length (PL) and small-worldness (S) were analyzed using one-way repeated ANOVA.Results:Compared with the baseline, the CC of delta-band network (sparsity=0.10: t=3.306, P=0.006; 0.12: t=2.909, P=0.013; 0.14: t=2.331, P=0.038) and the PL of delta-band (sparsity=0.12: t=3.236, P=0.007; 0.14: t=2.754, P=0.017, 0.18: t=2.878, P=0.014) and alpha-band (sparsity=0.10: t=2.432, P=0.032) networks were significantly decreased during the needle retention stage. Clinical assessments demonstrated a significant treatment efficacy of Xingnao Kaiqiao acupuncture, and its efficacy which was indicated by improved NIHSS score, was significantly correlated with the CC changes in the delta band network from baseline to needle retention. The correlation was strongest when the network sparsity was 0.12 ( r=0.78, P=0.002). Conclusion:Xingnao Kaiqiao acupuncture can regulate the brain network of stroke patients in real time, and this immediate regulation maybe associated with its treatment effect.
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Objective To investigate the possible electroencephalograph network connectivity mech-anism of working memory disorder in patients with frontal lobe epilepsy ( FLE). Methods Seventeen adult FLE patients were enrolled as the case group and 22 normal adults were selected as the control group. The behavioral data and 34-channel electroencephalographs were recorded in the working memory behavioral par-adigm. The directed transfer function was used to construct the causal connectivity brain network of theta band of working memory delay period. Two-sample t-test or tˊ-test was used to analyze the differences in be-havioral and frontal causal connectivity between the two groups. Results (1) Compared with control group, working memory behavioral data of FLE group showed significantly lower correct rate ((92. 778±4. 399)%, (96. 258±2. 470)%,tˊ=-2. 925,P<0. 01),and significantly longer reaction time ((978. 586± 65. 161) ms,(798. 671±196. 207)ms,tˊ=4. 023,P<0. 001). (2) Compared with control group,causal connectivity of FLE group showed significantly reduced whole brain ( tˊ=-6. 008, P<0. 001), Fz channel ( tˊ=-7. 703,P<0. 001),frontal region (tˊ=-14. 667,P<0. 001),frontal-temporal interval ( t=-14. 467,P<0. 001),and frontal-central interval (t=-3. 501,P<0. 001). The causal connectivity of frontal-occipital in-terval had no significant difference( t=1. 056,P=0. 281). Conclusions Working memory disorders were found in FLE patients. The abnormal causal connectivity of frontal brain network in theta band may be one of its potential neurophysiological mechanisms.
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Objective:To study the application value of electroencephalograph bispectral index (EEG-BIS) monitor in precision anesthesia and its effect on postoperative awakening time.Methods:A total of 100 patients who prepared to undergo thyroid surgery were randomly divided into observation group (n=50) and control group (n=50) .Under the same anesthesia way of the two groups, observation group adopted the results from EEG-BIS monitor to adjust the depth of anesthesia for patients, and control group adopted routine monitoring included weight, blood pressure and heart rate to adjust the depth of anesthesia.The amount of anesthetic and the awakening time of the patients in the two groups were observed and recorded, and the incidence of postoperative adverse events between the two groups were further compared.Results:The amount of propofol of observation group was significantly larger than that of control group (t=2.72, P<0.05) .And the awakening time, extubation time and the time of leaving PACU of observation group were significantly less than those of control group (t=4.45, t=4.83, t=5.92, P<0.05) .The differences of blood pressure at 20 min, 30 min and 60 min after patients underwent thyroid surgery between the two groups were significant (t=2.87, t=3.90, t=2.76, P<0.05) .Conclusion:BIS monitor can guide the adjustment for the depth of anesthesia during operation, and reduce the amount of general anesthetics of patients and shorten the awakening time in PACU, which is worthy in clinical application.
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Aim: To study the clinical profile of patients with new onset alcohol related seizures (ARS) Materials and Methods: This was a prospective, hospital based, observational study of 50 consecutive patients without a prior diagnosis of epilepsy presenting with seizures related to alcohol intake, to either emergency room or out–patient department, Department of General Medicine, SVS Medical College, Mahabubnagar, Telangana state, between October 2015 to September 2017. An informed and written consent was taken from the patient or immediate responsible attendant. Detailed history including the personal and family history was obtained from all patients. AUDIT scoring was done in all patients. Detailed examination findings were noted down. EEG and CT Scan Brain was done in all patients. MRI Brain was done when required. Results: A total of 50 patients with alcohol withdrawal seizures were included in the study of which 24(48%) were males and 26(32%) were females. Majority of the patients presented with seizures within 6 days following the last bout of alcohol (85%). All the 50(100%) patients presented with generalized tonic clonic seizures (GTCS) and 8(16%) progressed in to status epilepticus. Withdrawal symptoms were present in 24(48%) patients. Family history of seizures in the first degree relative was present in 4(8%) patients. CT evidence of cortical atrophy was present in 10 (20%) patients. EEG suggestive of seizures was present in 15 (30%) patients. Conclusion: There was a slight female preponderance of alcohol related seizures in this study. Majority presented within 6 days after the last bout of alcohol. All presented with GTCS. EEG and CT Scan Brain reports were normal in majority of the patients.
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Clinical data of 65 patients with acute cerebral infarction (frontal or temporal or both lobes) treated in our hospital during 2015-2016 were retrospectively reviewed.The patients were followed up for 6 months,34 cases were diagnosed as vascular dementia (VD) according to ICD-10 (VD group) and 31 cases were diagnosed as simple cerebral infarction (control group).The abnormal rate of electroencephalograph (EEG) at baseline in VD group was significantly higher than that in control group (x2 =5.44,P =0.02).Compared to control group,the powers of slow wave (θ wave and δ wave) at baseline,third month and sixth month in VD group were significantly increased (Fbet groups =17.39,Finner groups =163.50,Finteraction =38.71;all P =0.00) and (Fbetween groups =5.10,Finner groups =119.04,Finteraction =6.54;P ＜ 0.05).Compared to baseline,the α wave and β wave were significantly decreased at third month and sixth month in VD (Finner groups =116.40,P =0.00) and (Finner groups =55.90,P ＜ 0.05).Compared to control group,the powers of θ wave (except in the frontal lobe at baseline and third month) and δ wave were significantly increased at all time points (P ＜ 0.05).Except the θ wave in occipital lobe,there were significant differences in slow wave at all time points between VD group and control group (P ＜ 0.05).The featured EEG with increased slow wave in many regions of cerebral infarction can be used for early diagnosis of VD in patients with cerebral infarction.
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Objective To investigate the effect of opiate receptor antagonist naloxone on the electroencephalographic (EEG) power spectrum in morphine-addicted rats.Methods 20 male adult Wistar rats were alternately injected with morphine (Mf, 10 mg/kg,sc.;Mf withdrawal (Mf-Wd) group, n=10) or saline (Sal, 1 ml/kg, sc.;Sal-Wd group, n=10) for 8 days to establish Mf physical dependent model.Withdrawal scores were evaluated by naloxone-precipitated withdrawl signs (5 mg/kg,ip.).Another 20 rats were divided into Sal-CPP group and Mf-CPP group with 10 rats in each group.Rats in the sal-CPP group were injected with saline once a day for 8 days while rats in the Mf-CPP group were injected with saline and morphine alternatively once a day for 8 days.The EEG signals were recorded from their dorsal hippocampi before and after naloxone injection under anesthesia;and the EEG power data (1 ～ 100 Hz) were analyzed.Results (1) Compared with Sal-Wd group (22.69± 3.59), the Mf-Wd group showed a higher withdrawal scores after naloxone injection(84.90± 13.40, P＜0.01).(2) The CPP scores of Mf-CPP rats (80.69± 14.96) were significantly higher than the baseline (45.29± 15.79) and the Sal-CPP rats (41.84± 12.47;all P＜0.01).(3)After naloxone injection,the EEG powers of δ band and γ band of Mf-CPP rats decreased temporarily c ompared with their baseline (δ band: (81.80±30.91) mV2 · Hz vs (112.49±39.43) mV2 · Hz;γ band:(25.35±11.20)mV2 · Hzvs (28.71±13.06)mV2 · Hz;allP＜0.05).Conclusion Opiate receptor antagonist naloxone can decrease the hippocampal EEG powers of δ band and γband in Mf-addicted rats.
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Objective To study the effect of electroencephalograph (EEG) bionic electrical stimulation at Wangu (GB12), Tianzhu (BL10), Neiguan (PC6) on cerebral blood flow and metabolism in patients with persistent vegetative state (PVS). Methods 60 patients with PVS were divided into observation group (n=30) and control group (n=30) according to the random number table. The control group re-ceived routine treatment, including basic management, hyperbaric oxygen therapy, awaking medicine, sensory stimulation, and so on;while the observation group received EEG bionic electrical stimulation at bilateral Tianzhu, Wangu (cheif electrodes) and Neiguan (auxiliary elec-trodes) in addition. They were treated for 30 days. They were assessed with the PVS score, and observed with transcranial Doppler ultra-sound (TCD) and magnetic resonance spectroscopy (MRS) one day before and one day after treatment. Results The incidence of improve-ment was 86.67%in the observation group, more than 60.00%in the control group (P<0.05). The difference of blood flow velocity before and after treatment (ΔVm) of anterior-middle cerebral artery was more in the observation group than in the control group respectively (P<0.001), as well as those of posterior cerebral-vertebral-basilar artery (P<0.01). The N-acetyl aspartic acid/creatine (NAA/Cr) increased more in the observation group than in the control group respectively (P<0.01), and the choline/creatine (Cho/Cr) decreased more (P<0.01), after treatment. Conclusion EEG bionic electrical stimulation can improve the cerebral circulation and metabolism in patients with PVS, which may associate with the wake promoting.
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@#Objective To design a device for the patients with amyotrophic lateral sclerosis (ALS), who are disable to speak and move, to call for the nurses independently when necessary. Methods The electroencephalographic signals were collected and processed with TGAM, and the extracted attention characteristic values were transmitted to a computer with Bluetooth. The loudspeaker would call the nurses when the attention characteristic value exceeds the normal range. Results In the testing process of 20 participants in 10 tests, the success rate was 81.5%, and the average misjudged frequence was 0.2 within 20 min. Conclusion The device can be used in the nursing of the patients with ALS to meet the needs of daily nursing work.
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@#Objective To study the effect of electroencephalograph (EEG) bionic electrical stimulation at Wangu (GB12), Tianzhu (BL10), Neiguan (PC6) on cerebral blood flow and metabolism in patients with persistent vegetative state (PVS). Methods 60 patients with PVS were divided into observation group (n=30) and control group (n=30) according to the random number table. The control group received routine treatment, including basic management, hyperbaric oxygen therapy, awaking medicine, sensory stimulation, and so on; while the observation group received EEG bionic electrical stimulation at bilateral Tianzhu, Wangu (cheif electrodes) and Neiguan (auxiliary electrodes) in addition. They were treated for 30 days. They were assessed with the PVS score, and observed with transcranial Doppler ultrasound (TCD) and magnetic resonance spectroscopy (MRS) one day before and one day after treatment. Results The incidence of improvement was 86.67% in the observation group, more than 60.00% in the control group (P<0.05). The difference of blood flow velocity before and after treatment (ΔVm) of anterior-middle cerebral artery was more in the observation group than in the control group respectively (P< 0.001), as well as those of posterior cerebral-vertebral-basilar artery (P<0.01). The N-acetyl aspartic acid/creatine (NAA/Cr) increased more in the observation group than in the control group respectively (P<0.01), and the choline/creatine (Cho/Cr) decreased more (P<0.01), after treatment. Conclusion EEG bionic electrical stimulation can improve the cerebral circulation and metabolism in patients with PVS, which may associate with the wake promoting.
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@#Objective To design a device for the patients with amyotrophic lateral sclerosis (ALS), who are disable to speak and move, to call for the nurses independently when necessary. Methods The electroencephalographic signals were collected and processed with TGAM, and the extracted attention characteristic values were transmitted to a computer with Bluetooth. The loudspeaker would call the nurses when the attention characteristic value exceeds the normal range. Results In the testing process of 20 participants in 10 tests, the success rate was 81.5%, and the average misjudged frequence was 0.2 within 20 min. Conclusion The device can be used in the nursing of the patients with ALS to meet the needs of daily nursing work.
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This paper reviews the existing depth of anaesthesia (DoA) monitors and their algorithms and also proposes to improve their performance from four aspects. An ideal DoA monitor should be able to suggest a personalised drug dosage, to predict and provide early warnings when dosages are inappropriate, to be portable and highly cost-effective. The limitations of the existing DoA monitors commonly include unsatisfied data filtering techniques, time delay for the monitoring responses, and inflexible and low noise immunity problems. The latest research results show that their performance can be improved using up-to-date computing technology and neurophysiology. The findings in Chinese market review show that neither the imported nor the Chinese domestic DoA monitors are widely utilised at hospitals, but the demand for DoA monitors is very high. Clearly there is a high demand which encourages the development of a better DoA monitor and its mass production in China.
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Humans , Algorithms , Anesthesia , Consciousness Monitors , Electroencephalography , Monitoring, Intraoperative , Signal Processing, Computer-AssistedABSTRACT
ObjectiveThe purpose of this research was to investigate functional connectivity of 16-channel electroencephalograph(EEG) in δ frequency band based on Granger causality analysis.MethodsThe experimental data was recorded at a sampling rate of 200 Hz from temporal lobe epilepsy (TLE) patients(6 left and 3 right TLE,and 9 normals as control group.Ten of EEG segments of 20 s length for three different states:epileptiform discharges (ED) state in interictal durations,non-ED state for TLE patients,and control state for the normal.The δ band components (1～4 Hz) were filtered from EEGs.The functional connection values Iδ between two EEG δ components were calculated separately by Granger causality analysis.The two EEG components were from inferoposterior temporal lobe (left:T5,right:T6) to frontal lobe (Fp1,Fp2,F3,F4,and parietal lobe (C3,C4) for three states.ResultsThe Iδ values for ED state was 0.1323±0.0329～0.1670±0.028 9,which was significantly higher than that of non-ED state (0.0300±0.0130～0.0420±0.0072) (P＜0.05).The Iδ values for the control group (0.0153±0.0028～0.0193±0.0057) was much lower than that of ED state (P＜0.01),and no obvious distinctions were observed compared with non-ED state at P=0.05 level.ConclusionThere is a stronger connection of EEG' s δ bands from the inferoposterior temporal lobe to frontal and parietal lobe for the ED state,and the over-discharges transmission is from inferoposterior temporal lobe to other brain regions.There is a weaker connection from the top temporal lobe to frontal and parietal lobe for non-ED state and control group,and the onset zones is not inferoposterior temporal lobe.
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En la actualidad, las Interfaces Cerebro-Computador (ICC) se diseñan con el fin de usarlas tanto en estudios experimentales como clínicos, y cuyos resultados permiten la creación de nuevas tecnologías asistidas para personas que se encuentran en situación de discapacidad motora. En el año 2008 se desarrolló un prototipo de una ICC en la Escuela de Ingeniería de Antioquia y la Universidad CES, la cual hace uso de los potenciales evocados cognitivos P300 mediante electroencefalografía (EEG). En este trabajo se propone un estudio experimental y estadístico para comparar un prototipo de ICC con un sistema comercial (USBamp), estudiando si existen diferencias significativas entre los dos sistemas. El estudio se concentra en pruebas destinadas a la caracterización de sistemas empleando como entrada, inicialmente, señales determinísticas con diferentes valores de frecuencia y amplitud, y cuya evaluación se hace a través del valor cuadrático medio, la densidad espectral de las señales, el tiempo de respuesta y el máximo pico ante un estímulo. En segunda instancia, se realizan pruebas análogas en señales de P300 evaluando la energía de la señal y el tiempo de latencia por canal. Se hace uso de elementos de inferencia estadística como la evaluación de hipótesis para dos medias suponiendo varianzas desconocidas iguales y prueba de medias para dos muestras pareadas. De las pruebas evaluadas se concluye que la ICC es apta en cuanto la adquisición de EEG y su procesamiento, pero se establecen planes de mejoramiento para algunos tratamientos que incluyen el diseño de nuevos circuitos para mejorar el ancho de banda.
Nowadays, brain-computer interfaces (BCI) are designed to use them in experimental and clinical studies, which results allow the creation of new assistive technologies for people with motor disabilities. In 2008, a prototype of a BCI was developed in the School of Engineering of Antioquia and University CES, which uses the cognitive P300 evoked potential recorded by electroencephalography (EEG). In this paper we propose an experimental and statistical design to compare our BCI prototype with a commercial device (USBamp), studying if they show significant differences or not. At first instance, this study is focused in some tests that characterize the systems using as input, deterministic signals with different values of frequency and amplitude, and which evaluation is made through mean square value, signals spectral density, response time and maximum peak during a stimulus. Secondly, we performed some analog tests in P300 signals evaluating signal energy and latency per channel. We use elements of statistical inference such as: the evaluation of a hypothesis for two means assuming unknown equal variances and equal means tests for two paired samples. According to the evidence, we concluded that our BCI is suitable to measure and process EEG signals but is necessary to establish some improvement for certain treatments such as: the design of new circuits to optimize band width.
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Event-Related Potentials, P300 , Electroencephalography/statistics & numerical data , Electroencephalography/instrumentation , Data Interpretation, StatisticalABSTRACT
Objective: ①To study whether changes of cortical electrical activations in two hemispheres correlated with speech tasks could be observed with approximate entropy analysis of EEG; ②To dynamically observe the correlation of speech improvements with cortical electrical activations in two hemispheres during speech treatment. Method: Changes of cortical electrical activations were observed with EEG in a conductive aphasic 7、9 and 30 weeks after stroke. EEG was recorded in 3 different conditions: eyes closed, word repetition and non-word repetition. The EEG of a healthy man was recorded in 3 different conditions as control. Result: Compared with eye-closed condition, EEG approximate entropies(ApEn_s) of the healthy subject increased in T3, T5, C3, P3 and O1 for word and non-word repetition, and additional F7 and T6 for non-word repetition task. For the patient, ApEn of the first EEG increased in P3 for word repetition, and P4 for non-word repetition; ApEns of the second EEG increased in F3, F7, P3, C3, C4,T3, T5, O1, and decreased in F8, T4 and O2 in right hemisphere for word and non-word repetition; ApEns of the third EEG increased in T3, P3, F7, O1, O2 for word repetition,and T3, O2 for non-word repetition. The first aphasia assessment showed light impairment of semantic system and initial sound auditory identification and severely impairment of picture naming and word repetition. The semantic system and initial sound auditory identification improved significantly in the second assessment compared with the first; but the word repetition remained unchanged. The range of the activated regions in the left hemisphere decreased in the third EEG compared with the second EEG and the activated regions were less than the normal subject. Conclusion: The cortical electrical activities correlated with repetition tasks and the change of cortical electrical activities in different stages of language recovery could be observed with EEG nonlinear analysis.
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BACKGROUND: Heart rate is tightly controlled by brain. If activity of brain and electroencephalograph (EEG) are changed by anesthetics, electrocardiograph (ECG) might be changed. We investigated whether there is a correlation between EEG and ECG, ECG could replace EEG as a monitor for depth of anesthesia. METHODS: We recruited 50 patients, aged 2-8 years. Inspired and expired end-tidal sevoflurane concentrations were held constant at 1.0 or 2.5 vol%, after which ECG and EEG were obtained for 15 minutes. Total power (TP), low-frequency power (LFP), high-frequency power (HFP), approximate entropy (ApEn), and Hurst exponent (H) were calculated from the ECG. The relationship between EEG and ECG indices at the two sevoflurane concentrations was measured by Pearson's correlation coefficient. RESULTS: As anesthesia deepened, ApEn, H of ECG and beta wave decreased and those of delta and theta increased in 4 channels. In FP2, changes of beta and theta wave were negatively correlated with ApEn and H of ECG (P < 0.05), and changes of delta wave was positively correlated with ApEn (P < 0.05) and H (P < 0.01). In F8, changes of beta and theta wave were negatively correlated with ApEn (P < 0.05) and only theta wave was negatively correlated with H (P < 0.05). In C4, change of delta wave was positively correlated with ApEn (P < 0.001) and H (P < 0.05). CONCLUSIONS: EEG and ECG indices are correlated during sevoflurane anesthesia in children, and ECG-derived indices could possibly be used to monitor depth of anesthesia.
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Aged , Child , Humans , Anesthesia , Anesthetics , Brain , Electrocardiography , Electroencephalography , Entropy , Heart Rate , Methyl Ethers , Organothiophosphorus CompoundsABSTRACT
@#Objective To explore the susceptibility of epilepsy in rat with cerebral trauma. Methods An impact-acceleration head injury model was established with rats. After trauma, the electroencephalograph was recorded. Epileptic model wad established by injecting pentylenetetrazol (PTZ) intraperitoneally and the dosage of PTZ was recorded. Results The wave of delta and theta increased after trauma, alpha and beta decreased and there was significant difference among the power of delta, theta and alpha (P＜0.05). The dosage of rats with cerebral trauma was less than that in normal rats (P＜0.05). Conclusion The susceptibility of epilepsy in rat with cerebral trauma increases.
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@#ObjectiveTo investigate the changes of non-linear dynamics characteristic of EEG in patient with acute cerebral stroke under eyes closed state. MethodsEEG were recorded in 31 patients with acute cerebral infarction and 22 healthy volunteers under eyes closed state. Correlation dimension (D2) and Approximate Entropy (ApEn) were calculated for all subjects. ResultsD2 and ApEn of uninjured forehead cortex (FP1,FP2)reduced significantly in the group of cerebral infarction as compared with the group of normal control at eyes closed state. ConclusionDynamic analysis based on D2 and ApEn topographic maps might be helpful in understand the changes of mental functions after stroke, that can be used in the study of mental function.
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Objective To describe characteristic of sleep electroencephalograph (EEG) in depressions with psychogenic anxiety. Methods It was estimated for sleep EEG in 7 depressive patients with psychogenic anxiety,11 depressive patients with non-psychogenic anxiety and 10 normal controls. Results (1)Time from awake to getting up was significantly longer in non-psychogenic anxiety group than the normal subjects [(12.0?8.4)min vs(3.1?2.8)min,P0.05]. Conclusion (1)Time from awake to getting up is longer in non-psychogenic anxiety group than the normal subjects.(2)The tension of REM is higher in non-psychogenic anxiety group than the normal subjects.(3)It has tendency to be lower for tension of Rapid Eye Move in psychogenic anxiety group than the normal subjects.
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Objective To explore the therapeutic effect of electroencephalograph(EEG)biofeedback on clinical symptoms and cognitive function of children with attention deficit hyperactivity disorder(ADHD).Methods Twenty children aged(10.4?2.2)years old who were diagnosed as ADHD according to American Diagnostic and Statistical Manual of mental disorders the 4th ed received EEG biofeedback treatment.The treatment was administered by Autogenic A620 machine,? wave(4-8 Hz)was suppressed and sensory motor rate wave was strengthened(12-15 Hz)at the same time.The treatment was total 40 times.Before and after treatment,Conner's Behavior Rating Scale-parent questionnaire was administered to assess the clinical symptoms,wechsler memory scale(WMS)to assess the long-term memory,short-term memory and instantaneous memory,number cancellation test and stroop test were used to assess the cognitive process speed and selective attention,and continuous performance test(CPT)was administered to assess the attention and impulsiveness.The children in healthy control group who compared with ADHD children by one to one came from the primary or middle school near the hospital,the age difference between ADHD child and healthy control group was within 6 months.All the measurements were administered to the healthy control group.Results After the EEG biofeedback treatment,the score of behavior factor in Conners Scale decreased significantly(P0.05).Conclusions Forty sessions EEG biofeedback can improve clinical symptoms,attention,memory,selective attention and cognitive process speed of ADHD children significantly,some indicators even become normal.
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Brain Computer Interface(BCI) is a direct information communication and control channel established between human and computer or other electronics devices and it is a wholly new communication system that does not depend on the brain's normal output pathways of peripheral nerves and muscles.The general constitutions and principles of BCI systems are introduced.In addition,research methods based on electroencephalograph are discussed and the existing problems and future trends of BCI are pointed out.