In recent years, epileptic seizure detection based on electroencephalogram (EEG) has attracted the widespread attention of the academic. However, it is difficult to collect data from epileptic seizure, and it is easy to cause over fitting phenomenon under the condition of few training data. In order to solve this problem, this paper took the CHB-MIT epilepsy EEG dataset from Boston Children's Hospital as the research object, and applied wavelet transform for data augmentation by setting different wavelet transform scale factors. In addition, by combining deep learning, ensemble learning, transfer learning and other methods, an epilepsy detection method with high accuracy for specific epilepsy patients was proposed under the condition of insufficient learning samples. In test, the wavelet transform scale factors 2, 4 and 8 were set for experimental comparison and verification. When the wavelet scale factor was 8, the average accuracy, average sensitivity and average specificity was 95.47%, 93.89% and 96.48%, respectively. Through comparative experiments with recent relevant literatures, the advantages of the proposed method were verified. Our results might provide reference for the clinical application of epilepsy detection.
ObjectiveTo explore and clarify the relationship between epileptic seizure and inducing factors. Avoid inducing factors and reduce epileptic seizure, so as to improve the quality of life in patients with epilepsy.MethodsClinical data of 604 patients diagnosed with epilepsy in Xijing Hospital of Air Force Military Medical University from January 2018 to January 2019 were collected. The clinical data of patients with epilepsy were followed up 6 months.ResultsAmong the 604 patients, 318 (52.6%) were seizure-free in the last 6 months, 286 (47.4%) had seizures. 169 (59.1%) had seizures with at least one inducing factor. Common inducing factors: 123 cases of sleep disorder (72.8%), 114 cases of emotion changes (67.5%), 87 cases of irregular medication (51.5%), 97 cases of diet related (57.4%), 33 cases of menstruation and pregnancy (19.5%), etc. Using the χ2 test, seizures with age, gender differences had no statistical significance (P > 0.05), but seizure type was statistically different between inducing factors. In generalized seizures, tonic-clonic seizures associated with sleep deprivation (χ2= 0.189), absence seizures and anger (χ2= 0.237), pressure (χ2= 0.203), irregular life (χ2= 0.214). In the focal seizures, focal motor seizures was correlated with coffee consumption (χ2=0.145), focal sensory seizures with cold (χ2=0.235), electronic equipment use (χ2 =0.153), satiety (χ2 =0.257). Complex partial seizures was correlated with anger (χ2 =0.229), stress (χ2 =0.187), and cold (χ2 =0.198). The secondarily generalized seizures was correlated with drug missing (χ2 =0.231), sleep deprivation (χ2 =0.158), stress (χ2 =0.161), cold (χ2 =0.263), satiety (χ2 =0.182). Among the inducing factors, sleep deprivation was correlated with anger (χ2 =0.167), fatigue (χ2 =0.283), and stress (χ2 =0.230).ConclusionsEpileptic seizure were usually induced by a variety of factors. Generalized seizures were associated with sleep disorders, emotional changes, stress, irregular life, etc. While focal seizures were associated with stress, emotional changes, sleep disorders, cold, satiety, etc. An analysis of the triggers found that sleep deprivation was associated with anger, fatigue, and stress. Therefore, to clarify the inducing factors of epileptic seizure, avoid the inducing factors as much as possible, reduce the harm caused by seizures, and improve the quality of life of patients.
ObjectiveTo observe the effects of Tianjiang Niuhuang Powder on cognition, seizure and hippocampal formation in epileptic model of pilocarpine rats.MethodsFouty SD rats were selected in this study. They were randomly divided into four groups (each group n=10), including a blank control group (group A) and three pilocarpine epilepsy model groups. The model groups were divided into Tianjiang Niuhuang Powder treatment Group (group B), Sodium valproate (group C) and model control group (group D) according to the different processing methods. The seizures number of discharges in the EEG monitor, cognitive ability were observed on the 7th, 14th and 21st day, The pathological sections of the brain and the neuronal damage in the hippocampal CA1 area were observed after the rats were sacrificed.ResultsThere was no significant difference in the number of spontaneous episodes, duration, and average number of discharges per minute between group B and group C (P>0.05). Compared with groups B and C, group D increased the number of episodes and increased duration. The number of discharges increased, the difference was statistically significant (P<0.05). Group A had no seizures. There were no significant differences in cognitive ability between groups A, B and C (P>0.05). Compared with group A, B and C, group D had poor cognitive ability (P<0.05). The number of surviving cells in the hippocampus CA1 region was significantly improved compared with the D group (P<0.05). Compared with the A group, the viable cells in the hippocampal CA1 region of the three experimental groups were significantly lower (P<0.05).ConclusionsTianjiang Niuhuang Powder can reduce seizures, improve cognition and effectively alleviate neuronal damage in hippocampal CA1 neurons in rats with epilepsy.
In order to improve the epilepsy management and treatment of Hebei province, improve the life quality of epilepsy patients. Hebei Association Against Epilepsy start a multicenter-clinical trial about the diagnosis, medicine treatment and effect of epilepsy through mobile phone APP. The data collected by health management APP shows that the diagnosis rate of epilepsy syndrome has enhanced from 21% to 39% within six months; also 80.4% of patients have got seizure-free within the first month of treatment. Therefore, the diagnosis and treatment of epilepsy in Hebei province has been improved. However, only 46% of adult patients have been hospitalized within the first 2 years of seizure onset. Therefore, patients need further education about epilepsy in the future. In this trial, the daily management of patients by doctors has come true through the use of mobile phone APP. Through the mobile phone APP, doctors achieved the real-time supervision of disease progress and adjustment of the treatment. This trial provide evidence for future treatment and daily management of epilepsy patients.
ObjectiveTo investigate the knowledge of drug safety among parents of some children with epilepsy in Henan Province, and to provide a basic advice for drug safety and health education for children with epilepsy.sMethodUsing a questionnaire to parents of epilepsy children from the Children's Hospital in Henan Province and the First Affiliated Hospital of Zhengzhou University in July 2019, a total of 336 questionnaire were conducted by the professionals responsible for after the training, including parents and children basic situation, drug habits and attitudes, medication safety consciousness and antibiotic drug use knowledge.Results320 questionnaire were collected, 314 of which were valid questionnaires, with an effective rate of 98.1%. 66 (21%) of parents chose juice or milk for oral administration, and 87 (27.7%) of parents chose sugar water. 104 (33.1%) of the parents chose to stop the medication immediately after the child's condition improved. 126 (40.1%) of parents believe that combination of two or more antibiotics is more effective, 178 (56.7%) of parents will give their children antibiotics when they have a cold or fever, and more than 254 (80%) of parents are not aware of adverse reactions to antibiotics.ConclusionIn the investigation, the parents of children with epilepsy in Henan Province still have insufficient knowledge of safe drug use, and there are many non-standard drug use behaviors. Local medical professionals for epilepsy should be strengthened to guide and monitor the children and their parents.
Severe psychomotor developmental delay resulting from early postnatal (within 3 months) seizures can be diagnosed as Early-Infantile Developmental and Epileptic encephalopathies (EIDEE). Its primary etiologies include structural, hereditary, metabolic and etc. The main pathogenesis may be related to the inhibition of normal physiological activity of the brain by abnormal electrical activity and the damage of the brain neural network. Ohtahara syndrome and Early Myoclonic Encephalopathy (EME) are typical types of EIDEE. The principle of treatment is to improve the cognitive and developmental function by controlling frequent seizures. When the seizure is difficult to control with drugs, surgical evaluation should be performed as soon as possible, and surgical treatment is the first choice for patients suitable for surgery. The types of surgery can be divided into excision surgery, dissociation surgery, neuromodulation surgery and etc. The current status of surgical treatment of EIDEE was described, and the curative effect of surgical treatment was explored, so as to help clinicians choose appropriate treatment methods.
ObjectiveTo investigate the etiology of patients with convulsive status epilepticus (CSE).MethodsBy taking epilepsy, seizure, status epilepticus, and epileptic seizure as keywords, the clinical data of epilepsy patients hospitalized in the First People’s Hospital of Longquanyi District of Chengdu and the People’s Hospital of Leshan from January, 2012 to December, 2017 were retrospectively collected from a retrieval system for electronic patient records. The collected CSE cases were screened by trained epilepsy specialists in strict accordance with inclusion criteria and exclusion criteria. The etiology of CSE, and the pathogenetic distinctions among patients with different ages, sexes, educational levels, places of residence, and histories of epilepsy were analyzed based on medical histories and accessory examinations. The prognostic factors for epilepsy were determined using logistic regression analysis.ResultsIn this study, a total of 852 hospitalized epilepsy cases were retrieved, among which 104 cases were CSE cases aged between 18 and 86, including 75 males and 29 females. There were 13 CSE deaths (12.5%). There were significant differences in the pathogeneses among CSE patients with different ages and histories of epilepsy (χ2=52.396, 18.354; P<0.05). However, no significant difference in CSE pathogeneses was observed among patients with different sexes, educational levels, or places of residence (P>0.05). Drug withdrawal or dose reduction was the leading cause of CSE in patients with a history of epilepsy (n=28, 57.1%), while cerebrovascular diseases (n=19, 34.5%) were common causes among those without a history. Among patients aged over 65, cerebrovascular diseases (n=17, 43.6%) were determined as the major causes of CSE, while for those aged under 65, drug withdrawal or dose reduction was the main pathogeny (n=20, 30.8%). Results obtained from multivariate logistic regression analysis on the prognostic factors for epilepsy showed that the duration of epileptic seizure significantly influenced the prognosis of patients [odds ratio=1.299, 95% confidence interval (1.074, 1.571), P=0.007], while there were no significant correlations between other factors and epilepsy prognosis (P>0.05).ConclusionsCerebrovascular diseases are the leading causes of geriatric CSE. Irregular medication of epilepsy patients is a prominent avoidable trigger for CSE.
ObjectiveTo explore the clinical, genetic and prognostic features of early infantile epileptic encephalopathy caused by DNM1 gene pathogenic variations.MethodsClinical phenotype, genotype and prognosis of 3 individuals with de novo variants in DNM1 gene were analyzed retrospectively. Through using “Dynamin-1” or “DNM1” as key words to search literature at database of China National Knowledge Infrastructure, Wanfang, PubMed and OMIM. Genotype-phenotype correlations were analyzed by analysis of variance (ANOVA).ResultAmong the 3 patients, 1 female and 2 males. 2 cases with epileptic spasm and 1 case with focal clonic seizure or secondary generalized tonic-clonic seizure were manifested with onset age from 2 to 17 months. De novo variants at NM_004408.4: c.415 G>A(P. Gly 139Arg) in 2 inviduals and NM_004408.4: c.545 C>A(P. Ala 182Asp)in 1 invidual of DNM1 gene were identified by gene testing. After follow-up at age of 2~3 years, all patients were presented with hypotonia, severe intellectual disability, non-verbal, non-ambulatory, drug-resistant epilepsy and feeding difficulties. 36 cases with pathogenic DNM1 variants were reported by far, totally 39 cases were included. Of the 39 patients, hypotonia were found to be independent of the locus of genetic variants, while those inviduals with variants in the GTPase and middle domains almost presented severe or profound intellectual disability and epilepsy. 31 patients diagnosed with epilepsy and complete clinical data were further analyzed, epileptic spasm was the most common types of seizure. Absent seizure was significantly more common in those patients with variants in the GTPase domains (P=0.02), compared to those patients with variants in the middle domains. No statistical differences were found in gender, onset age, other types of seizure and drug treatment response between variants in the GTPase and middle domains.ConclusionHypotonia, early onset epilepsy, severe intellectual and movement disability were the common features in patients with DMN1 related encephalopathy. Epileptic spasm was the most common types of seizure, no significant differences were found in the phenotype between the GTPase and middle domains expect for absent seizure. Our patients also presented with feeding difficulties.
ObjectiveTo identify the clinical significance of epileptic eye movement for localization of posterior epileptic seizures. MethodsThere were 12 posterior epileptic patients, who were undertaken the detailed presurgical evaluation and ictal SEEG recording, and the epileptogenic zone of whom was confirmed restricted within posterior cortex through the boarder of epileptic cortical resection and the result of epileptic surgery, included in the research. ResultsThe cluster analysis of posterior cortical area of interest showed that parieto-occipital sulcus (POS) with the adjacent cortical areas belonged to the Medial Group; intraparietal sulcus (IPS) with the adjacent areas belonged to the Intermediate Group; and the Lateral Group included anterior occipital sulcus (AOS) and posterior temporal cortex. Eyes forced stare had the significant correlation with IPS, POS and related cortical group. Contraversive eye deviation had no significant correlation with cortical eye field with the related cortical areas. ConclusionsForced eye stare was significant eye movement in posterior epilepsy, and had significant correlation with IPS and POS. Ipsiversive eye deviation and convergence binocular movement were rare semiology in posterior epilepsy, and AOS had significant correlation with the two type of epileptic eyes movement.
According to their seizure patterns and EEG findings, status epilepticus can be divided into convulsive status epilepticus (CSE) and nonconvulsive status epilepticus (NCSE). Patients with NCSE have well-established EEG abnormalities without typical convulsive convulsions and only altered mental status or mild motor symptoms. Due to its atypical clinical symptoms, NCSE is prone to delayed diagnosis, misdiagnosis, or missed diagnosis, resulting in irreversible brain tissue damage, severe impairment of consciousness, function, and behavior, and even death in NCSE patients. It is of great significance to actively prevent seizures, identify symptoms early, and standardize treatment to improve the prognosis of NCSE patients. At present, there is no relevant standard and consensus on NCSE diagnosis and care. Here, we reported a patient with NCSE who admitted to the Epilepsy Center of Beijing Tiantan Hospital on June 21, 2024. After precise treatment and nursing, the patient's symptoms were well controlled, his condition was stable, and he was followed up for 1 month after discharge, and the prognosis was good. This case report aimed to provide some clinical suggestions to related disease.