The existing epilepsy seizure detection algorithms have problems such as overfitting and poor generalization ability due to high reliance on manual labeling of electroencephalogram's data and data imbalance between seizure and interictal periods. An unsupervised learning detection method for epileptic seizure that jointed graph attention network (GAT) and Transformer framework (GAT-T) was proposed. In this method, channel correlations were adaptively learned by GAT encoder. Temporal information was captured by one-dimensional convolution decoder. Combining outputs of the two mentioned above, predicted values for electroencephalogram were generated. The collective anomaly score was calculated and the detection threshold was determined. The results demonstrated that GAT-T achieved the average performance exceeding 90% (or 99%) with a 0.25 s (or 2 s) time segment length, which could effectively detect epileptic seizures. Moreover, the channel association probability matrix was expected to assist clinicians in the initial screening of the epileptogenic zone, and ablation experiments also reflected the significance of each module in GAT-T. This study may assist clinicians in making more accurate diagnostic and therapeutic decisions for epilepsy patients.
Humans ; Electroencephalography/methods* ; Epilepsy/physiopathology* ; Algorithms ; Seizures/physiopathology* ; Neural Networks, Computer ; Signal Processing, Computer-Assisted

Objective:To explore the research status and hotspots of Shenling Baizhu Powder by using bibliometrics methods.Methods:The journal literature related to Shenling Baizhu Powder was retrieved by computer from CNKI, VIP, Wanfang Data and CBM from January 1, 2010 to December 31, 2022. NoteExpress 3.2 was used to merge and deduplicate, and the authors, institutions and keywords were analyzed visually by using VOSviewer 1.6.18 and CiteSpace 6.1.R6.Results:A total of 2 695 journal articles were included, and the annual number of articles showed an upward trend. The source journal with the most relevant articles was Chinese Clinical Research (72 articles). The main treatment diseases were digestive system diseases and respiratory system diseases. The author with most publications was Yang Qinhe (15 articles) from Jinan University. Jiangxi University of Chinese Medicine published the most articles (51 articles). In addition to search terms, the top three high-frequency keywords were clinical efficacy, TCM therapy and diarrhea. Keyword cluster analysis showed that the main research contents were applicable diseases, treatment methods, treatment principles, experimental models and literature types.Conclusion:Shenling Baizhu Powder mainly focuses on the treatment of digestive system diseases and respiratory system diseases in clinical application research, and the mechanism research focuses on immune function and intestinal flora.

Ankylosing spondylitis (AS) combined with lower cervical fracture is often categorized into unstable fracture, with a high incidence of neurological injury and a high rate of disability and morbidity. As factors such as shoulder occlusion may affect the accuracy of X-ray imaging diagnosis, it is often easily misdiagnosed at the primary diagnosis. Non-operative treatment has complications such as bone nonunion and the possibility of secondary neurological damage, while the timing, access and choice of surgical treatment are still controversial. Currently, there are no clinical practice guidelines for the treatment of AS combined with lower cervical fracture with or without dislocation. To this end, the Spinal Trauma Group of Orthopedics Branch of Chinese Medical Doctor Association organized experts to formulate Clinical guidelines for the treatment of ankylosing spondylitis combined with lower cervical fracture in adults ( version 2024) in accordance with the principles of evidence-based medicine, scientificity and practicality, in which 11 recommendations were put forward in terms of the diagnosis, imaging evaluation, typing and treatment, etc, to provide guidance for the diagnosis and treatment of AS combined with lower cervical fracture.

Objective To establish an analytical method combining gas chromatography-tandem mass spectrometry(GC-MS)and liquid chromatography-tandem mass spectrometry(LC-MS)to detect diazepam residue in bait nest materials and fish samples,and improve the pretreatment steps of samples to make the experimental results accurate and the sample processing convenient and fast.Methods Taking diazepam as the research object,samples were extracted with methanol and dichloromethane/n-hexane as solvents according to the type,and the supernatant was taken for detection after centrifugation.Results The diazepam standard sample showed a good linear relationship in the range of 10～10 000 ng/mL.The retention times in methanol and mixed solvent were 13.54 min and 13.83 min,respectively,and the correlation coefficients were 0.998 and 0.999,respectively;The limit of detection(LOD)of using methanol as extraction solvent was 2 ppb,and limit of quantification(LOQ)was 6 ppb.The LOD of using mixed solvents was 5 ppb,and the LOQ was 15 ppb.When the sample is a bait nest material,the GC-MS spectrum was clear and standard,and the peak shape was sharp and prominent;When the sample is biological specimen,the GC-MS spectra are disturbed by matrix,while the LC-MS data is more accurate and faster.Conclusion It is more appropriate to use GC-MS to determine the content of bait nest materialsamples,and it is more accurate to LC-MS to determine the content of fish samples due to the complexity of the organism.

Ankylosing spondylitis (AS) combined with spinal fractures with thoracic and lumbar fracture as the most common type shows characteristics of unstable fracture, high incidence of nerve injury, high mortality and high disability rate. The diagnosis may be missed because it is mostly caused by low-energy injury, when spinal rigidity and osteoporosis have a great impact on the accuracy of imaging examination. At the same time, the treatment choices are controversial, with no relevant specifications. Non-operative treatments can easily lead to bone nonunion, pseudoarthrosis and delayed nerve injury, while surgeries may be failed due to internal fixation failure. At present, there are no evidence-based guidelines for the diagnosis and treatment of AS combined with thoracic and lumbar fracture. In this context, the Spinal Trauma Academic Group of Orthopedics Branch of Chinese Medical Doctor Association organized experts to formulate the Clinical guideline for the diagnosis and treatment of adult ankylosing spondylitis combined with thoracolumbar fracture ( version 2023) by following the principles of evidence-based medicine and systematically review related literatures. Ten recommendations on the diagnosis, imaging evaluation, classification and treatment of AS combined with thoracic and lumbar fracture were put forward, aiming to standardize the clinical diagnosis and treatment of such disorder.

The acute combination fractures of the atlas and axis in adults have a higher rate of neurological injury and early death compared with atlas or axial fractures alone. Currently, the diagnosis and treatment choices of acute combination fractures of the atlas and axis in adults are controversial because of the lack of standards for implementation. Non-operative treatments have a high incidence of bone nonunion and complications, while surgeries may easily lead to the injury of the vertebral artery, spinal cord and nerve root. At present, there are no evidence-based Chinese guidelines for the diagnosis and treatment of acute combination fractures of the atlas and axis in adults. To provide orthopedic surgeons with the most up-to-date and effective information in treating acute combination fractures of the atlas and axis in adults, the Spinal Trauma Group of Orthopedic Branch of Chinese Medical Doctor Association organized experts in the field of spinal trauma to develop the Evidence-based guideline for clinical diagnosis and treatment of acute combination fractures of the atlas and axis in adults ( version 2023) by referring to the "Management of acute combination fractures of the atlas and axis in adults" published by American Association of Neurological Surgeons (AANS)/Congress of Neurological Surgeons (CNS) in 2013 and the relevant Chinese and English literatures. Ten recommendations were made concerning the radiological diagnosis, stability judgment, treatment rules, treatment options and complications based on medical evidence, aiming to provide a reference for the diagnosis and treatment of acute combination fractures of the atlas and axis in adults.

Objective:To investigate the effect of preoperative pulmonary hypertension (PH) on right ventricular function in patients with heart transplantation(HTx) one year after surgery.Methods:A total of 120 patients who underwent HTx in Union Hospital, Tongji Medical College, Huazhong University of Science and Technology from January 2017 to January 2020 were retrospectively recruited.According to the mean pulmonary arterial pressure (mPAP) obtained by preoperative right heart catheterization, the research subjects were divided into the pulmonary hypertension group (PH group, n=81) and without pulmonary hypertension group (NPH group, n=39). Conventional echocardiographic indices of right ventricular function such as right ventricular area change (RV-FAC), tricuspid annular plane systolic excursion (TAPSE), tricuspid lateral annular systolic velocity (S′), and two-dimensional speckle tracking imaging (2D-STI) strain parameters including right ventricular global longitudinal strain (RV-GLS), right ventricular free wall longitudinal strain (RV-FWLS) were obtained to assess the right ventricular function of grafted hearts. The echocardiographic parameters one year after the operation of the two groups were analyzed to compare the differences in right ventricular function and their correlation with preoperative mPAP. Results:The grafted heart RV-GLS and RV-FWLS were significantly decreased in the PH group (all P<0.01), while RV-FAC, TAPSE, and S′ were similar between the two groups (all P>0.05). RV-FWLS and RV-GLS correlated with preoperative hemodynamic parameter mPAP( rs=-0.46, -0.54; all P<0.05)while RV-FAC, TAPSE, and S′ were not significantly correlated with mPAP (all P>0.05). Conclusions:Preoperative PH correlates with right ventricular function in HTx patients 1 year after the operation. The absolute values of RV-FWLS and RV-GLS in HTx patients with preoperative PH decrease 1 year after the operation. 2D-STI is more sensitive than conventional echocardiography to monitor the changes in right ventricular function in HTx patients after the operation.

Objective: To evaluate the diagnostic value of three-dimensional multi-slice spiral computed tomography (CT) imaging in Crohn's disease(CD) of small intestine and its active and remission stages. Methods: The clinical and CT data of 34 patients with Crohn's disease confirmed by digestive endoscopy were retrospectively analyzed. According to whether the lesions were active, the patients were divided into active group (25 cases) and remission group (9 cases). The difference of CT signs between the two groups was compared. Chi square test was used to evaluate the diagnostic efficiency of CT three-dimensional imaging for polyps and their activity evaluation of Crohn's disease. Results: The incidences of intestinal wall stratification, moderate enhancement, severe enhancement, ulcer, cellulitis, lymph node enlargement and wood comb sign in active group were higher than those in remission group (χ²=20.193, 9.018, 4.986, 3.947, 9.551, 4.986, 6.766, 4.986 respectively, P<0.05). The incidence of intestinal wall monolayer thickening, non-enhancement, mild enhancement and abdominal abscess in remission group was higher than that in active group, with significant difference (χ²=15.092, 13.768, 25.336, 16.996, P<0.05). while there were no significant difference between the two groups in the incidence of pneumoperitoneum, intestinal stenosis and enlargement (P>0.05). Conclusions Spiral CT three-dimensional reconstruction imaging can show the intestinal wall thickening, intestinal lesions and parenteral complications of Crohn's disease comprehensively, carefully and intuitively, and play an important role in guiding clinical treatment by evaluating the active and remission stages of CD.

Objective To investigate the prevalence of iron deficiency(ID)and iron deficiency anemia (IDA) in pregnant women in urban areas of China. Methods The study was a national cross-sectional survey conducted from September 19th, 2016 to November 20th, 2016. According to the classification of the National Bureau of Statistics, all survey sites were set up in 6 regions of the country. Pregnant women were continuously selected using multistage stratified sampling. A total of 12 403 pregnant women were collected and examined for serum ferritin and hemoglobin levels. Results The median serum ferritin level during pregnancy was 20.60 μg/L(11.78-36.98 μg/L), the hemoglobin level was(118±12)g/L. With the progress of pregnancy, the levels of serum ferritin and hemoglobin decreased gradually. The median serum ferritin levels in the first, second trimester and third trimester were 54.30 μg/L(34.48-94.01 μg/L), 28.60 μg/L(16.40-50.52 μg/L), and 16.70 μg/L(10.20-27.00 μg/L)respectively(P<0.01). The mean hemoglobin levels were(127 ± 10)g/L,(119 ± 11)g/L and(117 ± 11)g/L respectively(P<0.01). The prevalence of ID in urban pregnant women was 48.16%(5 973/12 403), and IDA prevalence was 13.87% (1 720/12 403). The prevalence of IDA in the first, second trimester and third trimester were 1.96% (20/1 019), 8.40%(293/3 487)and 17.82%(1 407/7 897), respectively(P<0.01). The prevalence of standardized ID and IDA were significantly different in various regions of China(P<0.01). The standardized prevalence of ID were relatively higher in East China and Northeast China, 57.37% and 53.41% respectively, while it was the lowest in Southwest China, 30.51%. The standardized prevalence of IDA in South Central, Northwest, and East China were relatively high, 21.30%, 16.97% and 17.53% respectively, and the standardized prevalence of IDA in Southwest China was the lowest, 5.44%,the differents in various regions were significant(all P<0.01). Conclusion The current phenomenon of ID and IDA in pregnant women is still very common,and nutrition and health care during pregnancy should be strengthened.

Objective To investigate the prevalence and related characteristics of alcohol dependence in the Pumi people of Ninglang area in Yunnan Province.Methods By stratified multistage cluster randomization,542 residents were interviewed by psychiatrists using the structural questionnaire MINI-International Neuropsychiatric Interview.Results The prevalence of drinking in the study were 37.3％,13.6％ and 22.5％ for the male,female and the total sample.There were significant differences of alcohol dependence between males and females (x2 =304.310,P＜0.01) in which males were significantly higher than those in females.The current prevalence of alcohol dependence in Pumi people was 4.8％(95％CI=3.0％-6.6％),and standardized current prevalence was 3.3％.The current prevalence of alcohol dependence in males was 9.3％,which was significantly higher than that (2.1％) in females (x2 =14.613,P＜0.01).The prevalence of alcohol dependence in the Pumi people was 6.1％ in the 21-30 years old,and 8.6％ in the 51-60 years old.There were one case of major depression,one case of panic disorder,and five cases of insomnia.Conclusion The prevalence of alcohol dependence in Pumi people of Ninglang areas is high.Alcohol dependence has become one of the most common mental disorders and the public health problem.It is necessary to carry out prevention research in the future.