Current epilepsy prediction methods are not effective in characterizing the multi-domain features of complex long-term electroencephalogram (EEG) data, leading to suboptimal prediction performance. Therefore, this paper proposes a novel multi-scale sparse adaptive convolutional network based on multi-head attention mechanism (MS-SACN-MM) model to effectively characterize the multi-domain features. The model first preprocesses the EEG data, constructs multiple convolutional layers to effectively avoid information overload, and uses a multi-layer perceptron and multi-head attention mechanism to focus the network on critical pre-seizure features. Then, it adopts a focal loss training strategy to alleviate class imbalance and enhance the model's robustness. Experimental results show that on the publicly created dataset (CHB-MIT) by MIT and Boston Children's Hospital, the MS-SACN-MM model achieves a maximum accuracy of 0.999 for seizure prediction 10 ~ 15 minutes in advance. This demonstrates good predictive performance and holds significant importance for early intervention and intelligent clinical management of epilepsy patients.
Humans ; Electroencephalography/methods* ; Epilepsy/physiopathology* ; Neural Networks, Computer ; Seizures/physiopathology* ; Signal Processing, Computer-Assisted ; Algorithms

After being treated with acupuncture, some patients with idiopathic tinnitus may experience a short-term aggravation of tinnitus symptoms on the original basis. These symptoms can be gradually relieved and the overall condition fluctuates towards recovery. This phenomenon has brought some difficulties to patients and clinicians. Based on the academic view of TCM, "destroying pathogens and re-building balance", and in association with the existing understanding of acupuncture in modern medicine for tinnitus, this paper briefly discusses the mechanism and influencing factors of symptom fluctuation in patients with idiopathic tinnitus after acupuncture treatment in terms of both TCM and modern medicine, and proposes the future direction in the research of symptom fluctuation, so as to promote the recognition of clinicians and patients on symptom fluctuation and make rational use of its positive effects. Besides, it is hoped that more researchers will pay attention to symptom fluctuation and advance the exploration of it in academic field.
Humans ; Tinnitus/physiopathology* ; Acupuncture Therapy ; Male ; Female

Objective To investigate the effects of cucurbitacin B (CucB) on alleviating skin lesions and inflammation in psoriasis mice via the cGAS-STING signaling pathway. Methods The expression of genes associated with the cGAS-STING signaling pathway in psoriatic lesions and non-lesional skin was analyzed, and hallmark gene set enrichment analysis was performed. The cytotoxicity of CucB on BMDMs was evaluated using the CCK-8 assay. The expression levels of genes and proteins related to the cGAS-STING signaling pathway, along with the secretion of inflammatory cytokines, were measured at different concentrations of CucB using quantitative PCR, Western blotting, and ELISA. Imiquimod-induced psoriasis BALB/c mice were divided into four groups: normal group, model group, low-dose CucB group [0.1 mg/ (kg.d)], and high-dose CucB group [0.4 mg/ (kg.d)], with five mice per group. PASI scoring was performed to assess the severity of psoriasis after 6 days of treatment, and HE staining was conducted to observe pathological damage. Meanwhile, the mRNA levels of inflammatory cytokines and their secretion were detected by qPCR and ELISA. Results Most cGAS-STING signaling-related genes were upregulated in lesional skin of psoriasis patients, and the hallmark gene set enrichment analysis revealed that the most significantly upregulated genes were primarily associated with immune response signaling pathways. CucB inhibited dsDNA-induced phosphorylation of interferon regulatory factor 3 (IRF3) and STING proteins in both bone-marrow derived macrophages(BMDMs) and THP-1 cells. CucB also suppressed dsDNA-induced mRNA expression of IFNB1, TNF, IFIT1, CXCL10, ISG15, and reduced the secretion of cytokines such as IFN-β, IL-1β, and TNF-α in THP-1 cells. In the imiquimod-induced psoriasis mouse model, CucB treatment reduced psoriatic symptoms, alleviated skin lesions, and attenuated inflammation. ELISA and qPCR results showed that CucB significantly reduced serum secretion levels of IL-6, TNF-α, and IL-1β, as well as the mRNA levels of IL23A, IL1B, IL6, TNF, and IFNB1. Conclusion CucB inhibits cytoplasmic DNA-induced activationc of the GAS-STING pathway. CucB significantly attenuates skin lesions and inflammation in IMQ-induced psoriatic mice, and the potential molecular mechanism may be related to the down-regulation of the cGAS-STING pathway.
Animals ; Psoriasis/pathology* ; Signal Transduction/drug effects* ; Membrane Proteins/genetics* ; Mice ; Nucleotidyltransferases/genetics* ; Disease Models, Animal ; Mice, Inbred BALB C ; Skin/metabolism* ; Triterpenes/therapeutic use* ; Humans ; Cytokines/metabolism* ; Inflammation/drug therapy* ; Male

Objective To investigate the effects of liraglutide on the gut microbiota of db/db diabetic mice and the predictive value of the microbial structure for the hypoglycemic efficacy.Methods The db/db mice were randomly divided into control group and liraglutide group(0.4 μg/g).Fasting blood glucose levels were measured in the mice,and fecal samples were collected to determine the structure of the gut microbiota.Results Compared with the control group,the liraglutide group exhibi-ted a significant increase in the average number of operational taxonomic unit(OTU)(P＜0.01).The number of observed species,Chao1 index and ACE index were all significantly higher in the liraglutide group than those in the control group(P＜0.05).Additionally,the liraglutide group showed a signifi-cant increase in the relative abundance of Firmicutes and a significant decrease in the abundance of Actinobacteria compared with the control group(P＜0.01).The percentage decrease in blood glucose levels in db/db mice was positively correlated with the abundance of Pseudomonadaceae and negatively correlated with the abundances of Clostridiaceae and Peptostreptococcaceae.Conclusion Liraglutide treatment can modulate the structure of the gut microbiota,increasing the number of OTU and diversity,particularly enhancing the abundance of beneficial bacteria such as Clostridium,Lachnospira and Oscillospira.The gut microbiota structure in mice serves as a predictive factor for the hypoglycemic efficacy of liraglutide,with diabetic mice exhibiting a higher abundance of Pseudomonas being more likely to benefit from liraglutide-induced hypoglycemic therapy.

AIM:To compare the effects of 0.01% with 0.05% atropine eye drops on pupil diameter(PD)and intraocular pressure(IOP)in myopic children.METHODS: Prospective non-randomized controlled study. A total of 232 myopic children who treated at the Department of Ophthalmology, the Second People's Hospital of Puyang from March 2021 to February 2022 were included. They were divided into 0.01% atropine eye drops group(81 cases), 0.05% atropine eye drops group(77 cases), and control group(74 cases)according to patients' will, respectively. The control group received placebo eye drops(isotonic excipient). The PD and IOP of the three groups of patients were measured before medication and at 6 and 12 mo after medication.RESULTS: Finally, 181 cases(181 eyes)(with all right eye data included in the study)completed a 1-year follow-up, with a loss to follow-up rate of 22.0%(51/232). Among them, 62 cases(62 eyes)belonged to the 0.01% atropine eye drops group, 54 cases(54 eyes)belonged to the 0.05% atropine eye drops group, and 65 cases(65 eyes)belonged to the control group. There was no significant difference in baseline PD and IOP among the three groups(all P<0.05). After 12 mo of medication, the changes in PD among the 0.01% atropine eye drops group, 0.05% atropine eye drops group, and control group were 0.79±0.70, 1.29±0.66, and 0.06±0.74 mm, respectively(P<0.001). The change in PD in the 0.05% atropine eye drops group was significantly greater than that in both the 0.01% atropine eye drops group and the control group. Similarly, the change in PD in the 0.01% atropine eye drops group was significantly greater than that in the control group(all P<0.05). After 12 mo of medication, the changes in IOP among the 0.01% atropine eye drops group, 0.05% atropine eye drops group, and control group were -0.70±1.94, -0.22±1.79, and 0.25±2.03 mmHg, respectively(P<0.05). The changes in IOP in the 0.05% atropine eye drops group showed statistically significant difference compared to both the 0.01% atropine eye drops group and the control group(all P>0.05), and the changes in IOP in the 0.01% atropine eye drops group were statistically significant compared to the control group(P<0.05). Multivariate linear regression analysis revealed that baseline refractive error and baseline PD were significant factors influencing the change in PD among children treated with atropine eye drops(β=0.230, 95%CI: 0.005-0.455, SE=0.114, t=2.025, P=0.045; β=-0.562, 95%CI: -0.729--0.396, SE=0.084, t=6.697, P<0.001). Additionally, baseline IOP was significant factor influencing the change in IOP among children in the atropine eye drop groups(β=-0.285, 95%CI: -0.439--0.131, SE=0.078, t=3.662, P<0.001).CONCLUSION: The PD of myopic children increased after using 0.01% and 0.05% atropine eye drops, and the change in PD after using 0.05% atropine eye drops was significantly greater than that of 0.01% atropine eye drops. No risk was found in the use of 0.01% and 0.05% atropine eye drops and elevated IOP.

Objective:To explore the relationship between the life satisfaction of family caregivers and the de-gree of disability of disabled elderly people in Xinjiang Uygur and Kazak nationality,and the role of family mem-bers'participation in the relationship.Methods:A total of 431 elderly people with disabilities at home and their fam-ily caregivers(247 without family members and 184 with family members)were selected from Xinjiang Uygur and Kazak ethnic groups,and the survey was conducted with the Activity of Daily Living Scale(ADL)and Life Satis-faction Index B(LSIB).Results:The LSIB scores in family caregivers were negatively correlated with the ADL scores in the disabled elderly(r=-0.19,P＜0.01),and the family members'participation in care was positively correlated with the LSIB scores of family caregivers(r=0.52,P＜0.01).Family members'participation in care could moderate the negative effect of the ADL scores in the disabled elderly on the LSIB scores in family caregivers(β=0.08,P＜0.05).Conclusion:The involvement of family members in care has a moderating effect on the life satisfaction of Uyghur and Kazak family caregivers and the degree of disability of disabled elderly people.

Background Schizophrenia and the use of antipsychotic medications are identified to be the likely contributors to the development of metabolic syndrome(MS)and cardiovascular disease,and jeopardize the prognosis of schizophrenia.Therefore,effectively preventing or reducing the risk of developing MS in patients with schizophrenia is critical.Objective To explore the efficacy of aripiprazole combined with olanzapine for male schizophrenia patients and its effect on MS,so as to provide a certain reference for the selection of antipsychotic drugs for schizophrenia patients.Methods Male patients(n=80)who were hospitalized in The Third People's Hospital of Meizhou from February to June 2023 and fulfilling the International Classification of Diseases,tenth edition(ICD-10)diagnostic criteria for the schizophrenia were enrolled,and grouped using random number table method,each with 40 cases.Study group was treated with aripiprazole combined with olanzapine,while control group was given aripiprazole monotherapy.The treatment lasted for 6 continuous weeks in both groups.At the baseline,Positive and Negative Symptom Scale(PANSS)score,MS-related indices[fasting plasma glucose(FPG),hemoglobin A1c(HbA1c),body mass index(BMI),waist-to-hip ratio(WHR),lipid profile],S100 calcium-binding protein B(S100B)and high sensitivity C-reactive protein(hs-CRP)were recorded.Then the PANSS scores at the end of the 2nd,4th and 6th week of treatment,the Clinical Global Impression(CGI)scores at the end of the 2nd and 6th week of treatment,as well as the MS-related indices,S100B,hs-CRP,Treatment Emergent Symptom Scale(TESS)score and Rating Scale for Extrapyramidal Side Effects(RSESE)score at the end of the 6th week of treatment were recorded in all participants.Results Analysis on PANSS score revealed a significant group effect,time effect and group×time interaction effect(F=18.092,634.780,2.917,P<0.05 or 0.01).Analysis on CGI score revealed a significant group effect and time effect(F=20.492,99.190,P<0.01).At the end of the 6th week of treatment,study group detected lower serum concentrations of HbA1c and triglyceride(TG)compared with control group(t=-3.495,-3.293,P<0.05).The post-treatment hs-CRP level was lower in study group than that in control group(t=-3.916,P<0.05).Study group scored lower on TESS compared with control group(t=-4.684,P<0.01).Conclusion Aripiprazole combined with olanzapine can effectively alleviate psychotic states in male schizophrenia patients,and the combination therapy yields less impact on MS-related indices than olanzapine monotherapy.

Objective To explore the effects of proteasome 20S subunit beta 8(PSMB8)on the prolif-eration,migration,and invasion of clear cell renal cell carcinoma(ccRCC)cells and whether PSMB8 promotes tumor progression by activating the mitogen-activated protein kinase kinase(MEK)/extracellular signal-regula-ted kinase(ERK)signaling pathway.Methods The Cancer Genome Atlas was employed to analyze the mRNA levels of PSMB8 in ccRCC and normal tissue,and the expression levels of PSMB8 in ccRCC tissue and cells were determined by real-time quantitative PCR,Western blotting,and immunohistochemistry.Furthermore,the cell lines with stable overexpression and knockdown of PSMB8 were constructed.The CCK-8 assay and colony forma-tion assay were employed to examine the cell proliferation,and the wound healing assay and Transwell assay were employed to examine the invasion and migration of cells.Kyoto Encyclopedia of Genes and Genomes pathway enrich-ment was performed to analyze the co-expressed genes of PSMB8.Western blotting was used to measure the phospho-rylation levels of the proteins in the MEK/ERK signaling pathway.Finally,the rescue experiment was carried out with the ERK agonist C16-PAF.Results Compared with the normal tissue,the ccRCC tissue showed up-regulated mRNA and protein levels of PSMB8(both P＜0.001),which were associated with the TNM stage of patients with ccRCC(P＜0.001).Compared with the negative control group,overexpression of PSMB8 promoted the prolifera-tion(P=0.021,P=0.039),migration and invasion(all P＜0.001)of 786-O and ACHN cells,and the knock-down of PSMB8 inhibited the proliferation(P=0.022,P=0.005),migration and invasion(all P＜0.001)of 786-O and ACHN cells.The pathway enrichment analysis of co-expressed genes of PSMB8 predicted the mitogen-ac-tivated protein kinase signaling pathway(P＜0.001).After the knockdown of PSMB8,786-O and ACHN cells showed lowered phosphorylation levels of MEK1/2(P=0.017,P=0.016)and ERK1/2(P=0.010,P=0.040)and down-regulated transcription levels of ERK downstream factors c-Myc(P=0.043,P=0.038),c-Fos(P=0.025,P=0.008),and CyclinD1(P=0.006,P=0.047).Compared with the ERK agonist C16-PAF group,the PSMB8 knockdown+C16-PAF group showed inhibited proliferation(P=0.003,P=0.002),migration and invasion(all P＜0.001)of 786-O and ACHN cells.Conclusion PSMB8 may promote the proliferation,migration,and invasion of ccRCC cells by activating the MEK/ERK signaling pathway.

Objective To investigate the factors associated with atrial fibrillation(AF)in patients with Type 2 Diabetes Mellitus(T2DM).Methods Through a case-control study,We selected 688 patients with T2DM who were hospitalized at the First Affiliated Hospital of Kunming Medical University from January 2015 to November 2021.Based on the AF diagnostic criteria,all the patients were divided into a case group(AF group)of 368 cases and a control group(non-AF group)of 320 cases.All patients'clinical data were collected and used Stata 15.1 st-atistical software were used for analyze the relevant influencing factors of AF in patients with T2DM.Results Age,duration of DM,glycated hemoglobin level,body mass index,left atrial diameter,creatinine,C2HEST score,and heart failure might be risk factors for AF in T2DM patients(P＜0.05);among them,age,glycated hemoglobin level,left atrial diameter,C2HEST score might be independent risk factors for AF in T2DM patients;the use of sodium-glucose co-transporter 2 inhibitors(Sodium/Glucose Co-transporter 2 Inhibitor,SGLT2i)and β-blockers(P＜0.05)might be its protective factors.Conclusion Old age,high HbA1c level,increased left atrial diameter,and high C2HEST score maight be independent risk factors for atrial fibrillation in T2DM patients.The use of SGLT2i and β-blockers in T2DM patients may have a protective effect on the occurrence of atrial fibrillation.

Objective:To evaluate the immunogenicity and protective effect of a multicomponent recombinant protein vaccine EPRHP014 constructed independently and provide a scientific basis for developing new tuberculosis (TB) vaccine and effective prevention and control of TB.Methods:Three full-length Mycobacterium ( M.) tuberculosis protein antigens (EsxH, Rv2628, and HspX) and two epitope-predicted and optimized epitope-dominant protein antigens (nPPE18 and nPstS1) were selected, from which five protein antigens were used to construct a protein antigen composition EPRHP014, including a fusion expression multi-component protein antigen (EPRHP014f) and a multi-component mixed protein antigen (EPRHP014m) formed with the five single protein using clone, purification, and purification respectively. Multicomponent protein vaccines EPRHP014f and EPRHP014m were prepared with aluminum adjuvant, and the BCG vaccine was used as a control. ELISA detected the titer of serum-specific antibodies, the secretion of various cytokines was detected by ELISpot and Luminex, and immune protection was observed by the M.tuberculosis growth inhibition test in vitro. The results were statistically analyzed by t-test or rank sum test, and P<0.05 was considered a statistically significant difference. Results:Mice Immunized with EPRHP014m and EPRHP014f could produce highly effective IgG antibodies and their subtypes IgG1 and IgG2a, and the antibody titers were similar to those of mice immunized with BCG, with no statistical significance ( P>0.05). The number of spot-forming cells (SFC) secreting IFN-γ and IL-4 induced by EPRHP014f group was significantly higher than those by EPRHP014m group and BCG group ( P<0.05), but there was no significant difference in the number of SFC for IFN-γ and IL-4 induced between EPRHP014m group and BCG group ( P>0.05). The secretion levels of GM-CSF and IL-12p70 induced by the EPRHP014m group were higher than those of the BCG group ( P<0.05), but there was no significant difference in the levels of IL-6 and IL-10 induced between EPRHP014m group and BCG group ( P>0.05). There was no significant difference in the secretions of IL-6, IL-10, IL-12, and GM-CSF between the EPRHP014f and BCG groups ( P>0.05). EPRHP014m group, EPRHP014f group, and BCG group had obvious antibacterial effects in vitro, and the difference was insignificant ( P>0.05). Conclusion:Both EPRHP014f and EPRHP014m can induce strong humoral and cellular immune responses in mice after immunization, and have a strong ability to inhibit the growth of M. tuberculosis in vitro, indicating that the antigen composition EPRHP014 has good potential in the development and application of TB vaccine.