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

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

OBJECTIVES: Uridine diphospho-N-acetylglucosamine 2-epimerase/N-acetylmannosamine kinase (GNE) myopathy is a progressive neurodegenerative disease associated with homozygous or compound heterozygous missense mutations in the GNE gene. This study aims to explore the impact of the homozygous p.V543M mutation in on cell phenotype and to gain preliminary insights into the underlying mechanisms. METHODS: Human embryonic kidney 293T (HEK 293T) cells were used to construct wild-type (WT-GNE) and mutant (MUT-GNE) GNE overexpression models. Western blotting and immunofluorescence were used to assess GNE protein expression levels and subcellular localization. Cell adhesion, proliferation, apoptosis, and mitochondrial membrane potential were evaluated using the cell counting kit-8 (CCK-8) assay, crystal violet staining, flow cytometry, Hoechst 33342/propidium iodide (PI) staining, and tetramethylrhodamine ethyl ester (TMRE) staining. Sialic acid synthesis levels and GNE enzymatic activity were measured, and the mRNA expression of sialic acid biosynthesis-related enzymes was quantified by real-time PCR. RESULTS: Western blotting confirmed successful establishment of GNE overexpression models. Immunofluorescence showed significantly reduced co-localization of GNE protein with Golgin-97 in the MUT-GNE group compared to WT-GNE (Pearson's correlation coefficient: 0.65±0.08 vs 0.83±0.06, P<0.05). Compared with WT-GNE, cells in the MUT-GNE group exhibited increased adhesion, decreased proliferation, and reduced mitochondrial membrane potential (P<0.05). No significant differences in apoptosis were observed between groups. The MUT-GNE group showed reduced sialic acid production, significantly decreased kinase activity, and downregulated transcription of sialic acid biosynthesis-related enzymes compared to WT-GNE (P<0.001). CONCLUSIONS The p.V543M mutation in the GNE gene alters cellular phenotype by reducing GNE enzymatic activity and the transcription of sialic acid biosynthesis enzymes, ultimately impairing sialic acid production.
Humans ; Mutation, Missense ; HEK293 Cells ; Apoptosis/genetics* ; Phenotype ; Multienzyme Complexes/metabolism* ; Cell Proliferation ; Homozygote ; Cell Adhesion/genetics* ; Distal Myopathies/genetics*

ObjectiveTo investigate the chemical hazards in the production line of lithium batteries, so as to provide a scientific basis for the management of occupational-health risk and to promote the healthy and sustainable development of the lithium battery industry. MethodsAn on-site survey on the process flow of the production of lithium battery was conducted in an enterprise. Volatile organic compounds (VOCs) in the occupational environment were collected by Summa canisters, carbonates and N-methyl pyrrolidone (NMP) were collected using activated carbon tubes, and airborne metals were collected using filter membranes. VOCs, carbonates and NMP were detected by gas chromatography-mass spectrometry (GC-MS), and airborne metal elements in the dust samples were analyzed by inductively coupled plasma mass spectrometry (ICP-MS). ResultsNon-targeted environmental monitoring results indicated that NMP was detected in the negative /positive electrode coating, assembly and drying filling workstations, dimethyl carbonate (DMC) was detected in the assembly, drying and electrolyte injection workstations, and ethyl methyl carbonate (EMC) was detected solely in the electrolyte injection workstation. Semi-quantitative analyses of VOCs identified 136 pollutants, including acrylonitrile and halohydrocarbons. Quantitative targeted environmental monitoring results revealed the highest geometric mean (GM) concentration of EMC (31.450 mg·m^-3) was found in the assembly and drying workstations, diethyl carbonate (DEC) was detected in all workstations. While vinylene carbonate (VC) and ethylene carbonate (EC) were detected only in electrolyte injection, assembly and drying workstations. NMP was detected in all positive electrode coating samples, with a GM concentration of 5.68 mg·m^-3 (concentration range: 4.0‒ 7.4 mg·m^-³). Lithium was exclusively detected in dust samples from the liquid injection workstation (GM: 0.014 μg·m^-³). ConclusionNMP, EMC, DEC, and other chemicals are identified at the key workstations such as the positive electrode coating, electrolyte injection, assembly and drying in the lithium production line. Furthermore, semi-quantitative VOCs analyses identified 136 pollutants, demonstrating a characteristic of multicomponent chemical exposure.

Chronic obstructive pulmonary disease (COPD) is a heterogeneous lung condition characterized by persistent airflow obstruction caused by long-term airway inflammation or alveolar abnormalities, often manifested as chronic respiratory symptoms and decreased lung function. In recent years, experimental research has shown that mesenchymal stem cells (MSC) have anti-inflammatory, immunomodulatory, and repairing properties of lung epithelial cells, which can be used to treat various diseases including COPD. This article is mainly based on the main findings of in vitro and in vivo animal model experiments and clinical studies of MSC treatment for COPD. It summarizes and discusses the possible mechanisms of action of MSC as a new therapy, and provides new ideas for clinical treatment of COPD.

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 establish a medical equipment maintenance model based on the analytic hierarchy process(AHP),and to study its application effect in the management of orthopedic medical equipment in hospitals.Methods:Based on the analytic hierarchy process(AHP),the equipment maintenance model was constructed from the classification of the service life,failure mode,failure consequences and other indicators of orthopedic medical equipment.25 sets of medical equipment in clinical use in the Department of Orthopedics of The Second Affiliated Hospital of the Air Force Medical University from 2019 to 2022 were randomly selected,taking the time as the dividing point,the traditional orthopedic medical equipment management model(referred to as traditional management)was implemented during the equipment use period from 2019 to 2020,and the equipment maintenance model based on AHP was used to manage orthopedic medical equipment(referred to as model management)during the equipment use period from 2021 to 2022.A total of 1,000 equipment usage records were collected,500 for each mode,and the effect of equipment repair and maintenance,the satisfaction score of equipment usage management and the incidence of adverse events were compared under different management modes.Results:The cost-effectiveness of equipment using the model management mode was an average of CNY(34,500.00±4,700.00)per unit per year,which was higher than that of the traditional management mode,the difference was statistically significant(t=8.417,P<0.05),the maintenance costs and operating costs were CNY(15,381.95±13.67)per year and CNY(31,600.00±10,500.00)per year,respectively,which lower than those of the traditional management model,the difference was statistically significant(t=858.675,5.371,P<0.05).The scores of equipment management personnel on equipment performance,timeliness and cleanliness of the equipment using the model management mode,and the patients'satisfaction with convenience,effect and comfort of the equipment(9.65±1.14),(9.74±1.38),(9.53±1.09),(9.58±1.07),(9.62±1.14)and(9.81±1.28),respectively,which were all higher than those of the traditional management mode,the difference was statistically significant(t=5.629,5.687,4.736,8.085,5.330,7.680,P<0.05).The total incidence of adverse events in equipment using model management mode was 4.8%(24/500),which was lower than that of the traditional management mode,the difference was statistically significant(x2=12.515,P<0.05).Conclusion:The application of medical equipment maintenance model based on analytic hierarchy process to the management of orthopedic medical equipment can effectively reduce the equipment maintenance cost,improve the cost-effectiveness of the equipment,and improve the satisfaction of the equipment use management personnel.

Objective To develop a risk prediction model for postoperative malnutrition in children with congenital heart disease(CHD)and to verify it both internally and externally.Methods By a convenience sampling method,300 CHD children treated at a tertiary hospital in Shandong Province from January 2018 to December 2021 were selected as a modeling group,and 129 children from January 2022 to June 2023 were selected as a validation group.Data on patient demographics,disease-specific variables,therapeutic interventions,and nursing care parameters were collected.Single factor and logistic regression were employed to construct a risk prediction model for postoperative malnutrition in CHD children,and the nomogram was drawn and its prediction effect was evaluated.Results The incidence of postoperative malnutrition among CHD children was 33.10％.Logistic regression analysis revealed that risk factors for malnutrition in children included birth weight＜2.5 kg,preoperative malnutrition,negative fluid balance 1 week after surgery,and long duration of cardiopulmonary bypass(P＜0.05).The area under the receiver operating characteristic curve of the modeling group was 0.933;the sensitivity was 83.30％;the specificity was 90.90％.The Hosmer-Lemeshow test showed that x2=7.765(P=0.457).The AUC of the validation group was 0.918;the sensitivity was 87.20％;the specificity was 90.00％.The Hosmer-Lemeshow test showed that x2=4.947(P=0.763).Calibration curves for both groups indicated good calibration of the model,and the clinical decision curves demonstrated its practical clinical utility.Conclusion The risk prediction model developed in this study exhibits good predictive ability,which can provide a reference for medical staff to early identify high-risk infants for postoperative malnutrition following CHD surgery and to formulate targeted intervention measures.

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.

ObjectiveFrom the perspective of energy metabolism， the mechanism of Osteoking （OK） in the treatment of myofascial pain syndrome （MPS） was revealed through systems biology prediction combined with holistic animal experimental validation methods. MethodFirstly， the key targets of MPS and their related molecular mechanisms were predicted by the systems biology method， and the core network targets were screened. Then， the network-predicted targets were verified by animal experiments. Specifically， 60 SD rats were randomly divided into normal group， model group， low， medium， and high dose OK groups （0.66， 1.31， 2.63 mL·kg^-1）， and positive celecoxib group （21 mg·kg^-1）. The MPS model was established by beating combined with a centrifugal exercise method for eight weeks. Except for two days after modeling， the intervention of OK or celecoxib was performed. After the completion of the model， the drug was administered for two weeks. The histopathological changes of trigger point muscle tissue were observed by hematoxylin-eosin staining. The content/activity of Na-K-ATP enzyme （Na⁺-K⁺-ATPase）， Ca²⁺ pump （Ca²⁺ATPase）， Ca²⁺， lactate dehydrogenase （LDH）， glutathione （GSH）， malondialal （MDA）， superoxide dismutase （SOD）， cyclic adenosine phosphate （cAMP）， and protein kinase A （PKA） in serum and/or trigger point muscle tissue in MPS rats was detected by enzyme-linked immunosorbent assay. Protein expression levels of PKA and the peroxisome proliferator-activated receptor γ coactivator 1α （PGC1α） in MPS rats were detected by immunohistochemistry. The protein expression levels of PKA， PGC1α， and mitochondrial transcription factor A （TFAM） in MPS rats were detected by Western blot. ResultThe network prediction results suggest that OK acts on the key target of energy metabolism related to the occurrence and development of MPS and may participate in the activation of the cAMP/PKA/PGC1α signaling pathway. The experimental validation results show that compared with the normal group， contracture nodules and disordered arrangement of muscle fibers appear in the trigger point muscle tissue of MPS rats. Na⁺-K⁺-ATPase， Ca²⁺ATPase， SOD activity， Ca²⁺， and GSH contents in serum and/or trigger point muscle tissue are significantly decreased （P<0.01）. Both LDH activity and MDA contents are significantly increased （P<0.01）， and the protein expression levels of cAMP， PKA， PGC1α， and TFAM are significantly decreased （P<0.01）. Compared with the model group， OK improves the histopathological morphology of trigger point muscle fibers in MPS rats， and after the intervention of OK， Na⁺-K⁺-ATPase， Ca²⁺ATPase， SOD activity， Ca²⁺， and GSH contents in serum and/or trigger point muscle tissue in MPS rats are significantly increased （P<0.05， P<0.01）. LDH activity and MDA contents are significantly reduced （P<0.05， P<0.01）. The protein expression levels of cAMP， PKA， PGC1α， and TFAM are significantly increased （P<0.05， P<0.01）. ConclusionThe mechanism of OK's intervention in MPS rats may be related to its effective activation of the cAMP/PKA/PGC1α signaling pathway， thus promoting mitochondrial energy metabolism and trigger point muscle fiber damage repair in muscle cells.