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 discuss the effect of Yes-associated protein(YAP)silencing on the proliferation,migration,and invasion capabilities of the human cervical cancer(CC)SiHa cells.Methods:The human CC SiHa cells were cultured in vitro,and the lentiviral YAP shRNA was transfected into the SiHa cells to establish stably transfected YAP-shRNA experimental group(sh-YAP group)and empty plasmid control group(control group).Western blotting method was used to detect the silencing effect of YAP;immunofluorescence method was used to detect the microfilament number and morphology of actin filaments(F-actin)in the cells in both groups;CCK-8 method was used to detect the survival rates of the cells in two groups;Transwell chamber assay and wound healing assay were used to detect the numbers of migration and invasion cells and scratch healing rates of the cells in two groups;Western blotting method was used to detect the expression levels of epithelial-mesenchymal transition(EMT)markers(E-cadherin and Snail),DNA damage repair-related proteins(γ-H2AX),and apoptosis-related proteins[c-MYC and B-cell lymphoma-2(Bcl-2)]in the cells in two groups.Results:The results of lentiviral YAP shRNA transfection into SiHa cells showed that the expression level of YAP protein in the SiHa cells was significantly decreased(P＜0.05).The immunofluorescence results showed that after YAP silencing,the F-actin in SiHa cells was sparse and regularly arranged,with a reduced number of cells and a shriveled appearance.The CCK-8 results showed that compared with control group,the survival rate of the SiHa cells in sh-YAP group was significantly decreased cultured for 24 and 48 h(P＜0.01).The results of Transwell chamber assay and the wound healing assay showed that compared with control group,the numbers of migration and invasion SiHa cells in sh-YAP group were significantly decreased(P＜0.01),and the cell scratch healing rates were signifiantly decreased(P＜0.05).The Western blotting results showed that compared with control group,the expression level of E-cadherin protein in the cells in sh-YAP group was increased(P＜0.05),and the expression levels of c-MYC,Bcl-2,and γ-H2AX proteins were decreased(P＜0.05 or P＜0.01).Conclusion:YAP gene silencing leads to the depolymerization of F-actin in the human CC SiHa cells and regulates the apoptosis and DNA damage repair,potentially reversing the EMT process,thereby inhibiting the proliferation and migration of the tumor cells.

Yttrium-90(90Y)selective internal radiation therapy(SIRT)is an emerging modality for the treatment of hepatocellular carcinoma(HCC),leveraging the nuclide 90Y to deliver targeted radiation therapy.90Y has a long half-life and can be used to selectively ablate tumor cells by high-energy beta rays.It has high biological effectiveness and robust local control capabilities.In recent years,with the continuous advancement of basic and clinical research,the application of 90Y-SIRT in the conversion treatment of unresectable HCC(uHCC)has made significant progress.However,challenges remain in the clinical application of 90Y-SIRT,including how to improve the efficacy of conversion therapy and how to optimize therapy regimens.This review aims to summarize the research progress of90Y-SIRT in the conversion therapy of uHCC.

Objective:To assess the efficacy and safety profile of antaitasvir phosphate combined with yiqibuvir in the treatment of chronic hepatitis C (CHC) of various genotypes, without cirrhosis or with compensated cirrhosis.Methods:394 cases with CHC from 22 centers were collected from October 2021 to April 2023. They were randomly assigned to receive either the experimental drugs (antaitasvir phosphate 100 mg+yiqibuvir 600 mg) or placebo treatment in a 3∶1 ratio. The patients were administered drugs once a day for 12 consecutive weeks, and then followed up for 24 weeks after treatment cessation. All subjects were unblinded at the four-week follow-up following drug discontinuation, with the experimental drug group continuing to complete subsequent post-discontinuation follow-up. The placebo group was switched to receive the experimental drugs for a repeated 12-week treatment period and followed up for another 24 weeks after discontinuation of the drug (placebo delayed treatment phase).The sustained virologic response rate (SVR12) was observed for subjects in the double-blind phase and the placebo delayed-treatment phase at 12 weeks after treatment cessation.Virological resistance analysis was performed on subjects who failed treatment. The primary efficacy endpoint was SVR12. The number and percentage of subjects who achieved "HCV RNA

BACKGROUND:In vitro reconstruction of hair follicles depends on the self-assembly behavior of dermal papilla cells and keratinocytes during three dimensional co-culture,which is very similar to the development of hair follicle embryos.Therefore,hair follicle organoids can be used as a good model in vitro for basic research of hair follicle regeneration.Currently,wholly humanized follicle organoids cultured by biomimetic system have been successfully transplanted into animals.Research on hair follicle organoids makes it possible to regenerate hair follicles,but there is no uniform conclusion on the construction method,and there are still many challenges.OBJECTIVE:To review the current research progress of hair follicle organoids,summarize their culture methods and characterization,and expound their application prospects,so as to provide reliable basis for subsequent research,in order to promote its clinical transformation in tissue engineering and alopecia treatment.METHODS:CNKI and PubMed databases were searched by a computer,using"hair follicle regeneration,hair regeneration,organoid"as Chinese search terms and"hair growth,hair loss,hair regeneration,hair follicle,dermal papilla cell,organoid"as English search terms.The domestic and foreign literature on hair follicle organoids was reviewed and a total of 67 articles were included for follow-up analysis.RESULTS AND CONCLUSION:(1)Dermal papilla cells and keratinocytes from different sources can be used to construct hair follicle organoids in vitro to obtain mouse-derived,human-mouse chimeric and human-derived hair follicle organoids,which have been successfully used in rodent transplantation models.(2)A variety of programming methods,such as electrical stimulation,addition of recombinant protein,and dissociation of cell gene expression,can be used to promote hair follicle organoid such ashair follicle germ formation and hair shaft elongation.Simultaneously,the application of various 3D printing technologies has achieved controllable hair follicle organoid to the size of the quantity production,which greatly improves the production efficiency.(3)When melanocytes are added to the dissociated cell co-culture system,the problem of pigment deficiency in new hair follicles may be solved.When human umbilical vein endothelial cells are added,the new blood vessels in the cell aggregates can improve their nutrient supply and reduce necrosis in the central area.(4)As the technology of engineered hair follicle organoid gradually maturates,hair follicle organoids constructed from patient's autologous cells may be used for individualized treatment of severe alopecia.

Objective To evaluate the value of imaging quantification parameters in artificial intelligence (AI) assisted diagnosis systems in clinical decision-making for lung nodules≤2 cm and the diagnostic efficacy of AI. Methods Lung nodule patients admitted to Affiliated Zhongshan Hospital of Dalian University from 2020 to 2023 were included. Imaging parameters of lung nodules were extracted using AI assisted diagnosis systems. Multifactor analysis was used to screen predictors for distinguishing benign and malignant nodules and high-risk predictors for recurrent invasive adenocarcinoma, and a diagnostic model was established and its performance evaluated. The diagnostic efficacy of the AI system was judged according to pathological results. Results A total of 594 patients with lung nodules were included, including 202 males and 392 females, with an average age of (58.75±11.55) years. Volume, average CT value, and 3D maximum diameter of non-solid nodules were independent predictors of malignant nodules, with thresholds of 287.4 mm3, −491 HU, and 12.0 mm, respectively. The area under the curve (AUC) for diagnostic efficacy was ranked from high to low as combined model (0.802), volume (0.783), average CT value (0.749), and 3D maximum diameter (0.714). The average CT value and 3D long diameter of solid nodules were independent predictors of malignant nodules, with thresholds of −81 HU and 17.5 mm, respectively, and AUC values of 0.874 and 0.686, respectively, with the combined prediction AUC of 0.957. The mass of cystic nodules was an independent predictor of malignancy when the mass>180.7 mg. Independent predictors of high recurrence risk of invasive adenocarcinoma in non-solid nodules were consolidation-tumor ratio (CTR), average CT value, 3D long diameter, and volume, with thresholds of 0.14, −386 HU, 15.6 mm, and 1018.9 mm3, respectively, and diagnostic efficacy was ranked from high to low as combined model (0.788), 3D long diameter (0.735), volume (0.725), average CT value (0.720), and CTR (0.697). The accuracy of AI in predicting benign and malignant target nodules was 87.4%, with positive predictive value of 96.6% and negative predictive value of 58.9%. Conclusion In clinical decision-making for lung nodules ≤2 cm, AI assisted diagnosis systems have high application value.

Objective:To improve the understanding of the clinical manifestation of immunoglobulin G 4-related disease (IgG 4-RD) with neurological involvement. Methods:Patients presenting with neurological symptoms and biopsy-confirmed IgG 4-RD were enrolled between March 2014 and March 2024 from the Department of Neurology of Xuanwu Hospital of Capital Medical University. Medical record data of all patients were retrospectively reviewed, including clinical manifestations, laboratory findings, radiological results, pathology, treatments, and outcomes. RD were enrolled between March Results:Nine patients (five males, four females; median age at onset: 63 years) were included in the study. Neurological manifestations consisted of pachymeningitis in six cases, peripheral nerve involvement in two, and brain parenchyma involvement in one. Four patients displayed isolated neurologic symptoms. The most common clinical manifestations were headache and cranial nerve palsy, each involving five cases. Magnetic resonance imaging showed thickening and enhancement of the dura mater in the six patients with pachymeningitis. Four of these cases involved the posterior cranial fossa, 3 presented with an inflammatory pseudotumor, and 2 involved the spinal cord. Four patients with pachymeningitis had normal serum IgG 4 concentrations. Eight patients exhibited elevated serum C-reactive protein or erythrocyte sedimentation rates, with some also showing decreased complement C3 and C4 levels. Cerebrospinal fluid immunoglobulin was elevated in all nine cases. In all cases, histopathologic biopsy results showed extensive infiltration of lymphocytes and plasma cells, with the latter displaying IgG 4+abnormalities. All patients received glucocorticoid therapy, with six also receiving immunosuppressants. All patients were followed up for a median of 30 months, with outcomes including two complete remissions, five partial remissions, one unchanged condition, and one death. Six patients experienced a relapse. Conclusions:Isolated hypertrophic pachymeningitis is the most common manifestation of IgG 4-RD, often occurring in the absence of elevated serum IgG 4 levels. Peripheral nerve and brain parenchyma involvement can also be seen. Clinical manifestations are non-specific, and histopathologic biopsy is frequently required for diagnosis. Although the disease responds well to hormone treatment, recurrence is common. Early combined immunosuppressive therapy can improve prognosis.

Body weight abnormalities, including overweight, obesity, and underweight, have become a dual public health challenge in Chinese adults: overweight and obesity lead to a variety of chronic complications, while underweight increases the risks of malnutrition, sarcopenia, and organ dysfunction. To systematically address these issues, multidisciplinary experts in endocrinology, sports science, nutrition, and psychiatry from various regions have held multiple weight management seminars. Based on the latest epidemiological data and clinical evidence, they expanded the guideline to include assessment and intervention strategies for underweight, in addition to the core content of obesity management. This guideline outlines the etiological mechanisms, evaluation methods, and multidimensional management strategies for overweight and obesity, covering key areas such as diagnosis and assessment, medical nutrition therapy, exercise prescription, pharmacological intervention, and psychological support. It is intended to provide a scientific and standardized approach to weight management across the adult population, aiming to curb the rising prevalence of obesity, mitigate complications associated with abnormal body weight, and improve nutritional status and overall quality of life.

The "Guidelines for prevention of respiratory syncytial virus (RSV) infection in mothers and infants (2025 Edition)" were developed by the Society of Perinatal Medicine, Chinese Medical Association. This guideline focuses on preventing RSV infections in maternal and neonatal populations, providing 15 evidence-based recommendations addressing eight clinical questions that integrate current best evidence with clinical expertise and patient preferences. The recommendations encompass non-pharmacological prevention, pharmacological prophylaxis, and vaccine strategies. This article provides a comprehensive interpretation of the guidelines, summarizes the current evidence status and practical limitations, and aims to facilitate better understanding and application of the recommendations among healthcare providers, thereby enhancing RSV infection prevention and control for maternal and neonatal populations in China.