Deep learning method can be used to automatically analyze electrocardiogram (ECG) data and rapidly implement arrhythmia classification, which provides significant clinical value for the early screening of arrhythmias. How to select arrhythmia features effectively under limited abnormal sample supervision is an urgent issue to address. This paper proposed an arrhythmia classification algorithm based on an adaptive multi-feature fusion network. The algorithm extracted RR interval features from ECG signals, employed one-dimensional convolutional neural network (1D-CNN) to extract time-domain deep features, employed Mel frequency cepstral coefficients (MFCC) and two-dimensional convolutional neural network (2D-CNN) to extract frequency-domain deep features. The features were fused using adaptive weighting strategy for arrhythmia classification. The paper used the arrhythmia database jointly developed by the Massachusetts Institute of Technology and Beth Israel Hospital (MIT-BIH) and evaluated the algorithm under the inter-patient paradigm. Experimental results demonstrated that the proposed algorithm achieved an average precision of 75.2%, an average recall of 70.1% and an average F ₁-score of 71.3%, demonstrating high classification accuracy and being able to provide algorithmic support for arrhythmia classification in wearable devices.
Humans ; Arrhythmias, Cardiac/diagnosis* ; Algorithms ; Electrocardiography/methods* ; Neural Networks, Computer ; Signal Processing, Computer-Assisted ; Deep Learning ; Classification Algorithms

Objective:To discuss the ameliorative effect of total flavonoids from corn silk(TFCS)on kidney injury in the rats with urate nephropathy,and to clarify the possible mechanism.Methods:Sixty male Wistar rats were randomly divided into control group,model group,positive control group[benzbromarone(BZM)group,5 mg·kg-1·d-1],low dose of TFCS group(20 mg·kg-1·d-1),medium dose of TFCS group(40 mg·kg-1·d-1),and high dose of TFCS group(80 mg·kg-1·d-1),and there were 10 rats in each group.Except for control group,the rats in the other groups were administered potassium oxonate(350 mg·kg-1)and adenine(70 mg·kg-1)by gavage for 4 weeks to establish the hyperuricemic nephropthy models.The rats in different doses of TFCS groups were treated with TFCS for 2 weeks.Speckle blood flow imager was used to detect the renal blood perfusion of the rats in various groups and the kidney coefficients of the rats in various groups were caculated;HE staining and Masson staining were used to observe the pathomorphology and fibrosis degrees of kidney tissue of the rats in various groups and enzyme-linked immunosorbent assay(ELISA)method was used to detect the levels of uric acid(UA),creatinine(Cr),blood urea nitrogen(BUN),interleukin-6(IL-6),and tumor necrosis factor-α(TNF-α)in the serum and levels of β2-microglobulin(β2-MG)and microalbumin(ALB)in the urine of the rats in various groups;Western blotting method was used to detect the expression levels of urate transporter 1(URAT1),glucose transporter 9(GLUT9),and ATP-binding cassette transporter G2(ABCG2)proteins in kidney tissue of the rats in various groups.Results:Compared with control group,the renal blood perfusion volume of the rats in model group was significantly decreased(P<0.01).Compared with model group,the renal blood perfusion volumes of the rats in BZM group and low,medium,and high doses of TFCS groups were significantly increased(P<0.05 or P<0.01).Compared with control group,the kidney weight of the rats in model group was increased,with visible white granular spots on the surface,absence of blood color,and kidney volume was increased.Compared with model group,the kidney volumes of the rats in BZM group and medium and high doses of TFCS groups were decreased,with color tending toward that in control group,and the white granular spots on the surface were significantly reduced.Compared with model group,the kidney coefficients of the rats in BZM group and medium and high doses of TFCS groups were decreased(P<0.01).The HE staining results showed there were no abnormalities in kidney tissue structure in control group,while there were a small amount of brown-yellow urate crystal deposition and interstitial connective tissue hyperplasia in model group;compared with model group,the kidney tissue damage and inflammatory infiltration were alleviated to varying degrees in BZM group and different doses of TFCS groups.The Masson staining results revealed no obvious collagen fiber deposition in control group,whereas significant blue collagen fiber deposition in kidney tissue of the rats was found in model group,and the collagen volume fraction(CVF)was increased compared with control group(P<0.01);compared with model group,the CVFs of the rats in BZM group and different doses of TFCS groups were decreased(P<0.01).The ELISA results showed that compared with control group,the levels of UA,Cr,BUN,IL-6,and TNF-α in serum of the rats in model group were increased(P<0.01);compared with model group,the levels of UA,Cr,BUN,IL-6,and TNF-α in serum of the rats in BZM group and medium and high doses of TFCS groups were decreased(P<0.01).Compared with control group,the levels of β2-MG and ALB in urinary in model group were increased(P<0.01);compared with model group,the levels of β2-MG and ALB in urinary of the rats in different doses of TFCS groups were decreased(P<0.05 or P<0.01).The Western blotting results showed that compared with control group,the expression levels of URAT1 and GLUT9 proteins in kidney tissue of the rats in BZM group and model group were increased(P<0.01),while the expression level of ABCG2 protein was decreased(P<0.01).Compared with model group,the expression levels of URAT1 and GLUT9 proteins in kidney tissue of the rats in different doses of TFCS groups were decreased(P<0.05 or P<0.01),and the expression level of ABCG2 protein was increased(P<0.01).Conclusion:TFCS can significantly alleviate the kidney injury in the rats with urate nephropathy model,and its mechanism may be related to the downregulation of expression of URAT1 and GLUT9 proteins and upregulation of ABCG2 protein expression in kidney tissue.

Objective To investigate the correlation between serum galectin-3(Gal-3),fibroblast growth factor-21(FGF-21)and the lung function and and the Modified British Medical Research Council dyspnea in-dex(mMRC)score in invalids with chronic obstructive pulmonary disease(COPD).Methods A total of 79 patients with COPD who received treatment in the hospital from April 2021 to April 2023 were selected as the observation group,and 60 healthy individuals in the hospital during the same period were selected as control group.The expressions of Gal-3 and FGF-21 in serum were detected and compared.The first second forced ex-piratory volume(FEV1),FEV1/forced vital capacity(FVC)and mMRC score in two groups were compared,and the correlation between the expression levels of Gal-3 and FGF-21 and FEV1,FEV1/FVC and mMRC score in COPD patients was analyzed.Results The expression levels of serum Gal-3 and FGF-21 in the obser-vation group were higher than those in the control group(P＜0.05).The pulmonary function indexes in ser-um of observation group were higher than those in the control group,while the mMRC score was lower than that in the control group(P＜0.05).The expression levels of Gal-3 and FGF-21 were positively correlated with FEV1 and FEV1/FVC(P＜0.05),was negatively correlated with mMRC score(P＜0.05).Conclusion The expression of serum Gal-3 and FGF-21 in COPD invalids is abnormal,and the expression levels of serum Gal-3 and FGF-21 in COPD patients were correlated with FEV1,FEV1/FVC and mMRC score,which could be used as important reference indicators for diagnosis and disease evaluation of COPD.

This paper discussed the historic evolution of Juanbitang and similar decoctions， clarified the historic development of Yangshi Juanbitang and Chengshi Juanbitang， and probed into the key information of the meaning， original plants， processing methods， and modern dosage and usage of Chengshi Juanbitang. A total of 267 pieces of relevant information were collected from ancient traditional Chinese medicine （TCM） books， among which 53 pieces of effective data were included in this study. The results showed that both Chenshi Juanbitang and Yangshi Juanbitang were originated from Duhuo Jishengtang recoded in the Important Prescriptions Worth a Thousand Gold for Emergency （Bei Ji Qian Jin Yao Fang）. According to the standard of "1 qian roughly equals 3.73 g" in the measurement system of the Qing Dynasty， we suggest Chenshi Juanbitang is composed of 3.73 g Notopterygii Rhizoma et Radix， 3.73 g Angelicae Pubescentis Radix， 3.73 g Gentianae Macrophyllae Radix， 11.19 g Angelicae Sinensis Radix， 11.19 g Mori Ramulus， 2.61 g Chuanxiong Rhizoma， 1.87 g Cinnamomi Cortex， 1.87 g stir-fried Glycyrrhizae Radix et Rhizoma， 7.46 g Piperis Kadsurae Caulis， 2.98 g Olibanum， and 2.98 g Aucklandiae Radix， which should be decocted with 600 mL water to reach a volume of 300 mL. The decoction should be taken 3 times a day before meals. Juanbitang， a classical formula specialized for treating impediment diseases， has the effects of dispelling wind， removing dryness， and alleviating impediment to relieve pain. It can be used for treating vexing pain in body， spasm of nape and back， and heaviness in waists and legs. Modern studies have shown that Juanbitang can be used for treating rheumatoid arthritis， knee osteoarthritis， and periarthritis of shoulder. The above results served as a reference for the future development of Juanbitang.

Objective:To investigate associations between cardiac biomarkers with stroke severity and short-term outcome in patients with acute ischemic stroke (AIS).Methods:Patients with AIS admitted to the Affiliated Hospital of Qingdao University from June 2018 to February 2024 whose etiological classification was large artery atherosclerosis (LAA), small vessel occlusion (SVO) or cardioembolism (CE) were included retrospectively. According to the National Institutes of Health Stroke Scale score at admission, patients were divided into mild stroke group (≤8) and moderate to severe stroke group (>8). According to the modified Rankin Scale score at discharge, patients were divided into good outcome group (≤2) and poor outcome group (>2). Multivariate logistic regression analysis was used to determine the independent correlation between cardiac biomarkers and short-term outcome. The predictive value of cardiac biomarkers for poor outcome in patients with AIS and different stroke etiology subtypes were evaluated using receiver operating characteristic (ROC) curves. Results:A total of 2 151 patients with AIS were enrolled, including 1 256 males (58.4%), aged 67.40±11.34 years. 1 079 patents were LAA type (50.2%), 679 were SVO type (31.6%), and 393 were CE type (18.3%); 1 223 were mild stroke (56.86%) and 928 (43.14%) were moderate to severe stroke; 1 357 patients (63.09%) had good short-term outcome, and 794 (36.91%) had poor short-term outcome. Multivariate logistic regression analysis showed that N-terminal pro-B type natriuretic peptide (NT-proBNP), NT-proBNP/creatine kinase (CK) isoenzyme MB (CK-MB) ratio, and CK-MB/CK ratio were independent risk factors for poor short-term outcome. ROC curve analysis shows that the CK-MB/CK ratio had a higher predictive value for short-term poor outcome in patients with AIS (the area under the curve, 0.859, 95% confidence interval 0.839-0.879). Various cardiac biomarkers had a higher predictive value for short-term outcome of CE type and LAA type, but the predictive value for short-term outcome of SVO type was lower. Conclusions:Cardiac biomarkers are associated with the severity and poor outcome of AIS. NT-proBNP/CK-MB and CK-MB/CK ratios have higher predictive value for short-term poor outcome of AIS, especially in patients with CE type.

Conventional chemotherapy based on cytotoxic drugs is facing tough challenges recently following the advances of monoclonal antibodies and molecularly targeted drugs. It is critical to inspire new potential to remodel the value of this classical therapeutic strategy. Here, we fabricate bisphosphonate coordination lipid nanogranules (BC-LNPs) and load paclitaxel (PTX) to boost the chemo- and immuno-therapeutic synergism of cytotoxic drugs. Alendronate in BC-LNPs@PTX, a bisphosphonate to block mevalonate metabolism, works as both the structure and drug constituent in nanogranules, where alendronate coordinated with calcium ions to form the particle core. The synergy of alendronate enhances the efficacy of paclitaxel, suppresses tumor metastasis, and alters the cytotoxic mechanism. Differing from the paclitaxel-induced apoptosis, the involvement of alendronate inhibits the mevalonate metabolism, changes the mitochondrial morphology, disturbs the redox homeostasis, and causes the accumulation of mitochondrial ROS and lethal lipid peroxides (LPO). These factors finally trigger the ferroptosis of tumor cells, an immunogenic cell death mode, which remodels the suppressive tumor immune microenvironment and synergizes with immunotherapy. Therefore, by switching paclitaxel-induced apoptosis to mevalonate metabolism-triggered ferroptosis, BC-LNPs@PTX provides new insight into the development of cytotoxic drugs and highlights the potential of metabolism regulation in cancer therapy.

Sepsis is a life-threatening organ dysfunction,which is caused by the body's uncontrolled immune response to infection.Tissue masts cells(MC),derived from blood mast cell progenitors,are one of the classical effector cells in inflammatory response.MC plays an important role in sepsis via secreting a variety of inflammatory mediators and cytokines.Here,we summarized the potential roles of MC in sepsis,which is expected to provide novel ideas for the future research on the novel mechanisms of MC in sepsis.

Objective:To investigate the expression of IL-18, IL-18-binding protein a(IL-18BPa) and IL-18 receptor α(IL-18Rα) by peripheral blood CD4 + Th17 cells of patients with allergic rhinitis (AR) and the effects of allergens on their expression. Methods:This study enrolled 45 outpatients with AR and 23 healthy control subjects receiving physical examination in the First Affiliated Hospital of Jinzhou Medical University from October 2019 to September 2020. According to the results of skin prick test, the 45 patients were divided into two groups: AR group with positive results (24 cases) and nAR group with negative results (21 cases). Blood samples of them were collected. Flow cytometry was used to analyze the effects of allergens on the expression of IL-18, IL-18BPa and IL-18Rα at protein level by peripheral blood CD4 + Th17 cells. The level of IL-17A in plasma was measured by Bioplex system, and its correlation with the percentage of IL-18 + Th17 cells was analyzed. Results:Compared with the healthy control group, the AR group showed increased ratios of CD4 + Th17 and IL-18 + Th17 cells ( P<0.01), decreased ratio of IL-18BPa + Th17 cells ( P<0.01), enhanced mean fluorescence intensity (MFI) of IL-18BPa ( P<0.01) and reduced MFI of IL-18Rα ( P<0.01); the nAR group showed enhanced MFI of IL-18BPa ( P<0.000 1) and reduced MFI of IL-18Rα ( P<0.000 1). The ratio of IL-18 + Th17 cells and the MFI of IL-18Rα in the AR group were higher than those in the nAR group ( P<0.05, P<0.01). House dust mite extract and Platanus pollen extract induced the expression of IL-18 and IL-18BPa by CD4 + Th17 cells of AR patients ( P<0.05). Moreover, house dust mite extract directly induced the CD4 + Th17 cells isolated from the healthy control subjects to express IL-18 and IL-18R ( P<0.05). Compared with healthy control subjects, AR patients had higher level of IL-17A in plasma and it was moderately correlated with the ratio of IL-18 + Th17 cells ( P<0.05). Conclusions:Allergens may be involved in the pathogenesis of AR by inducing blood CD4 + Th17 cells to express IL-18 and IL-18Rα.

Objective To explore the risk factors of prognosis of patients with intracerebral hemorrhage at 6 months after operation,and to study the diagnostic efficacy of event-related potential(ERP)on outcome and prognosis.Methods Forty postoperative patients with intracerebral hemorrhage were prospectively enrolled.The age,sex,preoperative blood loss and GCS were collected.The mismatch negative wave(MMN)was measured by ERP on the 1st,3rd,7th and 14th day after operation,and the modified coma recovery scale(CRS-R)was evaluated simultaneously.The Glasgow outcome scale(GOS)of patients was assessed by telephone follow-up after 6 months GOS 1～2 and 3～5 was defined as poor prognosis and good prognosis.,respectively.Multivariate Logistic regression analysis was used to analyze the risk factors affecting the outcome and prognosis of patients,to explore the correlation between MMN and CRS-R,and ROC curve was used to evaluate the predictive value of MMN on the prognosis of patients.Results There were significant differences in the preoperative blood loss,admission GCS score and MMN amplitude between patients with good prognosis and those with poor prognosis on the 3rd,7th and 14th day after operation.Multivariate Logistic regression analysis showed that MMN amplitude on the 14th day after operation was an independent risk factor for poor prognosis(OR=0.100,95%CI:0.000～0.355,P<0.05).The amplitude of MMN was strongly correlated with CRS-R and the correlation coefficient was 0.643(P<0.01).The amplitude of MMN on the 14th day after operation had a high diagnostic efficiency for the clinical prognosis at 6 months.Conclusion The lower the amplitude of MMN on the 14th day after operation,the worse the prognosis of patients.ERP monitoring of postoperative disturbance of consciousness in patients with intracerebral hemorrhage is expected to become an effective tool to predict the prognosis of patients.

Distant cutaneous metastasis of primary lung squamous cell carcinoma is an exceedingly rare event,with scalp metastasis as the initial clinical presentation even rarer.Scalp skin metastases are prone to be misdiagnosed as other scalp disorders,yet their appearance signifies the deterioration and poor prognosis of lung cancer.This case report documents a female patient presenting initially with scalp folliculitis in dermatology,who was subsequently diagnosed with malignant lung tumor through radiological imaging and referred to Department of Thoracic Surgery.Pathological examination of the excised lesion from the scalp revealed distant metastasis of lung cancer.A review of similar cases reported in literature was conducted.This article aims to enhance understanding and awareness of skin metastasis in lung cancer,to emphasize the importance of this condition,and to improve early recognition and precise diagnosis.It is crucial to prevent clinical misdiagnosis and ensure ap-propriate treatment,finally leading to improve the prognosis of the patients.