A Dual-scale Network with Spatial-temporal Attention for 12-lead ECG Classification

Shuo Xiao,Yiting Xu,Chaogang Tang,Zhenzhen Huang 한국인터넷정보학회 2023 KSII Transactions on Internet and Information Syst Vol.17 No.9

The electrocardiogram (ECG) signal is commonly used to screen and diagnose cardiovascular diseases. In recent years, deep neural networks have been regarded as an effective way for automatic ECG disease diagnosis. The convolutional neural network is widely used for ECG signal extraction because it can obtain different levels of information. However, most previous studies adopt single scale convolution filters to extract ECG signal features, ignoring the complementarity between ECG signal features of different scales. In the paper, we propose a dual-scale network with convolution filters of different sizes for 12-lead ECG classification. Our model can extract and fuse ECG signal features of different scales. In addition, different spatial and time periods of the feature map obtained from the 12-lead ECG may have different contributions to ECG classification. Therefore, we add a spatial-temporal attention to each scale sub-network to emphasize the representative local spatial and temporal features. Our approach is evaluated on PTB-XL dataset and achieves 0.9307, 0.8152, and 89.11 on macro-averaged ROC-AUC score, a maximum F1 score, and mean accuracy, respectively. The experiment results have proven that our approach outperforms the baselines.

Co‑introduction of oxygen vacancies and cocatalysts into protonic titanate derived TiO2 nanoparticles for enhanced photocatalytic hydrogen production

Xiao Liu,Shuo Li,Liangliang Li,Gang Cheng 한국탄소학회 2024 Carbon Letters Vol.34 No.6

Intradural Transpetrosectomy for Petrous Apex Meningiomas

Han, Shuo,Zhang, Xiao-Hua,Han, Dong-Hua,Jin, Yi-Chao The Korean Neurosurgical Society 2019 Journal of Korean neurosurgical society Vol.62 No.5

Objective : This study aimed to assess the surgical results of the intradural transpetrosectomy for petrous apex meningiomas (PAMs). In addition, we describe the methods and techniques used to expose and manage superior petrous vein and greater superficial petrosal nerve. Methods : The authors conducted a retrospective study of 16 patients with PAMs operated by the senior author via the intradural transpetrosectomy between February 2012 to May 2017. We reviewed patient data regarding the general characteristics, surgical technique and surgery-related outcomes and adopted a combined follow-up strategy of clinic and telephone contacts to evaluate postoperative complications. Results : Simpson grade I and II resection was performed in 10 out of 16 cases (62.5%), and grade III resection were reported in the remaining six cases (37.5%) with no resultant mortality. The mean Karnofsky Performance Status score was 85.6 preoperatively and improved to 91.9 postoperatively, with a mean follow-up period of 34.4 months (range, 6-66 months). Tumor recurrence was found in two patients and they underwent the second surgical operation. Conclusion : PAMs could be completely resected by the intradural transpetrosectomy with an improved survival rate and postoperative life quality. Superior petrous vein and greater superficial petrosal nerve should be managed properly in avoidance of postoperative complications. Finally, most meningioma inside cavernous sinus or adhered to brainstem could be totally removed without postoperative complications.

Effects of Artemisia argyi flavonoids on growth performance and immune function in broilers challenged with lipopolysaccharide

Yang, Shuo,Zhang, Jing,Jiang, Yang,Xu, Yuan Qing,Jin, Xiao,Yan, Su Mei,Shi, Bin Lin Asian Australasian Association of Animal Productio 2021 Animal Bioscience Vol.34 No.7

Objective: This research aimed to study the effects of Artemisia argyi flavonoids (AAF) supplemented in diets on the growth performance and immune function of broiler chickens challenged with lipopolysaccharide (LPS). Methods: A total of one hundred and ninety-two 1-d-old broiler chicks were assigned into 4 treatment groups, which were, respectively, fed a basal diet (control), fed a diet with 750 mg/kg AAF, fed a basal diet, and challenged with LPS, fed a diet with 750 mg/kg AAF, and challenged with LPS. Each treatment had six pens with 8 chicks per pen. On days 14, 16, 18, 20 (stress phase I) and 28, 30, 32, 34 (stress phase II), broilers were injected with LPS (500 ㎍/kg body weight) or an equivalent amount of saline. Results: The results demonstrated that dietary AAF significantly improved the body weight (d 21) and alleviated the decrease of average daily gain in broilers challenged with LPS on d 21 and d 35 (p<0.05). Dietary AAF increased bursa fabricius index, and dramatically attenuated the elevation of spleen index caused by LPS on d 35 (p<0.05). Furthermore, serum interleukin-6 (IL-6) concentration decreased with AAF supplementation on d 21 (p<0.05). Diet treatment and LPS challenge exhibited a significant interaction for the concentration of IL-1β (d 21) and IL-6 (d 35) in serum (p<0.05). Additionally, AAF supplementation mitigated the increase of IL-1β, IL-6 in liver and spleen induced by LPS on d 21 and 35 (p<0.05). This study also showed that AAF supplementation significantly reduced the expression of IL-1β (d 21) and nuclear transcription factor kappa-B p65 (d 21 and 35) in liver (p<0.05), and dietary AAF and LPS treatment exhibited significant interaction for the gene expression of IL-6 (d 21), toll like receptor 4 (d 35) and myeloid differentiation factor 88 (d 35) in spleen (p<0.05). Conclusion: In conclusion, AAF could be used as a potential natural immunomodulator to improve growth performance and alleviate immune stress in broilers challenged with LPS.

Test and Numerical Investigation Mechanical Behavior of Cable Dome

Guojun Sun,Shuo Xiao,Su-Duo Xue 한국강구조학회 2021 International Journal of Steel Structures Vol.21 No.4

Cable dome structure is a kind of space steel structure system with stay cable, hoop cable, ridge cable and brace strut. In order to study the mechanical properties of cable dome with different stay (steel tie rod and steel cable), two 6-m-span cable dome structures were designed and manufactured. One is with steel tie rod (SR), other is with steel cable (SC). Meanwhile, two finite element models, which were identical with the solid model, were established to analyzed the mechanical properties of the cable dome and compared with the test results. The static mechanical properties of the cable domes (SC, SR) with Full-span load and Half- span load were analyzed by test. The results show that the internal forces of the two kinds of cable domes increased with the increased of Full-span load. The vertical displacement of the cable dome (SR) was smaller than that of the cable dome (SC). When the structure was under Half-span load, the stress of the two cable domes on the loading side was relatively complex, and the internal force of the rods on the loading side varies greatly, which indicating that the structure was very sensitive to the asymmetric load. The variation trend between the simulated value and the test value was consistent, which verifies the correctness of the finite element model. Furthermore, the natural frequencies of the structure with three different load state were tested by using the exciter excitation method. The results show that the natural frequencies of the two cables were dense, and the damping ratio of the cable dome (SC) structure was basically in the range of 0.0115–0.0238, and the damping ratio of the cable dome structure (SR) was basically in the range of 0.0081–0.0132, Which can provide reference for similar cable dome structures in practical projects.

Research on Mechanics of Longitudinal Joint in Shield Tunnel by the Nonlinear Spring Equivalent Method

Hao Jin,Shuo Yu,Shunhua Zhou,Junhua Xiao 대한토목학회 2019 KSCE JOURNAL OF CIVIL ENGINEERING Vol.23 No.2

Shield tunnel lining is mainly composed of prefabricated segment, accurate description of longitudinal seam joint mechanics is important for design and analysis of shield tunnel segmental linings, however, due to its stress state is complex and internal force changes show the characteristics of nonlinear, there is no more rapid and accurate calculation model to analysis the mechanics. In the view of the problem of the entity unit simulating bolt bending with low computing speed, the model of shield tunnel longitudinal seam that using the nonlinear spring to simulate bending bolt joint is proposed. Combined with longitudinal seam joint test, analysis the entity model and spring bolt model, the study concluded that: 1) the calculation results of spring bolt model are closer to the test results than entity unit model; and 2) calculation efficiency of spring bolt model bolt up 1 times than the physical model. Based on the spring bolt model, further study the relationship between viscous coefficient, friction coefficient and calculation efficiency, and analyzes the regularity of deformation and damage of shield tunnel connection.

Seismic performance of Bujian Puzuo considering scale ratio and vertical load effects

Yong-Hui Jiang,Jun-Xiao He,Lei Zhu,Lin-Lin Xie,Shuo Fang 국제구조공학회 2024 Structural Engineering and Mechanics, An Int'l Jou Vol.90 No.5

This study investigated the influence of scale ratio and vertical load on the seismic performance of Puzuo joints in traditional Chinese timber structures. Three low-cyclic reversed loading tests were conducted on three scaled specimens of Bujian Puzuo in Yingxian Wooden Pagoda. This study focused on the deformation patterns and analyzed seismic performance under varying scale ratios and vertical loads. The results indicated that the slip and rotational deformations of Bujian Puzuo were the primary deformations. The scale of the specimen did not affect the layer where the maximum interlayer slip occurred, but it did decrease the proportion of slip deformation. Conversely, the reducing vertical load caused the layer with the maximum slippage and the position of the damaged Dou components to shift upward, and the proportion of slip deformation increased. When the vertical load was decreased by 3.7 times, the maximum horizontal bearing capacity under positive and negative loadings, initial stiffness, and energy dissipation of the specimen decreased by approximately 60%, 58.79%, 69.62%, and 57.93%, respectively. The horizontal bearing capacity under positive loading and energy dissipation of the specimen increased by 35.63% and 131.54%, when the specimen scale was doubled and the vertical load was increased by 15 times.

Expression and Clinical Significance of MicroRNA-376a in Colorectal Cancer

Mo, Zhan-Hao,Wu, Xiao-Dong,Li, Shuo,Fei, Bing-Yuan,Zhang, Bin Asian Pacific Journal of Cancer Prevention 2014 Asian Pacific journal of cancer prevention Vol.15 No.21

The incidence of colorectal cancer (CRC) is increasing in many Asian countries and microRNAs have already been proven to be associated with tumorigenesis. Currently, microRNA-376a (miR-376a) expression and association with clinical factors in CRC remains unclear. In this study, real-time quantitative reverse transcriptase-polymerase chain reaction (qRT-PCR) was carried out on 53 matched pairs of CRC and adjacent normal mucosa to investigate the expression levels of miR-376a. According to the high or low expression of miR-376a, patients were divided into two groups. The relationship between miR-376a expression and clinicopathological factors of 53 patients was evaluated. Survival analysis of 53 CRC patients was performed with clinical follow-up information and survival curves were assessed by the Kaplan-Meier method. Immunohistochemistry (IHC) staining was performed on sections of paraffin-embedded tissue to investigate the vascular endothelial growth factor (VEGF) expression. MiR-376a showed low expression in cancer tissues compared to the adjacent normal tissues and altered high miR-376a expression tended to be positively correlated with advanced lymph node metastasis and shorter patient survival. VEGF IHC positivity was significantly more common in patients with high expression levels of miR-376a.Those results demonstrated that miR-376a may be a meaningful prognostic biomarker and potential therapeutic target in colorectal cancer.

An Electrochemical Sensor Based on Graphene-Polypyrrole Nanocomposite for the Specific Detection of Pb (II)

Rong Rong,Huimin Zhao,Xiao Rong Gan,Shuo Chen,Xie Quan 성균관대학교(자연과학캠퍼스) 성균나노과학기술원 2017 NANO Vol.12 No.1

An electrochemical sensor for the rapid, selective and sensitive detection of Pb2+ was developed using polypyrrole-graphene (PPY-rGO) nanocomposite by electrochemical synthesis. The PPYrGO-modified electrode possessed a large effective area because of unique 3D porous architectures, and it displayed excellent selectivity for the determination of Pb2+. The response of Pb2+ on the nanocomposite-modified electrode was evaluated, and the relevant parameters were optimized by square wave anodic stripping voltammetry (SWASV). The stripping response was highly linear (R2 = 0.987) over a Pb2+ concentration range of 5 X 10-9 mol/L to 7.5 X 10-7 mol/L, with a detection limit of 4.7 X 10-11 mol/L (3σ method). Furthermore, its applicability was validated for the determination of Pb2+ levels using spiked tap water at different concentrations. The polyporous structure, satisfactory reproducibility, long-term stability and simple synthesis endow the PPY-rGO nanocomposite a promising application in the determination of Pb2+.

Long noncoding RNA UCA1 inhibits ischaemia/reperfusion injury induced cardiomyocytes apoptosis via suppression of endoplasmic reticulum stress

Jing Chen,Qi Hu,Bo‑fang Zhang,Xiao‑pei Liu,Shuo Yang,Hong Jiang 한국유전학회 2019 Genes & Genomics Vol.41 No.7

Background Ischemia heart disease is one of the major causes of death worldwide which often associated with tissue infarction and limit the recovery of function. Multiple factors involved in the I/R-induced cardiomyocyte dysfunction which were consistent with a role of oxidative stress and altered endothelium-dependent responses. However, the pathogenic mechanisms in I/R injury remain unclear. Materials and methods The H9C2 cells were in the ischaemia/reperfusion (I/R) condition. After I/R, the cells were transfected with or without adenovirus-urothelial carcinoma associated 1(Ad-UCA1). Then qRT-PCR analysis was performed to quantify mRNA expression of different treatment groups. Cell apoptosis rate was assessed using flow cytometry and ER stress biomarker expression were measured by immunoblotting. Intracellular and mitochondrial ROS generation were assayed by fluorescence microscope after staining with the DCFDA or MitoSOX. Results I/R conditions trigger lncRNAs UCA1 expression, cellular and mitochondria ROS production, resulting in cell apoptosis through the induction of oxidative and ER stress. Overexpression of UCA1 protects H9C2 cells from I/R-induced ER stress and cell apoptosis. Moreover, UCA1 might be a potential regulator in the protective effect of I/R‑induced oxidative stress and mitochondria dysfunction. Subsequently, ER stress inhibitor attenuated the effect of siUCA1 induced injury in H9C2 cells. Conclusion The expression of UCA1 against I/R induced oxidative stress and mitochondria dysfunction via suppression of endoplasmic reticulum stress. UCA1 might be a biomarker to improved diagnosis of I/R injury.