Myocardial Infarction Detection Based on Multi-lead Ensemble Neural Network.

Automatic myocardial infarction (MI) detection using an electrocardiogram (ECG) is of great significance for improving the survival rate of patients. In this study, we propose a multi-lead ensemble neural network (MENN) to distinguish anterior myocardial infarction (AMI) and inferior myocardial infarction (IMI) from healthy control (HC) respectively. In the study, three kinds of sub-networks and multi-lead ECG signals are combined, which fully explores the information of ECG signals and improves the classification performance. The algorithm is evaluated on the PTB database by 5-fold inter-subject cross-validation and the sensitivity (Se), specificity (Sp) and area under the curve (AUC) of AMI detection are 98.35%, 97.49%, 97.92%; The Se, Sp, and AUC of IMI detection are 93.17%, 92.02%, 92.60%. The proposed method achieves the state of the art results on both tasks and outperforms the baseline methods. Hence, the proposed method is potential for automatic MI diagnosis.

[Protective effect of Angelica sinensis polysaccharide against liver injury induced by D-galactose in aging mice and its mechanisms].

OBJECTIVE: To investigate the protective effect of Angelica sinensis polysaccharide (ASP) against liver injury induced by D-galactose in aging mice and its mechanisms. METHODS: Male C57BL/6J were randomly divided into three groups with 10 mice in each group. In the D-galactose model group, the mice were subcutaneously injected with D-galactose (120 mg/kg) qd×42; in the ASP+D-galactose group, from the 8th day of the establishment of D-galactose model, the mice were subcutaneously injected with ASP (120 mg/kg) qd×35. In the normal control group, the mice were subcutaneously injected with isotonic saline of the same volume at the same time point. On the 2nd day after the injection was finished, the ocular blood was collected to prepare serum and measure the content of alanine aminotransferase (ALT), aspartate aminotransferase (AST), and total bilirubin (TBil). The liver tissue homogenate was prepared to measure the content of superoxide dismutase (SOD), glutathione peroxidase (GSH-Px), malondialdehyde (MDA), and advanced glycation end products (AGEs). A paraffin section of liver tissue was prepared; HE staining was performed to observe the pathomorphological changes of the liver, periodic acid-Schiff staining (PAS) was used to observe the changes in glycogen in the liver, and a transmission electron microscope was used to observe the hepatocyte ultrastructure. RESULTS: The D-galactose model group had increased content of ALT, AST, and TBil, reduced activities of SOD and GSH-Px, an increased content of MDA, and severe liver injuries; the hepatocytes showed degenerative changes, the amount of glycogen in the liver decreased, and the accumulation of AGEs increased. The ASP+D-galactose group had reduced content of ALT, AST, and TBil, increased activities of SOD and GSH-Px, and reduced content of MDA and AGEs; the amount of glycogen in the liver increased, and liver injury and hepatocyte injury were alleviated. CONCLUSION: ASP can antagonize the liver injury induced by D-galactose in aging mice, and its mechanism may be related to the inhibition of oxidative stress.

Calcitonin promotes mouse pre-implantation development: involvement of calcium mobilization and P38 mitogen-activated protein kinase activation.

The study was designed to examine the effects of calcitonin (CT) on the development of murine pre-implantation embryos and possible molecular mechanisms involved in the process. In the present study, the 2-cell embryos were treated with different concentration of CT in vitro for the indicated time and the results demonstrated that CT promoted the development of the pre-implantation embryos in a dosage-dependent manner by increasing the intracellular Ca(2+) level. Furthermore, the present study showed that CT significantly increased the expression of phospho-P38MAPK (Mitogen-Activated Protein Kinase) of the pre-implantation embryos by Western blots and pre-treatment of specific P38MAPK inhibitor significantly reduced the promotion effects of CT on the embryonic development in vitro culture. Moreover, the results of intrauterine horn injection showed that the average number of embryos implanted in CT-antibody or specific P38 MAPK inhibitor-treated uterus was significantly lower than that of the corresponding control, respectively. And the observation of tissue specimen suggested that some embryos were degenerated in CT-antibody or specific P38 MAPK inhibitor-treated uterus, and adipose vacuoles were present in the decidual cells. In conclusion, CT promoted the development of pre-implantation embryos and the intracellular Ca(2+) -dependent P38MAPK signal molecule was involved in the process.

Roles of activated astrocytes in bone marrow stromal cell proliferation and differentiation.

Local microenvironment plays an important role in determining the fate choice of stem cells in the central nervous system (CNS). Astrocytes, a major component of local microenvironment in the CNS, have been demonstrated to influence the proliferation and neural differentiation of stem cells including neural stem/progenitor cells, embryonic stem cells and bone marrow stromal cells (BMSCs). However, it has remained to be ascertained if inflammation-activated astrocytes can affect the behavior of BMSCs. To this end, astrocyte-conditioned medium (ACM) was prepared in this study for treatment of BMSCs. The ACM derived from Wistar rat astrocytes stimulated by lipopolysaccharide for 12, 36 or 72 h, respectively, served as inflammatory ACM (12 h ACM, 36 h ACM and 72 h ACM), while that from unstimulated astrocytes was used as normal control astrocyte-conditioned medium (N-ACM). The results showed that the proliferation and neural differentiation of BMSCs grown in inflammatory ACM were significantly increased compared with those grown in N-ACM. The efficiency of BMSCs exposed to 36 h ACM was significantly greater than that of those exposed to 12 or 72 h ACM. Following neutralization of interleukin-6 (IL-6) of the ACM, both the proliferation and astrocytic differentiation of BMSCs were decreased; on the other hand, the neuronal differentiation was significantly increased. The present findings suggest that inflammation-activated astrocytes can facilitate the proliferation and neural differentiation of BMSCs and activated astrocytes at different phase after CNS injuries might have distinct effects on BMSCs. Moreover, astrocyte-derived IL-6 participates in the proliferation and neural differentiation of BMSCs.