Affective brain-computer interfaces (aBCIs) has important application value in the field of human-computer interaction. Electroencephalogram (EEG) has been widely concerned in the field of emotion recognition due to its advantages in time resolution, reliability and accuracy. However, the non-stationary characteristics and individual differences of EEG limit the generalization of emotion recognition model in different time and different subjects. In this paper, in order to realize the recognition of emotional states across different subjects and sessions, we proposed a new domain adaptation method, the maximum classifier difference for domain adversarial neural networks (MCD_DA). By establishing a neural network emotion recognition model, the shallow feature extractor was used to resist the domain classifier and the emotion classifier, respectively, so that the feature extractor could produce domain invariant expression, and train the decision boundary of classifier learning task specificity while realizing approximate joint distribution adaptation. The experimental results showed that the average classification accuracy of this method was 88.33% compared with 58.23% of the traditional general classifier. It improves the generalization ability of emotion brain-computer interface in practical application, and provides a new method for aBCIs to be used in practice.
Objective To identify the effects of single immunoglobin IL-1 receptor related protein （SIGIRR） on inflammation induced by high mobility group box 1 （HMGB1） in A549 derived from human alveolar epithelial cells. Methods Eukaryotic expression vectors pCDNA3.1（+） constructed with SIGIRR cDNA were transiently transfected into A549 cells，in which SIGIRR was forced to be over-expressed. Western blot and RT-PCR were applied to detect the expression level of SIGIRR after transfection. After the stimulation by HMGB1，the transcriptional activity of NF-κB in A549 cells was detected by dual-luciferase reporter assay system，and the protein levels of inflammatory cytokine TNF-α and IL-1β were measured by ELISA. Results The expression level of SIGIRR increased significantly in A549 cells transfected with SIGIRR vectors. The transcriptional activity of NF-κB was enhanced obviously after HMGB1 treatment in A549 cells by dual-luciferase reporter assay system，while the transfection of SIGIRR vectors decreased the activity. The protein levels of TNF-α and IL-1β were down-regulated in A549 cells over-expressing SIGIRR after HMGB1 stimulation compared with the non-transfected cells. Conclusions Up-regulated SIGIRR expression can inhibit HMGB1-induced proinlammatory cytokine release in A549 cells such as TNF-α and IL-1β. The transcriptional activity of NF-κB is dampened by SIGIRR transfection，implying that the anti-inflammatory effects of SIGIRR may be involved in the regulation of NF-κB.
ObjectiveTo investigate the influence of heat shock protein A2 (HSPA2) on the biological behavior of pancreatic adenocarcinoma cells and its mechanism. MethodsThe expressions of HSPA2 were determined in the human pancreatic adenocarcinoma cell lines (PANC-1, BxPC-3, and AsPC-1) using the Western blot. Subsequently, the cells with the lowest and highest HSPA2 expressions among these three lines were selected for conducting overexpression and knockdown experiments targeting HSPA2, respectively. The cellular proliferation, cell clonogenesis, migration, and invasion capabilities were assessed using MTT, clonogenic assay, and Transwell assay, respectively. Additionally, the impact of HSPA2 on the expression of key markers of epithelial-mesenchymal transition (EMT) was examined using the Western blot. The potential target molecules of HSPA2 were identified through immunoprecipitation assay and mass spectrometry. The rescue experiments further explored the regulatory relation between the HSPA2 and its target molecules. The influence of HSPA2 on pancreatic adenocarcinoma growth was investigated through establishment of xenograft tumor model in nude mice. ResultsThe HSPA2 exhibited the lowest expression in the PANC-1 cells and the highest expression in the AsPC-1 cells among the three cell lines. Subsequent functional studies demonstrated that the overexpression of HSPA2 in the PANC-1 cells markedly promoted proliferation, cell clonogenesis, migration, and invasion, while the knockdown of HSPA2 expression in the AsPC-1 cells markedly inhibited these processes. The Western blot analysis further showed that the HSPA2 overexpression downregulated E-cadherin expression and upregulated N-cadherin and Vimentin expressiones, whereas the HSPA2 knockdown produced opposite effects. The rescue experiments indicated that the HSPA2 promoted the EMT in pancreatic adenocarcinoma cells by upregulating Yes associated protein (YAP). The subcutaneous xenograft tumor experiments in the nude mice showed that the HSPA2 knockdown inhibited tumor growth. ConclusionThe results of this study suggest that HSPA2 promotes EMT via upregulating YAP, which facilitates proliferation, migration, and invasion of pancreatic adenocarcinoma cells.
ObjectiveTo investigate the effects of overexpression of alpha/beta hydrolase domain-containing protein 5 (ABHD5) on the invasion and migration of human colon cancer cell line HCT116 and the pathway of adenosine monophosphate-activated protein kinase (AMPK)/mechanistic target of rapamycin (mTOR).MethodsThe expression of ABHD5 in colon cancer tissues and its relationship with clinicopathological features was analyzed by UALCAN database. HCT116 cells were cultured in vitro and transfected with ABHD5 recombinant plasmid, then they were divided into control group, negative transfection group and ABHD5 transfection group. Real time quantitative PCR (qRT-PCR) was used to detect the expression of ABHD5 mRNA in HCT116 cells. The proliferation of HCT116 cells was detected by CCK-8 method. Transwell assay was used to detect the invasion and migration of HCT116 cells. The expression of matrix metalloprotein 9 (MMP-9), E-cadherin, Snail, and AMPK/mTOR pathway proteins p-AMPK, AMPK, p-mTOR and mTOR were detected by Western blot.ResultsThe results of the UALCAN showed that compared with normal colon tissues, the expression of ABHD5 mRNA in colon cancer tissues was decreased (P<0.05), and which in the adenocarcinoma and the N1 stage was lower than that of the mucinous adenocarcinoma (P<0.05) and N0 stage (P<0.05), respectively. Compared with the control group and the negative transfection group, the expression of ABHD5 mRNA in the ABHD5 transfection group was increased (P<0.05), the proliferation inhibition rate of HCT116 cells in the ABHD5 transfection group was increased (P<0.05), the numbers of migration and invasion cells in the ABHD5 transfection group were decreased (P<0.05), the expressions of MMP-9, Snail, p-mTOR and mTOR were reduced, and the expressions of E-cadherin, p-AMPK and AMPK were increased (P<0.05).ConclusionsThe overexpression of ABHD5 can inhibit the invasion and migration of colon cancer HCT116 cells, activate AMPK, and inhibit the expression of mTOR. It suggests that ABHD5 may play a role in inhibiting colon cancer by affecting AMPK/mTOR pathway.
ObjectiveTo investigate the regulatory mechanism of thioredoxin binding protein (TXNIP)/nucleotide-binding oligomerization domain-like receptor protein 3 (NLRP3) pathway in the occurrence and development of breast cancer.MethodsThe resected 15 cases of breast cancer tissues and their adjacent tissues in our hospital from September 2019 to June 2020 were selected, and the immunohistochemistry was used to detect the expression levels of TXNIP and NLRP3 in breast cancer and its adjacent tissues. Three kinds of breast cancer cell lines (MDA-MB231, MCF-7 and SKBR3) and normal breast epithelial cell line (HMEC) were collected. Western blot was used to detect the relative expression levels of TXNIP and NLRP3 in three kinds of breast cancer cell lines and HMEC cell line. MDA-MB231 cancer cells were divided into blank control group (normal culture without any treatment), TXNIP overexpression group (Ad-TXNIP group, transfected with adenovirus vector carrying TXNIP overexpression sequence), Ad-TXNIP negative control group (Ad-eGFP1 group, transfected of empty adenovirus vector without TXNIP overexpression sequence), NLRP3 overexpression group (Ad-NLRP3 group, transfected with adenovirus vector containing NLRP3 overexpression sequence), TXNIP and NLRP3 overexpression co-transfection group (Ad-TXNIP+Ad-NLRP3 group, co-transfection of adenovirus vector carrying TXNIP and NLRP3 overexpression sequence), TXNIP overexpression and Ad-NLRP3 negative control (Ad-eGFP2) co-transfection group (Ad-TXNIP+Ad-eGFP2 group,co-transfection of adenovirus vector carrying TXNIP overexpression sequence and empty adenovirus without NLRP3 overexpression sequence). After 24 hours of transfection and culture, CCK-8 method was used to detect the MDA-MB231 cells proliferation. Transwell chamber method was used to detect MDA-MB231 cells migration and invasion. Nude mice tumorigenicity test was used to detect the tumorigenicity of the MDA-MB231 cells in vivo. Western blot was used to detect the expressions of TXNIP, NLRP3, proliferation marker protein (Ki-67), caspase-1, vascular endothelial growth factor (VEGF), interleukin (IL)-1β, IL-18 and caspase-1 precursor protein (pro-caspase-1) in the MDA-MB231 cells.ResultsCompared with the adjacent tissues, the relative expression level of TXNIP decreased (P<0.05) and the relative expression level of NLRP3 increased (P<0.05) in breast cancer tissues. Compared with normal breast epithelial cell line (HMEC cell line), the relative expression levels of TXNIP in MDA-MB231, MCF-7 and SKBR3 breast cancer cell lines were decreased (P<0.05), and the relative expression levels of NLRP3 were increased (P<0.05). Compared with the blank control group, the relative expression levels of TXNIP, NLRP3, IL-1β, IL-18, pro-caspase-1 and caspase-1 were increased (P<0.05), the relative expression levels of Ki-67 and VEGF, the proliferation activity, invasion and migration ability of MDA-MB231 cells and tumor weight were decreased (P<0.05) in the Ad-TXNIP group and the Ad-NLRP3 group. Compared with the Ad-TXNIP group and the Ad-NLRP3 group, the relative expression levels of TXNIP, NLRP3, IL-1β, IL-18, pro-caspase-1 and caspase-1 were further increased (P<0.05), the relative expression levels of Ki-67 and VEGF, the proliferation activity, invasion and migration ability of MDA-MB231 cells and tumor weight were further decreased (P<0.05) in the Ad-TXNIP+Ad-NLRP3 group.ConclusionsIn breast cancer tissues and breast cancer cell lines, TXNIP is low expression and NLRP3 is high expression. They can interact with each other to promote pyroptosis and inhibit the proliferation, invasion and migration of breast cancer cells.
In recent years, epileptic seizure detection based on electroencephalogram (EEG) has attracted the widespread attention of the academic. However, it is difficult to collect data from epileptic seizure, and it is easy to cause over fitting phenomenon under the condition of few training data. In order to solve this problem, this paper took the CHB-MIT epilepsy EEG dataset from Boston Children's Hospital as the research object, and applied wavelet transform for data augmentation by setting different wavelet transform scale factors. In addition, by combining deep learning, ensemble learning, transfer learning and other methods, an epilepsy detection method with high accuracy for specific epilepsy patients was proposed under the condition of insufficient learning samples. In test, the wavelet transform scale factors 2, 4 and 8 were set for experimental comparison and verification. When the wavelet scale factor was 8, the average accuracy, average sensitivity and average specificity was 95.47%, 93.89% and 96.48%, respectively. Through comparative experiments with recent relevant literatures, the advantages of the proposed method were verified. Our results might provide reference for the clinical application of epilepsy detection.
High mobility group box 1 protein (HMGB1), a damage-associated molecular pattern, exists ubiquitously in the cells of mammals. It contributes to maintaining the structure of nucleosome and modulating transcription of gene in nuclei. Extracellular HMGB1 plays two-way roles in promoting inflammatory and tissue repair. Released actively as well as passively following cytokine stimulation during cell death, HMGB1 may act as a late inflammatory factor and an endogenous damage-associated molecular pattern recognized by its receptors. And it may mediate the occurrence, development and outcome of the inflammatory injury of digestive system diseases, such as gastric mucosal injury, inflammatory bowel-disease, liver injury, pancreatitis, and so on. This review mainly concerns the research progresses of HMGB1 in the inflammatory injury of digestive system diseases. At the same time, HMGB1 itself, or as a therapeutic target, can promote tissue repair.
Objective To study the migration of Schwann cells from the nerve autograft in the acellular nerve allograft of the rats in vivo. Mehtods The sciatic nerves (20 mm long) of the SD rats were harvested and prepared for the acellular nerve grafts by the chemical extraction. Then, they were observed by the gross view, HE staining, and Antilamininstaining, respectively. Another 32 female SD rats weighing 250-300 g were obtained for the study. A 2-mm-long nerve autograft was interposed between the two 10-mm-long nerve allografts to form a 22-mm-long composite. Then, the composite was placed in the muscle space, together with a sole 22-mm-long nerve allograftas a control. They were harvested at 5，10，15 and 20 days, respectively, and were then given the HE staining and the S-100 staining. Results The acellular nerve graft was semitransparent under the gross view. HE staining showed that no cell was observed within the nerve graft. Anti-laminin staining showed that the basal membrane was partially interrupted, with a positive result (dark brown). All the nerve grafts in both the groups exhibited the existenceof the cells. The S-100 positive cells were observed from the 15th day at the far ends of the two allografts of the composite; however, there were no suchcells observed within the sole nerve allograft. Conclusion Schwann cells from the sciatic nerves (2 mm- long) of the rats can migrate in the acellular nerve allograft to the far ends of the neighboring 10-mm-long nerve allografts at 15 days after operation, which offers the theoretical basis forthe repair of the longrange nerve defect by the composite of the acellular nerve allografts with the interposed nerve autograft.
Objective To study the function and mechanism of G protein coupled receptor kinase interacting protein 1(GIT1) RNA hairpin (GIT1-RNAh) in osteoblast migration. Methods The sixth passage osteoblasts were divided into 2 groups and were infected by GIT1-RNAh (experimental group) and green fluoresence protein RNA hairpin (GFP-RNAh) (control group) adenovirus for 12 hours respectively. Each group was further classfied into two groups according to with or without platelet-drived growth factor (PDGF) stimulation. The GIT1 expression and Paxillindistribution was analyzed by immunofluorescence staining. Paxillin phosphorylation was detected by Western Blot. The localization of Paxillin was determined by co-immunofluorescence staining after transfection with cyanine fluorescence protein tagged GIT1RNAh (CFP-GIT1-RNAh)(experimental group) and GFP-RNAh (CFP-GFP-RNAh)(control group). The role of GIT1-RNAh (experimental group) and GFP-RNAh (control group) adenovirus in osteoblasts migration was determined by wound healing assay. Results Immunofluorescence staining results showed that the GIT1-RNAh significantly inhibited endogenous GIT1 expression, interfered Paxillin distribution.Western Blot results showed that Paxillin phosporylation was obviously inhibited in osteoblasts infected with GIT1-RNAh adenovirus (P＜0.05). The wound healing assay results howed that GIT1-RNAh adenovirus significantly inhibited osteoblast migration induced by PDGF. Conclusion GIT1-RNAh inhibits osteoblasts migration by interfering paxillin distribution and decrease Paxillin phosphorylation.
ObjectiveTo investigate the effects of targeted regulation of SMAD9 expression by bone morphogenetic protein 4 (BMP4) on Müller cell migration, reactive oxygen species (ROS) generation and vascular endothelial growth factor (VEGF) expression. MethodsMüller cells cultured in vitro were divided into normal control group, BMP4 group, BMP4+ no-load plasmid group (BMP4+NC group) and BMP4+SMAD9 small interference plasmid group (BMP4+siSMAD9). Cells in BMP4 group, BMP4+NC group and BMP4+siSMAD9 group were induced by adding 100 ng/ml BMP4 into cell medium for 24 h. Subsequently, BMP4+NC group was transfected with empty plasmid. BMP4+siSMAD9 group was transfected with SMAD9 small interference plasmid for 48 h. The effect of BMP4 on Müller cell migration was determined by cell scratch test. The effect of BMP4 on the production of ROS in Müller cells was detected by flow cytometry. Western blots and real-time quantitative fluorescence polymerase chain reaction (qPCR) were used to detect the relative mRNA expression levels of glutamine synthetase (GS) and glial fibrinoacidic protein (GFAP) in Müller cells. VEGF expression in Müller cells was detected by immunofluorescence. One-way analysis of variance was used to compare groups. ResultsThe results of cell scratch test showed that the cell mobility of BMP4+siSMAD9 group was significantly lower than that of BMP4 and BMP4+NC group, and the difference was statistically significant (F=68.319, P＜0.001). Flow cytomethods showed that the level of ROS in BMP4+siSMAD9 group was significantly lower than that in BMP4 and BMP4+NC group, and the difference was statistically significant (F=52.158, P＜0.001). Western blot and qPCR results showed that the protein levels of GS and GFAP (F=42.715, 36.618) and mRNA relative expression levels (F=45.164, 43.165) in BMP4+siSMAD9 group were significantly lower than those in BMP4 and BMP4+NC group. The difference was statistically significant (P＜0.01). The results of immunofluorescence detection showed that the intracellular VEGF fluorescence intensity in BMP4 group and BMP4+NC group was significantly higher than that in BMP4+siSMAD9 group, and the difference was statistically significant (F=46.384, P＜0.05). ConclusionTargeted regulation of SMAD9 expression by BMP4 can up-regulate VEGF expression and promote the migration and ROS production of Müller cells.