MCTNet: A Multi-Scale CNN-Transformer Network for Change Detection in Optical Remote Sensing Images

For the task of change detection (CD) in remote sensing images, deep convolution neural networks (CNNs)-based methods have recently aggregated transformer modules to improve the capability of global feature extraction. However, they suffer degraded CD performance on small changed areas due to the simple single-scale integration of deep CNNs and transformer modules. To address this issue, we propose a hybrid network based on multi-scale CNN-transformer structure, termed MCTNet, where the multi-scale global and local information are exploited to enhance the robustness of the CD performance on changed areas with different sizes. Especially, we design the ConvTrans block to adaptively aggregate global features from transformer modules and local features from CNN layers, which provides abundant global-local features with different scales. Experimental results demonstrate that our MCTNet achieves better detection performance than existing state-of-the-art CD methods

The allogeneic umbilical cord mesenchymal stem cells regulate the function of T helper 17 cells from patients with rheumatoid arthritis in an in vitro co-culture system

BACKGROUND: Previous in vivo studies have shown that mesenchymal stem cell (MSC) transplantation significantly improves the condition of a number of autoimmune diseases including autoimmune cerebrospinal meningitis, multiple sclerosis, glomerulonephritis and systemic lupus erythematosus. METHODS: To investigate the immunoregulatory effect of stem cell transplantation, human umbilical cord MSCs were co-cultured with peripheral blood mononuclear cells (PBMCs) from patients with rheumatoid arthritis (RA). Orphan nuclear receptor gamma (ROR-γ) mRNA and protein expression was detected with real-time PCR and Western blotting. Interleukin (IL)-17, IL-6 and tumor necrosis factor (TNF-α) in the cell culture supernatant were measured using a flow cytometric bead capture method. RESULTS: After 72 hours of co-culture, the mRNA and protein expression levels of ROR-γ in co-cultured PBMCs were decreased compared with that in PBMC of RA patients cultured alone (p < 0.05). Moreover, the decrement was positively related to the disease activity of RA (p < 0.05). Decreased secretion of IL-17, TNF-α and IL-6 were also found in co-culture supernatants of PBMCs from patients with severe and moderate disease activity, but not in supernatant from PBMCs cultured alone. The decreased cytokine expression levels were positively correlated to the concentrations of MSCs. In contrast, PBMCs from healthy controls or patients with mild RA did not show significant differences in ROR-γ expression or cytokine secretion following co-culture with MSCs as compared with those cultured alone. CONCLUSIONS: In vitro co-culture with MSCs down-regulated the inflammatory response of PBMCs from RA patients with severe disease activity, but had no significant effect on PBMCs from healthy controls or patients with mild disease activity, suggesting that the immunoregulatory role of MSCs may associate with the occurrence of inflammatory mediators

Uremia toxin helps to induce inflammation in intestines by activating the ATM/NEMO/ NF-B signalling pathway in human intestinal epithelial cells

638-642During progressive chronic kidney disease, toxic substances known as uremic toxins accumulate in body fluids. Uremia toxin has been documented to be involved in most inflammatory reactions, and indoxyl-sulfate (IS) a major serum metabolite of uremia is a key player in this. The mechanism by which uremia toxin establishes it inflammatory activity is scarcely known; however, researchers believes that a clear understanding of this process can serve as a guide to combat the situation. The study was designed to investigate the role played by uremia toxin in intestinal inflammation. SW480 was used as cell lines for this study. Luciferase assay was used to detect the cell viability of different concentrations of IS. RT-qPCR was used to detect the effect of IS on the expression of inflammatory factors. The comet assay was used as a tool to detect DNA damage. Western blot was used to detect the phosphorylation level of ATM/NEMO/NF-kB protein. The IS of 0.09 nM was determined to be the best experimental concentration by luciferase assay. Result showed that IS promotes the expression of inflammatory factors TNF-&alpha; and IL-6. In addition, IS led to enhanced DNA damage in cells. IS promoted ATM phosphorylation leading to phosphorylation of NEMO to activate the NF-kB signalling pathway. In conclusion, uremia toxin facilitates inflammation in intestines by activating the ATM/NEMO/ NF-kB signalling pathway in human intestinal epithelial cells

Uremia toxin helps to induce inflammation in intestines by activating the ATM/NEMO/NF-kB signalling pathway in human intestinal epithelial cells

During progressive chronic kidney disease, toxic substances known as uremic toxins accumulate in body fluids. Uremia toxin has been documented to be involved in most inflammatory reactions, and indoxyl-sulfate (IS) a major serum metabolite of uremia is a key player in this. The mechanism by which uremia toxin establishes it inflammatory activity is scarcely known; however, researchers believes that a clear understanding of this process can serve as a guide to combat the situation. The study was designed to investigate the role played by uremia toxin in intestinal inflammation. SW480 was used as cell lines for this study. Luciferase assay was used to detect the cell viability of different concentrations of IS. RT-qPCR was used to detect the effect of IS on the expression of inflammatory factors. The comet assay was used as a tool to detect DNA damage. Western blot was used to detect the phosphorylation level of ATM/NEMO/NF-kB protein. The IS of 0.09 nM was determined to be the best experimental concentration by luciferase assay. Result showed that IS promotes the expression of inflammatory factors TNF-α and IL-6. In addition, IS led to enhanced DNA damage in cells. IS promoted ATM phosphorylation leading to phosphorylation of NEMO to activate the NF-kB signalling pathway. In conclusion, uremia toxin facilitates inflammation in intestines by activating the ATM/NEMO/ NF-kB signalling pathway in human intestinal epithelial cells

The tunneling magnetoresistance current dependence on cross sectional area, angle and temperature

The magnetoresistance of a MgO-based magnetic tunnel junction (MTJ) was studied experimentally. The magnetoresistance as a function of current was measured systematically on MTJs for various MgO cross sectional areas and at various temperatures from 7.5 to 290.1 K. The resistance current dependence of the MTJ was also measured for different angles between the two ferromagnetic layers. By considering particle and angular momentum conservation of transport electrons, the current dependence of magnetoresistance can be explained by the changing of spin polarization in the free magnetic layer of the MTJ. The changing of spin polarization is related to the magnetoresistance, its angular dependence and the threshold current where TMR ratio equals zero. A phenomenological model is used which avoid the complicated barrier details and also describes the data

Promoting cellulase and hemicellulase production from Trichoderma orientalis EU7-22 by overexpression of transcription factors Xyr1 and Ace3.

The construction of hyper-production strains of cellulase is the prerequisite for the production of biofuels or biochemicals. Trichoderma orientalis EU7-22 with complete cellulase system shows the potential for cellulase production in industrial scale. To improve the cellulase production, two crucial transcription activators Xyr1 and Ace3 were constitutively overexpressed in EU7-22 strain. Cellulase, xylanase and protein secretion were significantly improved in the recombinant strain dxyA-8 under inducing culture, which were 2.34, 0.68 and 1.06 folds higher than those of EU7-22, respectively. Moreover, the FPase and CMCase activities were up to 2.55 IU/mL and 90.38 IU/mL with glucose as carbon source, which were 2.12 and 1.95 folds higher than those of EU7-22 under inducing condition, respectively. Reducing sugar released from pretreated spartina that hydrolyzed by crude enzyme from dxyA-8 had achieved 24% improvement. Therefore, overexpression of these transcription factors effectively promotes the production of cellulase and hemicellulase of Trichoderma orientalis EU7-22

Promoting cellulase and hemicellulase production from Trichoderma orientalis EU7-22 by overexpression of transcription factors Xyr1 and Ace3

Abstract(#br)The construction of hyper-production strains of cellulase is the prerequisite for the production of biofuels or biochemicals. Trichoderma orientalis EU7-22 with complete cellulase system shows the potential for cellulase production in industrial scale. To improve the cellulase production, two crucial transcription activators Xyr1 and Ace3 were constitutively overexpressed in EU7-22 strain. Cellulase, xylanase and protein secretion were significantly improved in the recombinant strain dxyA-8 under inducing culture, which were 2.34, 0.68 and 1.06 folds higher than those of EU7-22, respectively. Moreover, the FPase and CMCase activities were up to 2.55 IU/mL and 90.38 IU/mL with glucose as carbon source, which were 2.12 and 1.95 folds higher than those of EU7-22 under inducing condition, respectively. Reducing sugar released from pretreated spartina that hydrolyzed by crude enzyme from dxyA-8 had achieved 24% improvement. Therefore, overexpression of these transcription factors effectively promotes the production of cellulase and hemicellulase of Trichoderma orientalis EU7-22

Numerical simulation of the massive scalar field evolution in the Reissner-Nordstr\"{o}m black hole background

We studied the massive scalar wave propagation in the background of Reissner-Nordstr\"{o}m black hole by using numerical simulations. We learned that the value $Mm$ plays an important role in determining the properties of the relaxation of the perturbation. For $Mm << 1$ the relaxation process depends only on the field parameter and does not depend on the spacetime parameters. For $Mm >> 1$, the dependence of the relaxation on the black hole parameters appears. The bigger mass of the black hole, the faster the perturbation decays. The difference of the relaxation process caused by the black hole charge $Q$ has also been exhibited.Comment: Accepted for publication in Phys. Rev.