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Timely fault detection is critical to improving the reliability and durability of the proton exchange membrane fuel cell (PEMFC) system. This paper proposes a novel fault diagnosis method, dynamic radius support vector data description (DR-SVDD), to efficiently identify the PEMFC system's faults. Compared to the classic support vector data description (SVDD) and improved SVDDs, this method considers both the SVDD hypersphere radius information and the distribution characteristics of the training set samples to obtain a more accurate and adequate description of the sample data. The cell voltages and the pressure drops at the cathode and anode obtained experimentally under various fault conditions are chosen as the feature variables for the PEMFC fault diagnosis. The comparative results show that the proposed DR-SVDD strategy performs well in fault class identification for a PEMFC system. [Display omitted] • A novel dynamic radius support vector data description (DR-SVDD) method is developed. • Multi-class discriminant function is used to identify PEMFC multiple faults. • The proposed DR-SVDD method exhibits more excellent classification performance in PEMFC fault diagnosis. [ABSTRACT FROM AUTHOR]

Hepatocellular carcinoma (HCC) has an insidious onset and high malignancy. Most patients have progressed to intermediate and advanced stages by the time of diagnosis, and the long-term efficacy of traditional treatments is not satisfactory. Immunotherapy has shown great promise in the treatment of HCC in recent years; however, the low immunogenicity and severe immunosuppressive tumor microenvironment result in a low response rate to immunotherapy in HCC patients. Therefore, it is of great significance to improve the immunogenicity of HCC and thus enhance its sensitivity to immunotherapy. Here, we prepared the boronophenylalanine-modified dual drug-loaded polydopamine nanoparticles by a facile method. This system used boronophenylalanine-modified polydopamine nanoparticles as a delivery vehicle and photothermal material for the chemotherapeutic drug doxorubicin and the immune agonist CpG oligodeoxynucleotides (CpG-ODN), with both active targeting and lysosomal escape functions. The cancer cells are rapidly killed by photothermal treatment, and then chemotherapy is used to further kill cancer cells that are inadequately treated by photothermal treatment. The combination of photothermal-chemotherapy synergistically induces the release of relevant antigens from tumor cells, thus initiating anti-tumor immunity; and then cooperates with CpG-ODN to trigger a powerful anti-tumor immune memory effect, potently and durably inhibiting HCC recurrence. [ABSTRACT FROM AUTHOR]

Metastatic osteosarcoma usually has an unsatisfactory response to the current standard chemotherapy and causes poor prognosis. Currently, epithelial-mesenchymal transition (EMT) is reported as a critical event in osteosarcoma metastasis. Glaucocalyxin A, a bioactive ent-kauranoid diterpenoid, exerts anti-cancer effect on osteosarcoma by inducing apoptosis in previous study. However, the effect of Glaucocalyxin A on EMT and metastasis of osteosarcoma is unclear. In this study, we investigated the potential mechanisms of Glaucocalyxin A on EMT and metastasis of osteosarcoma. We found that Glaucocalyxin A inhibited migration and invasion of MG-63 and 143B cells. Moreover, Glaucocalyxin A increased the protein and mRNA levels of E-cadherin and decreased the protein and transcription expression of N-cadherin, Vimentin. Glaucocalyxin A also inhibited the protein and mRNA levels of EMT-associated transcription factor including Snail and Slug. Furthermore, Glaucocalyxin A inhibited transforming growth factor-β1 (TGF-β1)-induced migration, invasion and EMT of low-metastatic osteosarcoma U2OS cells. Glaucocalyxin A inhibited TGF-β-induced phosphorylation of Smad 2/3 in osteosarcoma U2OS cells. Finally, we established transplanted metastatic models of highly metastatic osteosarcoma 143B cells. Glaucocalyxin A inhibited lung metastasis in vivo. Interestingly, Glaucocalyxin A increased the protein expression of E-cadherin and reduced the protein expression of N-cadherin and Vimentin. Glaucocalyxin A inhibited the protein expression of Snail and Slug in vivo. In summary, this study demonstrated that Glaucocalyxin A inhibited EMT and TGF-β1-induced EMT by inhibiting TGF-β1/Smad2/3 signaling pathway in osteosarcoma. Therefore, Glaucocalyxin A might be a promising candidate against the metastasis of human osteosarcoma. • Glaucocalyxin A reverses epithelial-mesenchymal transition (EMT) in osteosarcoma. • Glaucocalyxin A prevents TGF-β1-induced EMT by inhibiting Smad2/3 pathway in osteosarcoma. • Glaucocalyxin A inhibits osteosarcoma metastasis to lung in the metastatic model. [ABSTRACT FROM AUTHOR]