IEEE Trans Pattern Anal Mach Intell
December 2024
This paper proposes an improved linear discriminant analysis called spectrally-corrected and regularized LDA (SRLDA). This approach incorporates design principles from both the spectrally-corrected covariance matrix and the regularized discriminant analysis. With the support of a large-dimensional random matrix theory, it is demonstrated that SRLDA achieves a globally optimal linear classification solution under the spiked model assumption.
View Article and Find Full Text PDFLeaf disease detection holds significant application value in the agricultural domain, as timely and accurate detection of crop leaf disease targets is crucial for improving crop yield and quality. To handle varying crop leaf disease target sizes, occlusion issues, and detection errors in complex environments, the YOLOv8 structure has been enhanced. Firstly, to tackle the issues of target diversity and loss of image features, this paper designs the GOCR-ELAN lightweight module to replace some of the C2f modules in the Backbone, thereby reducing the parameters in the model and enhancing the network's feature extraction capability.
View Article and Find Full Text PDFWith the acceleration of global aging and the rise in living standards, the achievement of healthy aging is becoming an imperative issue globally. Ginseng, a medicinal plant that has a long history of dietary intake and remarkable medicinal value, has become a research hotspot in the field of food and medicine. Ginsenosides, especially protopanaxadiol-type saponins and protopanaxatriol-type saponins, are among the most important active ingredients in ginseng.
View Article and Find Full Text PDFAims: To develop a dual-functional medicine for hypoglycemic and anti-thrombus.
Main Methods: The long-acting glucagon like peptide-1 (5×GLP-1) and nattokinase (NK) were cloned by SOE PCR and gained the GLP-1 and NK fusion polypeptide after transformed into E. coli.
Background: Progressive fibrosis is the underlying pathophysiological process of CKD, and targeted prevention or reversal of the profibrotic cell phenotype is an important goal in developing therapeutics for CKD. Nanoparticles offer new ways to deliver antifibrotic therapies to damaged tissues and resident cells to limit manifestation of the profibrotic phenotype.
Methods: We focused on delivering plasmid DNA expressing bone morphogenetic protein 7 (BMP7) or hepatocyte growth factor (HGF)-NK1 (HGF/NK1) by encapsulation within chitosan nanoparticles coated with hyaluronan, to safely administer multifunctional nanoparticles containing the plasmid DNA to the kidneys for localized and sustained expression of antifibrotic factors.
Development of new approaches to biomimetically reconstruct vasculature networks remains challenging in regenerative medicine. We introduce a particle-based artificial stem cell spheroid (ASSP) technology that recapitulates paracrine functions of three-dimensional (3D) SSPs for vasculature regeneration. Specifically, we used a facile method to induce the aggregation of stem cells into 3D spheroids, which benefited from hypoxia microenvironment-driven and enhanced secretion of proangiogenic bioactive factors.
View Article and Find Full Text PDFEnviron Pollut
March 2020
Microplastics pollution in the environment is closely determined by the surrounding industrial and human activities. In present study, we investigated microplastics in water and sediment samples collected from a textile industrial area in Shaoxing city, China. The abundance of microplastics varied from 2.
View Article and Find Full Text PDFAlthough freshwater and estuary systems are recognized as origins and transport pathways of plastics to the oceans, there is a lack of comparison of microplastics in different water bodies or river networks. In the present study, the spatial distribution of microplastics was compared across different water bodies, including city creeks (Shanghai), rivers (Suzhou River and Huangpu River), an estuary (Yangtze Estuary) and coastal waters (East China Sea) in the Yangtze Delta area. Significant spatial differences of microplastic abundances were revealed across the sampling areas.
View Article and Find Full Text PDFIrisin, a circulating myokine, has been shown to effectively ameliorate insulin resistance and type 2 diabetes mellitus by administration of the recombinant protein. Therefore, it is important to efficiently produce active irisin protein and further characterize its potential mechanism against hepatic insulin resistance. In this study, we obtained a multi-copy irisin-expressing P.
View Article and Find Full Text PDFLIM and SH3 domain protein 1 (LASP-1) is known to participate in the progression of hepatocellular carcinoma (HCC). We previously showed that ectopic expression of hepatitis B virus (HBV) X protein (HBX) enhanced the expression of LASP-1, which promoted proliferation and migration of HCC cells. Here, we further demonstrated the molecular mechanism underlying upregulation of LASP-1, mediated by HBX, in HBV-infected HCC cells.
View Article and Find Full Text PDFBackground: HBV X protein (HBX) is associated with cell apoptosis mediated by TNF-α related apoptosis inducing ligand (TRAIL), while the role of HBX on the expressions of TRAIL receptors death receptor 4 (DR4) and DR5 are unclear. In this study, we detected the cell apoptosis induced by TRAIL as well as gene and protein expressions of DR4 and DR5 in Huh-7 cells steadily transfected with HBX (Huh-7-HBX cells). In addition, we investigated the activation of different pathways associated with the expressions of TRAIL receptors in Huh-7-HBX cells.
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