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Type 2 diabetes prediction method based on dual-teacher knowledge distillation and feature enhancement.
Sci Rep
January 2025
College of Computer Science and Technology, Changchun University, Changchun, 130022, China.
Diabetes prediction is an important topic in the field of medical health. Accurate prediction can help early intervention and reduce patients' health risks and medical costs. This paper proposes a data preprocessing method, including removing outliers, filling missing values, and using sparse autoencoder (SAE) feature enhancement.
View Article and Find Full Text PDFEffects of brown seaweed oligosaccharides on obesity and constipation managements.
J Food Sci
December 2024
College of Food Science and Nutritional Engineering, China Agricultural University, Beijing, China.
Brown seaweed oligosaccharides (BSO) have demonstrated potential as nutraceuticals with cholesterol-lowering, anti-obesity, and anti-constipation properties. In this study, we initially examined how BSO impact body weight, blood lipid levels, and adipose tissue in a rat model of obesity induced by a high-fat diet. Our findings revealed that BSO administration significantly attenuated body weight gain, ameliorated dyslipidemia, and reduced visceral adiposity.
View Article and Find Full Text PDFGenomic identification of the gene family in apple and functional analysis of involved in flowering transition.
Mol Breed
January 2025
College of Horticulture, Yangling Subsidiary Center Project of the National Apple Improvement Center, Northwest A&F University, Yangling, 712100 Shannxi China.
Unlabelled: Apple is a crucial economic product extensively cultivated worldwide. Its production and quality are closely related to the floral transition, which is regulated by intricate molecular and environmental factors. () is a transcription factor that is involved in regulating plant growth and development, with certain play significant roles in regulating flowering.
View Article and Find Full Text PDFThe inclusion membrane protein Cpn0308 interacts with host protein ACBD3.
J Bacteriol
December 2024
Pathogen Biology and Immunology Research Institute, Hebei North University, Zhangjiakou, Hebei, China.
is an obligate intracellular bacterium of eukaryotic cells characterized by a unique biphasic life cycle; its biosynthesis and replication must occur within a cytoplasmic vacuole or inclusion. Certain inclusion membrane proteins have been demonstrated to mediate the interactions between intra-inclusion chlamydial organisms and the host cell. It has been demonstrated previously that the -encoded Cpn0308 localizes to the inclusion membrane; however, its function remains unknown.
View Article and Find Full Text PDFPolysaccharides from Yupingfeng granules ameliorated cyclophosphamide-induced immune injury by protecting intestinal barrier.
Int Immunopharmacol
December 2024
Sinopharm Group Guangdong Medi-World Pharmaceutical Co., Ltd., Guangzhou, China.
Immune injury is the main side effect caused by cyclophosphamide and the disruption of the intestinal barrier may be an important cause. Yupingfeng granules have been reported to have immunomodulatory effects and polysaccharides are important components of them. This study aimed to investigate the ameliorative effect of polysaccharides from Yupingfeng granules (YPFP) on cyclophosphamide induced immune injury and reveal their potential mechanisms based on its protective effect on the intestine.
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