With the vigorous development of social media, microblog and other social media have gained massive number of users. Hot events spread explosively, and the popularity prediction of microblog content has important rese...
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Mycobacteria are causative agents of tuberculosis (TB), which is a global health concern. Drug-resistant TB strains are rapidly emerging, thereby necessitating the urgent development of new drugs. Two-component signal...
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Antibacterial peptide,also known as a host defense peptide,is a small molecular peptide that exhibits antibacterial *** disrupts the cell membrane structure of bacteria,leading to the release of internal contents and ...
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Antibacterial peptide,also known as a host defense peptide,is a small molecular peptide that exhibits antibacterial *** disrupts the cell membrane structure of bacteria,leading to the release of internal contents and subsequent cell death,all without promoting the development of drug resistance in *** serves as a crucial component of the body’s innate immunity,forming the initial defense against the invasion of pathogenic ***,the functionality of this small molecule peptide extends beyond this *** also demonstrates positive effects in promoting organism growth,maintaining the balance of beneficial bacteria within organisms,combating cancer,enhancing immune function,and combating viruses,among other ***,it finds applications in biomaterials,food preservation,animal husbandry,and *** summary,this small molecular peptide plays a significant role in various domains.
With the development of modern society,the demand for nutrition,health,and food safety among people is also *** and more consumers are connecting their diet to a healthy lifestyle in order to reduce the occurrence of ...
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With the development of modern society,the demand for nutrition,health,and food safety among people is also *** and more consumers are connecting their diet to a healthy lifestyle in order to reduce the occurrence of chronic ***,known as green ginseng,is one of the most productive microalgae with high output *** is considered as one of the most ideal dietary supplements due to its unique nutritional and health *** main components of spirulina include protein,fat,vitamins,chlorophyll,and *** protein content is particularly high,ranging from 60-70%.Spirulina can be used as a natural nutritional supplement,providing various essential nutrients needed by the *** from being a nutritional supplement,spirulina is also widely utilized in the food,medicine,and cosmetics *** powder can be added to various foods such as bread,cakes,and biscuits to enhance their nutritional *** extract can also be used in the production of healthcare and beauty ***,the antioxidant and immune-boosting effects of spirulina make it a promising natural medicine for research in the treatment of cancer and liver *** paper aims to provide comprehensive information on the nutritional composition,secondary metabolites,and biological activities of spirulina,thereby contributing to the spirulina industry.
This study was performed to explore the potential use of a combination of two alternative fuels such as hydrogen and biodiesel. A Citrullus colocynthis biodiesel blend with a proportion of 10 % or 20 % biodiesel was c...
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This study aims to evaluate the efficacy of integrating augmented reality technology, along with promising techniques, into the building maintenance system. The goal is to investigate whether augmented reality devices...
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Parkinson's disease (PD) is a neurodegenerative disorder that needs early and accurate diagnosis for good management. Our approach in this study is to have a hybrid diagnostic framework which uses Convolutional Ne...
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ISBN:
(纸本)9798331542375
Parkinson's disease (PD) is a neurodegenerative disorder that needs early and accurate diagnosis for good management. Our approach in this study is to have a hybrid diagnostic framework which uses Convolutional Neural Networks (CNNs) for the feature extraction, and Support Vector Machines (SVMs) for the classification. By leveraging on the complementary strengths of the above-mentioned approaches, the model reports improved performance in detection of PD by using medical imaging data. We evaluated proposed CNN-SVM hybrid model on a dataset consist of 5,000 MRI images (2,500 with PD cases and 2,500 with healthy control) with achieved accuracy of 94.8%, sensitivity of 93.7%, and specificity of 95.5%. These results demonstrate a significant improvement over baseline methods, including standalone CNNs (accuracy: 91. The performance of the proposed methods is experimentally demonstrated to be better than SVMs with handcrafted features (accuracy: 84.5%, sensitivity: 83.2%, specificity: 85.0%) and even SVMs using Fisher vectors (accuracy: 81.4%, sensitivity: 86.1%, specificity: 81.1%) for certain classes (e.g. 2%, sensitivity: 89.5%, specificity: 92.3%). The class separability of the hybrid model was excellent, with an Area Under the Receiver Operating Characteristic Curve (AUC-ROC) of 0.96. These findings were further confirmed under confusion matrix analysis with 2,343 true positives and 2,388 true negatives and with only 157 false negatives (sensitivity: 0.017%) and 112 false positives (specificity: 0.970%). The model demonstrated generalizability by the convergence of training and validation curves throughout 50 epochs with a final loss of 0.06 and validation error stabilizing at 0.04. The CNN-SVM hybrid model also can demonstrate the ability to become a reliable diagnostic tool for PD detection, with robust classification performance and few errors. Multi-modal data integration and scalability for use over a broader range of clinical applications is the subject of fut
Nipah virus infection is a lightning-fast, high-lethality zoonotic disease that is significantly important from a public health perspective. Diagnosis of Nipah virus infection as early and precisely as possible is cri...
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Embryonic stem cells (ESCs) and induced pluripotent stem cells (iPSCs) possess the intrinsic ability to differentiate into diverse cellular lineages, marking them as potent instruments in regenerative medicine. Noneth...
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Embryonic stem cells (ESCs) and induced pluripotent stem cells (iPSCs) possess the intrinsic ability to differentiate into diverse cellular lineages, marking them as potent instruments in regenerative medicine. Nonetheless, the proclivity of these stem cells to generate teratomas post-transplantation presents a formidable obstacle to their therapeutic utility. In previous studies, we identified an array of cell surface proteins specifically expressed in the pluripotent state, as revealed through proteomic analysis. Here we focused on EPHA2, a protein found to be abundantly present on the surface of undifferentiated mouse ESCs and is diminished upon differentiation. Knock-down of Epha2 led to the spontaneous differentiation of mouse ESCs, underscoring a pivotal role of EPHA2 in maintaining an undifferentiated cell state. Further investigations revealed a strong correlation between EPHA2 and OCT4 expression during the differentiation of both mouse and human PSCs. Notably, removing EPHA2+ cells from mouse ESC-derived hepatic lineage reduced tumor formation after transplanting them into immune-deficient mice. Similarly, in human iPSCs, a larger proportion of EPHA2+ cells correlated with higher OCT4 expression, reflecting the pattern observed in mouse ESCs. Conclusively, EPHA2 emerges as a potential marker for selecting undifferentiated stem cells, providing a valuable method to decrease tumorigenesis risks after stem-cell transplantation in regenerative treatments.
The organic non-chemically amplified resist (non-CAR) materials have been developed for fine pitch contact hole patterning process to remove the acid blur of conventional chemically amplified resist (CAR) system, but ...
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