9 research outputs found
Effects of Panax notoginseng saponins on proliferation and differentiation of rat embryonic cortical neural stem cells
AbstractBackgroundWe aimed to study the effect of Panax notoginseng saponins (PNS) on the proliferation, differentiation, self-renewal, and expressions of basic fibroblast growth factor (bFGF) and brain-derived neurotrophic factor (BDNF) in rat embryonic neural stem cells (NSCs).MethodsCortical stem cells were isolated from rat embryos on Embryonic Day 17 (E17) and identified by nestin expression. Subsequently, primary culture, subculturing, and single cell cloning were performed on the cells. After the first cell passage (P1), the cells were resuspended and divided into a control group and a treatment group. Control cells were cultured in serum-free basal culture medium with B27 and dulbecco's modified eagle medium (DMEM)/F12. The same medium supplemented with PNS (100 μg/mL) was used to culture cells in the treatment group. Both groups were incubated at 37°C in a 5% CO2 incubator. Immunocytochemistry was performed 4 days after incubation.ResultsPrimary, P1, and P2 cells in the treatment group formed neurospheres, as did single cell clones of the P1 cells in this group. After being cultured for 4 days, the number of nestin-, proliferating cell nuclear antigen (PCNA)-, Tuj-1-, neurofilament (NF)-, vimentin-, glial fibrillary acidic protein (GFAP)-, bFGF-, and BDNF-positive cells significantly increased in the treatment group in comparison to the control group. All positively stained cells could form clear clusters.ConclusionPNS can promote rat embryonic cortical NSC survival, self-renewal, proliferation, and differentiation through neurotrophic factors by autocrine or paracrine signaling
AnycostFL: Efficient On-Demand Federated Learning over Heterogeneous Edge Devices
In this work, we investigate the challenging problem of on-demand federated
learning (FL) over heterogeneous edge devices with diverse resource
constraints. We propose a cost-adjustable FL framework, named AnycostFL, that
enables diverse edge devices to efficiently perform local updates under a wide
range of efficiency constraints. To this end, we design the model shrinking to
support local model training with elastic computation cost, and the gradient
compression to allow parameter transmission with dynamic communication
overhead. An enhanced parameter aggregation is conducted in an element-wise
manner to improve the model performance. Focusing on AnycostFL, we further
propose an optimization design to minimize the global training loss with
personalized latency and energy constraints. By revealing the theoretical
insights of the convergence analysis, personalized training strategies are
deduced for different devices to match their locally available resources.
Experiment results indicate that, when compared to the state-of-the-art
efficient FL algorithms, our learning framework can reduce up to 1.9 times of
the training latency and energy consumption for realizing a reasonable global
testing accuracy. Moreover, the results also demonstrate that, our approach
significantly improves the converged global accuracy.Comment: Accepted to IEEE INFOCOM 202
Federated Learning-Empowered AI-Generated Content in Wireless Networks
Artificial intelligence generated content (AIGC) has emerged as a promising
technology to improve the efficiency, quality, diversity and flexibility of the
content creation process by adopting a variety of generative AI models.
Deploying AIGC services in wireless networks has been expected to enhance the
user experience. However, the existing AIGC service provision suffers from
several limitations, e.g., the centralized training in the pre-training,
fine-tuning and inference processes, especially their implementations in
wireless networks with privacy preservation. Federated learning (FL), as a
collaborative learning framework where the model training is distributed to
cooperative data owners without the need for data sharing, can be leveraged to
simultaneously improve learning efficiency and achieve privacy protection for
AIGC. To this end, we present FL-based techniques for empowering AIGC, and aim
to enable users to generate diverse, personalized, and high-quality content.
Furthermore, we conduct a case study of FL-aided AIGC fine-tuning by using the
state-of-the-art AIGC model, i.e., stable diffusion model. Numerical results
show that our scheme achieves advantages in effectively reducing the
communication cost and training latency and privacy protection. Finally, we
highlight several major research directions and open issues for the convergence
of FL and AIGC.Comment: 8 pages, 3 figures and 2 tables. Submitted to IEEE Networ
Conserved and Diversified Mechanism of Autophagy between Plants and Animals upon Various Stresses
Autophagy is a highly conserved degradation mechanism in eukaryotes, executing the breakdown of unwanted cell components and subsequent recycling of cellular material for stress relief through vacuole-dependence in plants and yeast while it is lysosome-dependent in animal manner. Upon stress, different types of autophagy are stimulated to operate certain biological processes by employing specific selective autophagy receptors (SARs), which hijack the cargo proteins or organelles to the autophagy machinery for subsequent destruction in the vacuole/lysosome. Despite recent advances in autophagy, the conserved and diversified mechanism of autophagy in response to various stresses between plants and animals still remain a mystery. In this review, we intend to summarize and discuss the characterization of the SARs and their corresponding processes, expectantly advancing the scope and perspective of the evolutionary fate of autophagy between plants and animals
China nationwide landscape of 16 types inherited metabolic disorders: a retrospective analysis on 372,255 clinical cases
Abstract Background Inherited metabolic disorders (IMDs) usually occurs at young age and hence it severely threatening the health and life of young people. While so far there lacks a comprehensive study which can reveals China’s nationwide landscape of IMDs. This study aimed to evaluate IMDs incidence and regional distributions in China at a national and province level to guide clinicians and policy makers. Methods The retrospective study conducted from January 2012 to March 2021, we analyzed and characterized 372255 cases’ clinical test information and diagnostic data from KingMed Diagnostics Laboratory. The samples were from 32 provincial regions of China, the urine organic acids were detected by gas chromatography-mass spectrometry (GC–MS), amino acids and acylcarnitines in dried blood spots were detected by liquid chromatography-tandem mass spectrometry (LC–MS/MS). We did a statistical analysis of the distribution of the 16 most common IMDs in amino acid disorders and organic acidemias, and then paid special attention to analyze the age and regional distributions of different IMDs. The statistical analyses and visualization analysis were performed with the programming language R (version 4.2.1). Results There were 4911 positive cases diagnosed, which was 1.32% of the total sample during the ten-year study period. Most diseases tended to occur at ages younger than 18 year-old. The Ornithine Transcarbamylase Deficiency tended to progress on male infants who were less than 28 days old. While the peak of the positive case number of Citrin Deficiency disease (CD) was at 1–6 months. Different IMDs’ had different distribution patterns in China’s provinces. Methylmalonic Acidemias and Hyperphenylalaninemia had an imbalanced distribution pattern in China and its positive rate was significantly higher in North China than South China. Conversely, the positive rate of CD was significantly higher in South China than North China. Conclusions Results of this work, such as the differences in distribution pattern of different diseases in terms of age, region, etc. provide important insights and references for clinicians, researchers and healthcare policy makers. The policy makers could optimize the better health screening programs for covering children and infants in specific ages and regions based on our findings
Generation of Chicken IgY against SARS-COV-2 Spike Protein and Epitope Mapping
This new decade has started with a global pandemic of COVID-19 caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), precipitating a worldwide health crisis and economic downturn. Scientists and clinicians have been racing against time to find therapies for COVID-19. Repurposing approved drugs, developing vaccines and employing passive immunization are three major therapeutic approaches to fighting COVID-19. Chicken immunoglobulin Y (IgY) has the potential to be used as neutralizing antibody against respiratory infections, and its advantages include high avidity, low risk of adverse immune responses, and easy local delivery by intranasal administration. In this study, we raised antibody against the spike (S) protein of SARS-CoV-2 in chickens and extracted IgY (called IgY-S) from egg yolk. IgY-S exhibited high immunoreactivity against SARS-CoV-2 S, and by epitope mapping, we found five linear epitopes of IgY-S in SARS-CoV-2 S, two of which are cross-reactive with SARS-CoV S. Notably, epitope SIIAYTMSL, one of the identified epitopes, partially overlaps the S1/S2 cleavage region in SARS-CoV-2 S and is located on the surface of S trimer in 3D structure, close to the S1/S2 cleavage site. Thus, antibody binding at this location could physically block the access of proteolytic enzymes to S1/S2 cleavage site and thereby impede S1/S2 proteolytic cleavage, which is crucial to subsequent virus-cell membrane fusion and viral cell entry. Therefore, the feasibility of using IgY-S or epitope SIIAYTMS-specific IgY as neutralizing antibody for preventing or treating SARS-CoV-2 infection is worth exploring
Harmony but Not Uniformity: Role of Strigolactone in Plants
Strigolactones (SLs) represent an important new plant hormone class marked by their multifunctional roles in plants and rhizosphere interactions, which stimulate hyphal branching in arbuscular mycorrhizal fungi (AMF) and seed germination of root parasitic plants. SLs have been broadly implicated in regulating root growth, shoot architecture, leaf senescence, nodulation, and legume–symbionts interaction, as well as a response to various external stimuli, such as abiotic and biotic stresses. These functional properties of SLs enable the genetic engineering of crop plants to improve crop yield and productivity. In this review, the conservation and divergence of SL pathways and its biological processes in multiple plant species have been extensively discussed with a particular emphasis on its interactions with other different phytohormones. These interactions may shed further light on the regulatory networks underlying plant growth, development, and stress responses, ultimately providing certain strategies for promoting crop yield and productivity with the challenges of global climate and environmental changes
Tumor suppressor BLU inhibits proliferation of nasopharyngeal carcinoma cells by regulation of cell cycle, c-Jun N-terminal kinase and the cyclin D1 promoter
<p>Abstract</p> <p>Background</p> <p>Tumor suppressor genes function to regulate and block tumor cell proliferation. To explore the mechanisms underlying the tumor suppression of <it>BLU</it>/<it>ZMYND10</it> gene on a frequently lost human chromosomal region, an adenoviral vector with <it>BLU</it> cDNA insert was constructed.</p> <p>Methods</p> <p><it>BLU</it> was re-expressed in nasopharyngeal carcinoma cells by transfection or viral infection. Clonogenic growth was assayed; cell cycle was analyzed by flow cytometry-based DNA content detection; c-Jun N-terminal kinase (JNK) and cyclin D1 promoter activities were measured by reporter gene assay, and phosphorylation was measured by immunoblotting. The data for each pair of groups were compared with Student <it>t</it> tests.</p> <p>Results</p> <p><it>BLU</it> inhibits clonogenic growth of nasopharyngeal carcinoma cells, arrests cell cycle at G1 phase, downregulates JNK and cyclin D1 promoter activities, and inhibits phosphorylation of c-Jun.</p> <p>Conclusions</p> <p><it>BLU</it> inhibits growth of nasopharyngeal carcinoma cells by regulation of the JNK-cyclin D1 axis to exert tumor suppression.</p