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1.
Front Cell Infect Microbiol ; 14: 1358216, 2024.
Article in English | MEDLINE | ID: mdl-38533381

ABSTRACT

Avian pathogenic Escherichia coli (APEC) is a bacterial disease that harms the poultry industry worldwide, but its effect on Chinese Silkie has not been reported. Studies on whether there are differences in Silkie individual resistance to APEC and the regulatory role of spleen miRNAs lay the foundation for strategies against APEC. Therefore, 270 Silkie chickens were infected with the median lethal dose of an E. coli O1, O2, and O78 mixture. These chickens were divided into a susceptible group (Group S) and a recovery group (Group R) according to whether they survived 15 days postinfection (dpi). Moreover, 90 uninfected APEC Silkie served as controls (Group C). The splenic miRNA expression profile was examined to evaluate the role of miRNAs in the APEC infection response. Of the 270 Silkies infected with APEC, 144 were alive at 15 dpi. Cluster analysis and principal component analysis (PCA) of splenic miRNAs revealed that the four Group R replicates were clustered with the three Group C replicates and were far from the three Group S replicates. Differentially expressed (DE) miRNAs, especially gga-miR-146b-5p, play essential roles in immune and inflammatory responses to APEC. Functional enrichment analyses of DEmiRNAs suggested that suppression of immune system processes (biological processes) might contribute to susceptibility to APEC and that FoxO signaling pathways might be closely associated with the APEC infection response and postinfection repair. This study paves the way for screening anti-APEC Silkies and provides novel insights into the regulatory role of miRNAs in APEC infection.


Subject(s)
Escherichia coli Infections , MicroRNAs , Poultry Diseases , Animals , Escherichia coli/genetics , Chickens/genetics , Spleen/metabolism , MicroRNAs/pharmacology , Escherichia coli Infections/microbiology , Poultry Diseases/microbiology
2.
J Mol Graph Model ; 129: 108752, 2024 06.
Article in English | MEDLINE | ID: mdl-38479237

ABSTRACT

On the basis of the atomic graph-theoretical index - aEAID (atomic Extended Adjacency matrix IDentification) and molecular adjacent topological index - ATID (Adjacent Topological IDentification) suggested by one of the authors (Zhang Q), a highly selective atomic topological index - aATID (atomic Adjacent Topological IDentification) index was suggested to identify the equivalent atoms in this study. The aATID index of an atom was derived from the number of the attached hydrogen atoms of the atom but omitting bond types. In this case, the suggested index can be used to identify equivalent atoms in chemistry but perhaps not equivalent in the molecular graph. To test the uniqueness of aATID indices, the virtual atomic data sets were derived from alkanes containing 15-20 carbon atoms and the isomers of Octogen, as well as a real data set was derived from the NCI database. Only four pairs of atoms from alkanes containing 20 carbons can't be discriminated by aATID, that is, four pairs of degenerates were found for this data set. To solve this problem, the aATID index was modified by introducing distance factors between atoms, and the 2-aATID index was suggested. Its uniqueness was examined by 5,939,902 atoms derived from alkanes containing 20 carbons and further 16,166,984 atoms from alkanes of 21 carbons, and no degenerates were found. In addition, another large real data set of 16,650,688 atoms derived from the PubChem database was also used to test the uniqueness of both aATID and 2-aATID. As a result, each atom was successfully discriminated by any of the two indices. Finally, the suggested aATID index was applied to the identification of duplicate atoms as data pretreatment for QSPR (Quantitative Structure-Property Relationships) studies.


Subject(s)
Alkanes , Quantitative Structure-Activity Relationship , Isomerism , Alkanes/chemistry , Carbon/chemistry
3.
Sci Total Environ ; 926: 171878, 2024 May 20.
Article in English | MEDLINE | ID: mdl-38537832

ABSTRACT

Microplastics (MPs) and heavy metals often coexist in soil, drawing significant attention to their interactions and the potential risks of biological accumulation in the soil-plant system. This paper comprehensively reviews the factors and biochemical mechanisms that influence the uptake of heavy metals by plants, in the existence of MPs, spanning from rhizospheric soil to the processes of root absorption and transport. The paper begins by introducing the origins and current situation of soil contamination with both heavy metals and MPs. It then discusses how MPs alter the physicochemical properties of rhizospheric soil, with a focus on parameters that affect the bioavailability of heavy metals such as aggregates, pH, Eh, and soil organic carbon (SOC). The paper also examines the effect of this pollution on soil organisms and plant growth and reviews the mechanisms by which MPs affect the bioavailability and movement-transformation of heavy metals in rhizospheric soil. This examination emphasizes the roles of rhizospheric microbes, soil fauna, and root physiological metabolism. Finally, the paper outlines the research progress on the mechanisms by which MPs influence the uptake and transport of heavy metals by plant roots. Through this comprehensive review, this paper provides aims to provide environmental managers with a detailed understanding of the potential impact of the coexistence of MPs and heavy metals on the soil-plant ecosystem.


Subject(s)
Metals, Heavy , Soil Pollutants , Soil/chemistry , Microplastics , Plastics , Ecosystem , Carbon , Metals, Heavy/analysis , Plants/metabolism , Soil Pollutants/analysis
4.
Microb Pathog ; 189: 106586, 2024 Apr.
Article in English | MEDLINE | ID: mdl-38382628

ABSTRACT

Avian colibacillosis is a bacterial disease caused by avian pathogenic Escherichia coli (APEC) that results in great losses in the poultry industry every year. Individual Silkie chickens of the same breed that are given the same feed in the same feeding conditions have different levels of resistance or susceptibility to APEC. Differences in gut microbes, gut metabolites, and gene expression in the spleen of APEC-resistant and APEC-susceptible chickens were compared, and multiple omics associations were analyzed to explore the mechanism of resistance to APEC in Silkie chickens. Compared with those in the APEC-susceptible group, the APEC-resistant group showed significantly increased abundances of many gut microorganisms, including Bacillus, Thermoactinomyces, Arthrobacter, and Ureibacillus, which were positively correlated with norvaline, l-arginine, and valyl-glycine levels. Intestinal tryptophan, indole, and indole derivative-related differentially abundant metabolites played an active role in combatting APEC infection. In the spleen, "response to stimulus" was the most significantly enriched GO term, and "cytokine‒cytokine receptor interaction" was the most significantly enriched KEGG pathway. The arginine biosynthesis and PPAR signaling pathways were the KEGG pathways that were significantly enriched with differentially abundant metabolites and differentially expressed genes. This study provides new insight into the prevention and treatment of APEC infection in Silkie chickens and lays a foundation to study the mechanism of APEC infection in poultry.


Subject(s)
Escherichia coli Infections , Microbiota , Poultry Diseases , Animals , Escherichia coli/genetics , Chickens/microbiology , Transcriptome , Escherichia coli Infections/microbiology , Metabolome , Indoles , Poultry Diseases/microbiology
5.
Biomed Pharmacother ; 171: 116071, 2024 Feb.
Article in English | MEDLINE | ID: mdl-38183741

ABSTRACT

Sphingolipids (SPLs) represent a highly diverse and structurally complex lipid class. The discussion of SPL metabolism-related issues is of importance in understanding the neuropathological progression of Alzheimer's disease (AD). AD is characterized by the accumulation of extracellular deposits of the amyloid ß-peptide (Aß) and intraneuronal aggregates of the microtubule-associated protein tau. Critical roles of Aß oligomer deposited and ganglioside GM1 could be formed as "seed" from insoluble GAß polymer in initiating the pathogenic process, while tau might also mediate SPLs and their toxicity. The interaction between ceramide and α-Synuclein (α-Syn) accelerates the aggregation of ferroptosis and exacerbates the pathogenesis of AD. For instance, reducing the levels of SPLs can mitigate α-Syn accumulation and inhibit AD progression. Meanwhile, loss of SPLs may inhibit the expression of APOE4 and confer protection against AD, while the loss of APOE4 expression also disrupts SPLs homeostasis. Moreover, the heightened activation of sphingomyelinase promotes the ferroptosis signaling pathway, leading to exacerbated AD symptoms. Ferroptosis plays a vital role in the pathological progression of AD by influencing Aß, tau, APOE, and α-Syn. Conversely, the development of AD also exacerbates the manifestation of ferroptosis and SPLs. We are compiling the emerging techniques (Derivatization and IM-MS) of sphingolipidomics, to overcome the challenges of AD diagnosis and treatment. In this review, we examined the intricate neuro-mechanistic interactions between SPLs and Aß, tau, α-Syn, APOE, and ferroptosis, mediating the onset of AD. Furthermore, our findings highlight the potential of targeting SPLs as underexplored avenue for devising innovative therapeutic strategies against AD.


Subject(s)
Alzheimer Disease , Humans , Alzheimer Disease/drug therapy , Amyloid beta-Peptides/metabolism , Apolipoprotein E4 , Sphingolipids , tau Proteins/metabolism , Ceramides
6.
Front Microbiol ; 14: 1299816, 2023.
Article in English | MEDLINE | ID: mdl-38088972

ABSTRACT

Objective: To assess the efficacy and safety of fecal microbiota transplantation (FMT) for adult chronic insomnia. Methods: Patients treated with FMT for chronic diseases were divided into chronic insomnia and non-insomnia group. The primary endpoint was the efficacy of FMT for insomnia 4 weeks after treatment, the secondary endpoints included the impacts of FMT on anxiety, depression, health-related quality of life, gut microbiota, and adverse events associated with FMT. Insomnia Severity Index (ISI) and Pittsburgh Sleep Quality Index (PSQI) were utilized to assess the efficacy of FMT on insomnia, self-rating anxiety/depression scale [Zung Self-Rating Anxiety Scale (SAS), Zung Self-Rating Depression Scale (SDS)] was employed to evaluate anxiety and depression. Quality of life was evaluated by SF-36. 16S rRNA sequencing was employed to analyze the gut microbiota and correlation analysis was performed. Results: Forty patients met the inclusion criteria and seven were excluded. 33 patients were enrolled and stratified into chronic insomnia group (N = 17) and non-insomnia group (N = 16). Compared to baseline, FMT significantly ameliorated the ISI (17.31 ± 5.12 vs. 5.38 ± 5.99), PSQI (14.56 ± 2.13 vs. 6.63 ± 4.67), SAS (54.25 ± 8.90 vs. 43.68 ± 10.64) and SDS (57.43 ± 10.96 vs. 50.68 ± 15.27) score and quality of life of chronic insomnia patients. 76.47% (13/17) of insomnia patients achieved the primary endpoints. In chronic insomnia patients, the relative abundance of Eggerthella marked enhanced at baseline, while the relative abundance of Lactobacillus, Bifidobacterium, Turicibacter, Anaerostipes, and Eisenbergiella significantly increased after FMT treatment, the latter positive correlated with the efficacy of FMT. Encouragingly, FMT also improved the sleep quality of non-insomnia patients. Conclusion: Eggerthella may potentially serve as a distinctive genus associated with chronic insomnia. FMT maybe a novel treatment option for adults with chronic insomnia and provide an alternative to traditional treatments for insomnia. The effects were positive correlated with the augmentation of probiotics, such as Bifidobacterium, Lactobacillus, Turicibacter, and Fusobacterium.

7.
Blood Cancer J ; 13(1): 178, 2023 12 05.
Article in English | MEDLINE | ID: mdl-38052803

ABSTRACT

Realgar-Indigo naturalis formula (RIF), an oral traditional Chinese medicine mainly containing Realgar (As4S4), is highly effective in treating adult acute promyelocytic leukemia (APL). However, the treatment efficacy and safety of RIF have not been verified in pediatric patients. SCCLG-APL group conducted a multicenter randomized non-inferiority trial to determine whether intravenous arsenic trioxide (ATO) can be substituted by oral RIF in treating pediatric APL. Of 176 eligible patients enrolled, 91 and 85 were randomized to ATO and RIF groups, respectively. Patients were treated with the risk-adapted protocol. Induction, consolidation, and 96-week maintenance treatment contained all-trans-retinoic acid and low-intensity chemotherapy, and either ATO or RIF. The primary endpoint was 5-year event-free survival (EFS). The secondary endpoints were adverse events and hospital days. After a median 6-year follow-up, the 5-year EFS was 97.6% in both groups. However, the RIF group had significantly shorter hospital stays and lower incidence of infection and tended to have less cardiac toxicity. All 4 relapses occurred within 1.5 years after completion of maintenance therapy. No long-term arsenic retentions were observed in either group. Substituting oral RIF for ATO maintains treatment efficacy while reducing hospitalization and adverse events in treating pediatric APL patients, which may be a future treatment strategy for APL.


Subject(s)
Arsenic , Leukemia, Promyelocytic, Acute , Child , Humans , Arsenic/adverse effects , Arsenic Trioxide/adverse effects , Arsenicals/adverse effects , Leukemia, Promyelocytic, Acute/drug therapy , Treatment Outcome , Tretinoin/therapeutic use
8.
RSC Adv ; 13(46): 32457-32472, 2023 Oct 31.
Article in English | MEDLINE | ID: mdl-37928858

ABSTRACT

In this study, a simple hydrothermal procedure and in situ precipitation method were used to prepare SnO2-AgBr composites, where the molar ratios of SnO2 and AgBr were 1 : 1, 1 : 2 and 2 : 1. Characterization results showed that the composites had excellent dispersion, crystallinity, and purity. A photocatalytic degradation experiment and first-order kinetic model indicate that SnO2-AgBr (1 : 1) had the best photocatalytic performance, and the degradation rates of 30 mg L-1 simulated MO and MG wastewater reached 96.71% and 93.36%, respectively, in 150 min, which were 3.5 times those of SnO2. The degradation rate of MO and MG increases with the dosage. Humic acid inhibited the degradation of MG, while a low concentration of humic acid promoted the degradation of MO, and the composite has good stability with pH. A free radical trapping experiment shows that ·OH and ·O2- were the main active substances, and h+ was the secondary one. According to the results of the characterization and photocatalysis experiments, a Z-scheme mechanism for the SnO2-AgBr composite was proposed, and the degradation pathway of target pollutants was speculated upon. This study has conceived novel methods for the development of a mature Z-scheme mechanism and in doing so has provided new approaches for the development of photocatalysis for water pollution control.

9.
Microbiol Spectr ; : e0214523, 2023 Sep 26.
Article in English | MEDLINE | ID: mdl-37750696

ABSTRACT

With the global prevalence of Varroa mites, more and more beekeepers resort to confining the queen bee in a queen cage to control mite infestation or to breed superior and robust queen bees. However, the impact of such practices on the queen bee remains largely unknown. Therefore, we subjected the queen bees to a 21-day egg-laying restriction treatment (from the egg stage to the emergence of adult worker bees) and analyzed the queen bees' ovarian metabolites and gut microbiota after 21 days, aiming to assess the queen bees' quality and assist beekeepers in better hive management. Our findings revealed a significant reduction in the relative expression levels of Vg and Hex110 genes in the ovaries of egg laying-restricted queen bees compared to unrestricted egg-laying queens. The diversity of gut microbiota in the queen bee exhibited a notable decrease, accompanied by corresponding changes in the core bacteria of the microbial community, the relative abundance of Lactobacillus and Bifidobacterium increased from 22.34% to 53.14% (P = 0.01) and from 0.053% to 0.580% (P = 0.04), respectively. The relative abundance of Bombella decreased from 25.85% to 1.720% (P = 0.002). Following egg-laying restriction, the activity of the queen bee's ovaries decreased, while the metabolism of glycerophospholipids remained or stored more lipid molecules, awaiting environmental changes for the queen bee to resume egg laying promptly. Furthermore, we observed that Bombella in the queen bee's gut may regulate the queen's ovarian metabolism through tryptophan metabolism. These findings provide novel insights into the interplay among queen egg laying, gut microbiota, and ovarian metabolism. IMPORTANCE With Varroa mite infestation, beekeepers often confine the queen bee in cages for control or breeding. However, the impact on the queen bee is largely unknown. We evaluated queen bee quality by restricting egg laying and analyzing ovarian metabolites and gut microbiota. In this study, we provided a comprehensive explanation of the expression of ovarian genes, the diversity of gut microbiota, and changes in ovarian metabolism in the queen bee. Through integrated analysis of the queen bee's gut microbiota and ovarian metabolism, we discovered that the gut microbiota can regulate the queen bee's ovarian metabolism. These findings provide valuable insights into the interplay among egg laying, gut microbiota, and the reproductive health of the queen bee. Understanding these relationships can contribute to the development of better strategies for Varroa mite control and queen bee breeding.

10.
Article in English | MEDLINE | ID: mdl-37432816

ABSTRACT

Deep neural networks (DNNs) have demonstrated remarkable performance in many fields, and deploying them on resource-limited devices has drawn more and more attention in industry and academia. Typically, there are great challenges for intelligent networked vehicles and drones to deploy object detection tasks due to the limited memory and computing power of embedded devices. To meet these challenges, hardware-friendly model compression approaches are required to reduce model parameters and computation. Three-stage global channel pruning, which involves sparsity training, channel pruning, and fine-tuning, is very popular in the field of model compression for its hardware-friendly structural pruning and ease of implementation. However, existing methods suffer from problems such as uneven sparsity, damage to the network structure, and reduced pruning ratio due to channel protection. To solve these issues, the present article makes the following significant contributions. First, we present an element-level heatmap-guided sparsity training method to achieve even sparsity, resulting in higher pruning ratio and improved performance. Second, we propose a global channel pruning method that fuses both global and local channel importance metrics to identify unimportant channels for pruning. Third, we present a channel replacement policy (CRP) to protect layers, ensuring that the pruning ratio can be guaranteed even under high pruning rate conditions. Evaluations show that our proposed method significantly outperforms the state-of-the-art (SOTA) methods in terms of pruning efficiency, making it more suitable for deployment on resource-limited devices.

11.
Environ Microbiol ; 25(10): 2020-2031, 2023 10.
Article in English | MEDLINE | ID: mdl-37291689

ABSTRACT

Honeybee (Apis mellifera) ingestion of toxic nectar plants can threaten their health and survival. However, little is known about how to help honeybees mitigate the effects of toxic nectar plant poisoning. We exposed honeybees to different concentrations of Bidens pilosa flower extracts and found that B. pilosa exposure significantly reduced honeybee survival in a dose-dependent manner. By measuring changes in detoxification and antioxidant enzymes and the gut microbiome, we found that superoxide dismutase, glutathione-S-transferase and carboxylesterase activities were significantly activated with increasing concentrations of B. pilosa and that different concentrations of B. pilosa exposure changed the structure of the honeybee gut microbiome, causing a significant reduction in the abundance of Bartonella (p < 0.001) and an increase in Lactobacillus. Importantly, by using Germ-Free bees, we found that colonization by the gut microbes Bartonella apis and Apilactobacillus kunkeei (original classification as Lactobacillus kunkeei) significantly increased the resistance of honeybees to B. pilosa and significantly upregulated bee-associated immune genes. These results suggest that honeybee detoxification systems possess a level of resistance to the toxic nectar plant B. pilosa and that the gut microbes B. apis and A. kunkeei may augment resistance to B. pilosa stress by improving host immunity.


Subject(s)
Bidens , Gastrointestinal Microbiome , Bees , Animals , Gastrointestinal Microbiome/genetics , Plant Nectar/pharmacology , Flowers
12.
J Hazard Mater ; 458: 131922, 2023 09 15.
Article in English | MEDLINE | ID: mdl-37379599

ABSTRACT

The enhancement of cadmium (Cd) extraction by plants from contaminated soils associated with phosphate-solubilizing bacteria (PSB) has been widely reported, but the underlying mechanism remains scarcely, especially in Cd-contaminated saline soils. In this study, a green fluorescent protein-labeled PSB, the strain E. coli-10527, was observed to be abundantly colonized in the rhizosphere soils and roots of halophyte Suaeda salsa after inoculation in saline soil pot tests. Cd extraction by plants was significantly promoted. The enhanced Cd phytoextraction by E. coli-10527 was not solely dependent on bacterial efficient colonization, but more significantly, relied on the remodeling of rhizosphere microbiota, as confirmed by soil sterilization test. Taxonomic distribution and co-occurrence network analyses suggested that E. coli-10527 strengthened the interactive effects of keystone taxa in the rhizosphere soils, and enriched the key functional bacteria that involved in plant growth promotion and soil Cd mobilization. Seven enriched rhizospheric taxa (Phyllobacterium, Bacillus, Streptomyces mirabilis, Pseudomonas mirabilis, Rhodospirillale, Clostridium, and Agrobacterium) were obtained from 213 isolated strains, and were verified to produce phytohormone and promote soil Cd mobilization. E. coli-10527 and those enriched taxa could assemble as a simplified synthetic community to strengthen Cd phytoextraction through their synergistic interactions. Therefore, the specific microbiota in rhizosphere soils enriched by the inoculated PSB were also the key to intensifying Cd phytoextraction.


Subject(s)
Chenopodiaceae , Soil Pollutants , Cadmium/metabolism , Soil , Salt-Tolerant Plants/metabolism , Escherichia coli/metabolism , Soil Pollutants/metabolism , Biodegradation, Environmental , Soil Microbiology , Bacteria/metabolism , Rhizosphere , Phosphates/analysis
14.
Anal Biochem ; 671: 115158, 2023 06 15.
Article in English | MEDLINE | ID: mdl-37062458

ABSTRACT

Estrogens and their metabolites (EMs) are involved in chronic liver disease and gut microbiota regulates estrogen metabolism, whereas the role of enterogenous EMs in liver disease is still elusive. Because of the extremely low level of EMs in portal serum and the EMs contain multiple pairs of isomers, an accurate determination of portal serum EMs is urgently needed. This study established a quantitative detection method for portal serum EMs and applied to non-alcoholic fatty liver disease (NAFLD) related hepatic fibrosis mice model. The serum was derived with a novel derivatization reagent 4-acetyl aminobenzene sulfonyl chloride, and a UPLC-ESI-MS system was used for quantification of 15 EMs in 120 min. Compared with normal group, the concentrations of E1, E2 in model group were significantly decreased by 4-8 times, all the C2 and C4 substitution products (2-OHE1, 2-OHE2, 2-MeOE1, 4-OHE1, 4-MeOE1, 4-OHE2, 4-MeOE2, 2-MeOE2) were significantly decreased by 2-22 times. However, the C16 and C17 substitution products (E3, 16-epiE3, 17-epiE3, 16-ketoE2) levels were increased by 3-5 times (P < 0.01). This study elucidated the changes of enterogenous EMs which entered the liver via portal vein in NAFLD - related hepatic fibrosis and provided methodological platform for other related studies on estrogen metabolism.


Subject(s)
Estrogens , Non-alcoholic Fatty Liver Disease , Animals , Mice , Liver Cirrhosis
15.
Ir J Med Sci ; 192(6): 2747-2753, 2023 Dec.
Article in English | MEDLINE | ID: mdl-37059872

ABSTRACT

BACKGROUND: There is no consensus on the number of ligation bands for varying grades of internal hemorrhoids (IH) in a single session of endoscopic rubber band ligation (ERBL). AIMS: The aims of this study were to investigate this issue. METHODS: Patients with IH were treated with ERBL. The primary endpoint was no hemorrhoid symptoms 6 weeks after ERBL. The secondary endpoints were postoperative complications and recurrence. RESULTS: One hundred twenty-three eligible patients met the inclusion criteria, and 3 patients were excluded. The average bands were 3.9 ± 1.1, and grade II hemorrhoids required significantly fewer bands than grade III hemorrhoids (3.45 ± 0.85 vs 4.35 ± 1.06, P = 0.000). 78.8% of patients achieved the primary endpoint. The efficacy of grade II hemorrhoids was higher than that of grade III hemorrhoids (87.8% vs 69.2%). The incidence of postoperative complications was not significantly correlated with the grade of hemorrhoids (P = 0.201) and the number of bands (P = 0.886). The median follow-up time was 14.3 ± 7.9 (1.3-30.9) months. The overall recurrence rate was 25.0%, with grade III significantly higher than grade I-II (32.8% vs 14.6%, P = 0.027). For grade III hemorrhoids, the recurrence rate was lower with more than 4 bands of ligation than with less than 4 bands (26.5% vs 53.3%). CONCLUSIONS: The average ERBL treatment of IH requires nearly four bands, and grade II hemorrhoids require less banding than grade III hemorrhoids, while the efficacy was better. Increasing the number of bands improves the treatment efficacy for grade III IH, which could be a strategy to reduce the recurrence rate without increasing postoperative complications.


Subject(s)
Hemorrhoids , Humans , Hemorrhoids/surgery , Hemorrhoids/complications , Endoscopy , Treatment Outcome , Ligation/adverse effects , Postoperative Complications/epidemiology , Postoperative Complications/etiology
16.
Article in English | MEDLINE | ID: mdl-37030799

ABSTRACT

The shortage of labeled data has been a long-standing challenge for relation extraction (RE) tasks. Semi-supervised RE (SSRE) is a promising way through annotating unlabeled samples with pseudolabels as additional training data. However, some pseudolabels on unlabeled data might be erroneous and will bring misleading knowledge into SSRE models. For this reason, we propose a novel adversarial multi-teacher distillation (AMTD) framework, which includes multi-teacher knowledge distillation and adversarial training (AT), to capture the knowledge on unlabeled data in a refined way. Specifically, we first develop a general knowledge distillation (KD) technique to learn not only from pseudolabels but also from the class distribution of predictions by different models in existing SSRE methods. To improve the robustness of the model, we further empower the distillation process with a language model-based AT technique. Extensive experimental results on two public datasets demonstrate that our framework significantly promotes the performance of the base SSRE methods.

17.
Stem Cells Int ; 2023: 9821500, 2023.
Article in English | MEDLINE | ID: mdl-36845969

ABSTRACT

Stroke has become the most common cause of death among residents in China, among which ischemic stroke accounts for the vast majority reaching 70% to 80%. It is of great importance to actively investigate the protective mechanism of cerebral ischemia injury after IS (ischemic stroke). We constructed cerebral ischemia injury models in vivo MACO rat and in vitro (oxygen-glucose deprivation cell model) and set up different interference groups. RT-PCR (reverse transcription PCR) was conducted to detect the expression of lncRNA in neuronal cells, brain tissue, and plasma of different groups, and ELISA (enzyme-linked immunosorbent assay) and western blot were used to detect the expression of the protein in neuronal cells, brain tissue, and plasma of different groups. Cell activity was detected by the CCK-8 assay, while cell apoptosis was examined by TUNEL (terminal deoxynucleotidyl transferase dUTP nick end labeling) assay. In the rats' neuronal cells and brain tissue, curcumin can inhibit the expression of lncRNA GAS5 (long noncoding RNA growth arrest-specific 5). In oxygen-glucose-deprived neuronal cells in vitro, curcumin and low-expressed lncRNA GAS5 can enhance cell activity and decline cell apoptosis, but the addition of curcumin and overexpressed lncRNA GAS5 can make this phenomenon disappear. In neuronal cells, plasma, and brain tissue, curcumin and the low-expressed lncRNA GAS5 can inhibit the expression of IL-1ß (interleukin 1 beta), TNF-α (tumor necrosis factor alpha), IL-6 (interleukin 6), Sox2 (SRY-box transcription factor 2), Nanog, and Oct4 (octamer-binding transcription factor 4). However, overexpressed lncRNA GAS5 and curcumin made the inhibitory effect disappear. In conclusion, this study demonstrated that curcumin could inhibit the expression of lncRNA GAS5, thereby inhibiting the expression of inflammation-related factors IL-1ß, TNF-α, and IL-6, and ultimately achieve the purpose of attenuating cerebral ischemic cell damage. However, curcumin and lncRNA GAS5 may not alleviate cerebral ischemic cell damage by affecting stem cell differentiation.

18.
IEEE Trans Neural Netw Learn Syst ; 34(10): 7158-7169, 2023 Oct.
Article in English | MEDLINE | ID: mdl-35007203

ABSTRACT

The performance of relation extraction (RE) is hindered by the lack of sufficient labeled data. Semisupervised methods can offer to help hands with this problem by augmenting high-quality unlabeled samples into the training data. However, existing semisupervised RE methods either need a set of manually defined rules or rely on the classifier trained on the small labeled data, i.e., the former requires the heavy intervention of human knowledge, and the latter is bound to the number and the quality of the labeled data. In this article, we present a novel semisupervised RE method that involves small human efforts and is robust to the size of the initial set of labeled data. Specifically, we adopt only two simple rules to build the lexical and semantic graphs which connect the labeled samples with the unlabeled ones. In this way, the graphs are much easier to construct yet keep the ability to transfer knowledge from labeled samples to unlabeled ones. We then develop a graph interaction module to fully exploit the reference information in lexical and semantic graphs, which is used to jointly recognize the high-quality unlabeled samples with the classifier. We conduct extensive experimental results on two public datasets. The results demonstrate that our proposed method significantly outperforms the state-of-the-art baselines.

19.
Mol Inform ; 42(1): e2200193, 2023 01.
Article in English | MEDLINE | ID: mdl-36167940

ABSTRACT

Random Forest (RF) QSPR models were developed with a data set of homolytic bond dissociation energies (BDE) previously calculated by B3LYP/6-311++G(d,p)//DFTB for 2263 sp3C-H covalent bonds. The best set of attributes consisted in 114 descriptors of the carbon atom (counts of atom types in 5 spheres around the kernel atom and ring descriptors). The optimized model predicted the DFT-calculated BDE of an independent test set of 224 bonds with MAE=2.86 kcal/mol. A new data set of 409 bonds from the iBonD database (http://ibond.nankai.edu.cn) was predicted by the RF with a modest MAE (5.36 kcal/mol) but a relatively high R2 (0.75) against experimental energies. A prediction scheme was explored that corrects the RF prediction with the average deviation observed for the k nearest neighbours (KNN) in an additional memory of experimental data. The corrected predictions achieved MAE=2.22 kcal/mol for an independent test set of 145 bonds and the corresponding experimental bond energies.


Subject(s)
Machine Learning , Thermodynamics , Calibration
20.
Chinese Journal of Biologicals ; (12): 1353-1360, 2023.
Article in Chinese | WPRIM (Western Pacific) | ID: wpr-998390

ABSTRACT

@#Objective To evaluate the product quality of inactivated poliomyelitis vaccine made from Sabin strains(sIPV)after optimization of preparation formula.Methods The quality attributes of sIPV products after preparation optimization(no phenol red and no bacteriostatic agent)were evaluated,and the quality comparability with the listed sIPV products was analyzed;270 Wister rats of half male and half female were immunized with the finished products before and after preparation optimization simultaneously by intramuscular injection,measured for the level of neutralizing antibody in serum,evaluated for the immunogenicity,and analyzed for the compa-rability;The finished products with optimized preparation were placed at 37 ℃,room temperature(20~25 ℃)and 2~8 ℃ for accelerated and long-term stability tests separately,detected for the content of key indicator D antigen to evaluate the stability,and analyzed for the comparability with historical data of the listed products.Results After preparation formula optimization,the detection results of the sIPV vaccine for typeⅠ,Ⅱ,and Ⅲ D antigen content,protein content,pH value,Vero cell protein residue,bovine serum albumin residue,Vero cell DNA residue,and free formaldehyde content all conformed to the requirements of Chinese Pharmacopoeia Ⅲ (2020 edition)and the enterprise standard. Before and after the process optimization,the quality attributes,immunogenicity and accelerated and long-term stability trends were consi-stent.Conclusion The formulation of the optimized sIPV vaccine no longer contains phenol red and bacteriostatic agent ingredients,of which the safety has been improved;The quality attributes,immunogenicity,and stability of the product are highly similar to those before optimization;All indicators met the requirements during the validity period and the product has good stability.

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