ABSTRACT
Polybromodiphenyl ethers (PBDEs), the widely used flame retardants, are common contaminants in surface soils at e-waste recycling sites. The association of PBDEs with soil colloids has been observed, indicating the potential risk to groundwater due to colloid-facilitated transport. However, the extent to which soil colloids may enhance the spreading of PBDEs in groundwater is largely unknown. Herein, we report the co-transport of decabromodiphenyl ester (BDE-209) and soil colloids in saturated porous media. The colloids released from a soil sample collected at an e-waste recycling site in Tianjin, China, contain high concentration of PBDEs, with BDE-209 being the most abundant conger (320 ± 30 mg/kg). The colloids exhibit relatively high mobility in saturated sand columns, under conditions commonly observed in groundwater environments. Notably, under all the tested conditions (i.e., varying flow velocity, pH, ionic species and ionic strength), the mass of eluted BDE-209 correlates linearly with that of eluted soil colloids, even though the mobility of the colloids varies markedly depending on the specific hydrodynamic and solution chemistry conditions involved. Additionally, the mass of BDE-209 retained in the columns also correlates strongly with the mass of retained colloids. Apparently, the PBDEs remain bound to soil colloids during transport in porous media. Findings in this study indicate that soil colloids may significantly promote the transport of PBDEs in groundwater by serving as an effective carrier. This might be the reason why the highly insoluble and adsorptive PBDEs are found in groundwater at some PBDE-contaminated sites.
Subject(s)
Colloids , Flame Retardants , Groundwater , Halogenated Diphenyl Ethers , Soil Pollutants , Soil , Water Pollutants, Chemical , Halogenated Diphenyl Ethers/analysis , Colloids/chemistry , Groundwater/chemistry , Soil Pollutants/analysis , Soil Pollutants/chemistry , Soil/chemistry , Water Pollutants, Chemical/analysis , China , Flame Retardants/analysis , Environmental Monitoring , Models, ChemicalABSTRACT
Cordyceps cicadae (Hypocreales: Cordycipitaceae) is a renowned entomopathogenic fungus used as herbal medicine in China. However, wild C. cicadae resources have been threatened by heavy harvesting. We hypothesised that Bombyx mori L. (Lepidoptera: Bombycidae) could be a new alternative to cultivate C. cicadae due to the low cost of rearing. Bacterial communities are crucial for the formation of Cordyceps and for promoting the production of metabolites. To better understand the bacterial community structure associated with Cordyceps, three Claviciptaceae fungi were used to explore the pathogenicity of the silkworms. Here, fifth-instar silkworms were infected with C. cicadae, Cordyceps cateniannulata (Hypocreales: Cordycipitaceae) and Beauveria bassiana (Hypocreales: Cordycipitaceae). Subsequently, we applied high-throughput sequencing to explore the composition of bacterial communities in silkworms. Our results showed that all three fungi were highly pathogenic to silkworms, which suggests that silkworms have the potential to cultivate Cordyceps. After fungal infection, the diversity of bacterial communities in silkworms decreased significantly, and the abundance of Staphylococcus increased in mummified larvae, which may play a role in the death process when the host suffers infection by entomopathogenic fungi. Furthermore, there were high similarities in the bacterial community composition and function in the C. cicadae and C. cateniannulata infected samples, and the phylogenetic analysis suggested that these similarities may be related to the fungal phylogenetic relationship. Our findings reveal that infection with different entomopathogenic fungi affects the composition and function of bacterial communities in silkworms and that the bacterial species associated with Cordyceps are primarily host dependent, while fungal infection affects bacterial abundance.
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Magnesium alloy is an excellent material for biodegradable cerebrovascular stents. However, the rapid degradation rate of magnesium alloy will make stent unstable. To improve the biocompatibility of magnesium alloy, in this study, biodegradable sodium alginate and carboxymethyl chitosan (SA/CMCS) was used to coat onto hydrothermally treated the surface of magnesium alloy by a dipping coating method. The results show that the SA/CMCS coating facilitates the growth, proliferation, and migration of endothelial cells and promotes neovascularization. Moreover, the SA/CMCS coating suppresses macrophage activation while promoting their transformation into M2 type macrophages. Overall, the SA/CMCS coating demonstrates positive effects on the safety and biocompatibility of magnesium alloy after implantation, and provide a promising therapy for the treatment of intracranial atherosclerotic stenosis in the future.
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Polymorphic transformation of molecular crystals is a fundamental phase transition process, and it is important practically in the chemical, material, biopharmaceutical, and energy storage industries. However, understanding of the transformation mechanism at the molecular level is poor due to the extreme simulating challenges in enhanced sampling and formulating order parameters (OPs) as the collective variables that can distinguish polymorphs with quite similar and complicated structures so as to describe the reaction coordinate. In this work, two kinds of OPs for CL-20 were constructed by the bond distances, bond orientations and relative orientations. A K-means clustering algorithm based on the Euclidean distance and sample weight was used to smooth the initial finite temperature string (FTS), and the minimum free energy path connecting ß-CL-20 and ε-CL-20 was sketched by the string method in collective variables, and the free energy profile along the path and the nucleation kinetics were obtained by Markovian milestoning with Voronoi tessellations. In comparison with the average-based sampling, the K-means clustering algorithm provided an improved convergence rate of FTS. The simulation of transformation was independent of OP types but was affected greatly by finite-size effects. A surface-mediated local nucleation mechanism was confirmed and the configuration located at the shoulder of potential of mean force, rather than overall maximum, was confirmed to be the critical nucleus formed by the cooperative effect of the intermolecular interactions. This work provides an effective way to explore the polymorphic transformation of caged molecular crystals at the molecular level.
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INTRODUCTION: Brain arteriovenous malformation (bAVM) might have a higher risk of rupture after partial embolization, and previous studies have shown that some metrics of vascular stability are related to bAVM rupture risk. OBJECTIVE: To analyze vascular stability of bAVM in patients after partial embolization. METHODS: Twenty-four patients who underwent partial embolization were classified into the short-term, medium-term, and long-term groups, according to the time interval between partial embolization and surgery. The control group consisted of 9 bAVM patients who underwent surgery alone. Hemodynamic changes after partial embolization were measured by angiogram. The inflammatory infiltrates and cell-cell junctions were evaluated by MMP-9 and VE-cadherin. At the protein level, the proliferative and apoptotic events of bAVMs were analyzed by immunohistochemical staining of VEGFA, eNOS, and caspase-3. Finally, neovascularity and apoptotic cells were assessed by CD31 staining and TUNEL staining. RESULTS: Immediately after partial embolization, the blood flow velocity of most bAVMs increased. The quantity of MMP-9 in the medium-term group was the highest, and VE-cadherin in the medium-term group was the lowest. The expression levels of VEGFA, eNOS, and neovascularity were highest in the medium-term group. Similarly, the expression level of caspase-3 and the number of apoptotic cells were highest in the medium-term group. CONCLUSION: The biomarkers for bAVM vascular stability were most abnormal between 1 and 28 days after partial embolization.
Subject(s)
Embolization, Therapeutic , Intracranial Arteriovenous Malformations , Humans , Matrix Metalloproteinase 9 , Caspase 3/metabolism , Intracranial Arteriovenous Malformations/diagnostic imaging , Intracranial Arteriovenous Malformations/therapy , Intracranial Arteriovenous Malformations/metabolism , Brain/metabolism , Neovascularization, Pathologic , Retrospective StudiesABSTRACT
IMPORTANCE: During the natural growth of Cordyceps chanhua, it will form a mycoderm structure specialized from hyphae. We found that the bacterial membrane of C. chanhua not only filters environmental bacteria but also absorbs and transports nitrogen elements inside and outside the body of C. chanhua. These findings are of great significance for understanding the stable mechanism of the internal microbial community maintained by C. chanhua and how C. chanhua maintains its own nutritional balance. In addition, this study also enriched our understanding of the differences in bacterial community composition and related bacterial community functions of C. chanhua at different growth stages, which is of great value for understanding the environmental adaptation mechanism, the element distribution network, and the changing process of symbiotic microbial system after Cordyceps fungi infected the host. At the same time, it can also provide a theoretical basis for some important ecological imitation cultivation technology of Cordyceps fungi.
Subject(s)
Cordyceps , Nitrogen , BacteriaABSTRACT
Objective: To investigate the clinical effects of HBV infection on patients with rheumatoid arthritis (RA) and systemic lupus erythematosus (SLE). Methods: This is a prospective study. Thirty patients with RA and 30 patients with SLE admitted to Affiliated Hospital of Hebei University from January 2020 to December 2021 with co-infection of HBV were randomly selected and divided into two groups. Both groups were given anti-HBV treatment. An additional 60 patients with a healthy physical examination during the same period were also selected as a control group. The disease activity, immune function and serum inflammatory factor levels were compared between the RA group and the SLE group before and after treatment. Results: After anti-HBV treatment, DAS scores in the RA group and SLEDAI scores in the SLE group were significantly lower than before treatment(P<0.05). The levels of IgG, IgA, IgM and CD8+ in the RA group and the SLE group after treatment were significantly lower than those before treatment. The levels of CCP, RF, ESR and CRP in the RA group before and after treatment were higher than those in the control group(P<0.05). The levels of ESR and CRP in the SLE group before and after treatment were higher than those in the control group, with statistically significant differences(P<0.05). Conclusion: Patients in the RA and SLE groups after HBV infection have an increased degree of inflammatory response in their organism, an altered normal state of immunoglobulin and T-lymphocyte subsets, and a loss of organism immune function, leading to an increase in disease activity.
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Bisphenol A (BPA) and fluoroquinolone antibiotics (FQs) have been detected frequently in aquatic environments. Studies have shown that high levels of BPA and FQs exposure have adverse effects on chondrogenesis in young terrestrial vertebrates. However, little is known about their combined toxicity to bone metabolism. Here, we evaluated the single and combined effects of BPA and norfloxacin (NOR, a typical species of FQs) at an environmentally relevant level (1 µg/L) on early skeletal development in zebrafish. We found that both individual and combined BPA and NOR exposure resulted in poor embryo quality and decreased calcium-phosphorus ratio. The malformation increased after exposure to BPA and NOR, and craniofacial cartilage ossification was delayed. At the molecular level, the transcriptions of genes related to ossification were down-regulated significantly, and the lysine oxidase activity decreased. Hence, we infer that an environmentally relevant concentration of BPA and NOR have adverse effects on early skeletal development in fish. In addition, combined exposure to BPA and NOR seems to have an antagonistic effect on early skeletal development.
Subject(s)
Benzhydryl Compounds , Zebrafish , Animals , Zebrafish/genetics , Zebrafish/metabolism , Benzhydryl Compounds/toxicity , Benzhydryl Compounds/metabolism , Phenols/toxicity , Phenols/metabolism , ChondrogenesisABSTRACT
Polycyclic aromatic hydrocarbon (PAH) contamination at e-waste recycling sites poses high ecological and human-health risks. Of note, PAHs in surface soils can be mobilized through colloid-facilitated transport, and may migrate into the subsurface and pollute groundwater. Here, we show that the colloids released from the soil samples at an e-waste recycling site in Tianjin, China contain high concentrations of PAHs, with total concentrations of 16 PAHs as high as 1520 ng/g dw. Preferential association of the PAHs with the colloids is observed, with the distribution coefficients of PAHs between colloids and bulk soil often above 10. Source diagnostic ratios show that soot-like particles are the main source of PAHs at the site, due to the incomplete combustion of fossil fuels, biomass, and electronic wastes during the e-waste dismantling practices. Due to their small sizes, a large fraction of these soot-like particles can be remobilized as colloids, and this explains the preferential association of PAHs with colloids. Moreover, the colloids-soil distribution coefficients are higher for the low-molecular-weight PAHs than for the high-molecular-weight ones, possibly attributable to the different binding routes/modes of these two groups of PAHs to the particles during combustion. Notably, the preferential association of PAHs with colloids is even more pronounced for the subsurface soils, corroborating that the presence of PAHs in the deeper soils is primarily the results of downward migration of PAH-bearing colloids. The findings highlight the important role of colloids as a vector for the subsurface transport of PAHs at e-waste recycling sites, and call for further understanding of colloid-facilitated transport of PAHs at e-waste recycling sites.
Subject(s)
Electronic Waste , Polycyclic Aromatic Hydrocarbons , Soil Pollutants , Humans , Polycyclic Aromatic Hydrocarbons/analysis , Soil , Electronic Waste/analysis , Soot , Soil Pollutants/analysis , Environmental Monitoring/methods , Recycling , China , Risk AssessmentABSTRACT
BACKGROUND: Autophagy plays an important role in the progression of carotid atherosclerosis (CAS). This study aimed to identify hub autophagy-related genes (ATGs) associated with CAS. METHODS: GSE43292 and GSE28829 datasets of early and advanced CAS plaques were enrolled from the Gene Expression Omnibus (GEO) database. A comprehensive analysis of differentially expressed ATGs (DE-ATGs) was conducted. Functional enrichment assay was used to explore biological functions of DE-ATGs. The hub ATGs were identified by protein-protein interaction (PPI) network. Immunohistochemistry (IHC) and Real-time reverse transcription-quantitative polymerase chain reaction (RT-qPCR) were used to validate hub ATGs at the protein level and mRNA level. Correlation analysis of hub ATGs with immune cells was also conducted. In addition, a competitive endogenous RNA (ceRNA) network was constructed, and diagnostic value of hub ATGs was evaluated. RESULTS: A total of 19 DE-ATGs were identified in early and advanced CAS plaques. Functional enrichment analysis of DE-ATGs suggested that they were closely correlated to autophagy, apoptosis, and lipid regulation. Moreover, 5 hub ATGs, including TNFSF10, ITGA6, CTSD, CCL2, and CASP1, were identified and further verified by IHC. The area under the curve (AUC) values of the 5 hub ATGs were 0.818, 0.732, 0.792, 0.814, and 0.812, respectively. Competing endogenous RNA (ceRNA) networks targeting the hub ATGs were also constructed. In addition, the 5 hub ATGs were found to be closely associated with immune cell infiltration in CAS. CONCLUSION: In this study, we identified 5 hub ATGs including CASP1, CCL2, CTSD, ITGA6 and TNFSF10, which could serve as candidate diagnostic biomarkers and therapeutic targets.
Subject(s)
Carotid Artery Diseases , Transcriptome , Humans , Transcriptome/genetics , Carotid Artery Diseases/genetics , Autophagy/genetics , Apoptosis , BiomarkersABSTRACT
Background: Intracranial aneurysm (IA) is an uncommon but severe subtype of cerebrovascular disease, with high mortality after aneurysm rupture. Current risk assessments are mainly based on clinical and imaging data. This study aimed to develop a molecular assay tool for optimizing the IA risk monitoring system. Methods: Peripheral blood gene expression datasets obtained from the Gene Expression Omnibus were integrated into a discovery cohort. Weighted gene co-expression network analysis (WGCNA) and machine learning integrative approaches were utilized to construct a risk signature. QRT-PCR assay was performed to validate the model in an in-house cohort. Immunopathological features were estimated using bioinformatics methods. Results: A four-gene machine learning-derived gene signature (MLDGS) was constructed for identifying patients with IA rupture. The AUC of MLDGS was 1.00 and 0.88 in discovery and validation cohorts, respectively. Calibration curve and decision curve analysis also confirmed the good performance of the MLDGS model. MLDGS was remarkably correlated with the circulating immunopathologic landscape. Higher MLDGS scores may represent higher abundance of innate immune cells, lower abundance of adaptive immune cells, and worse vascular stability. Conclusions: The MLDGS provides a promising molecular assay panel for identifying patients with adverse immunopathological features and high risk of aneurysm rupture, contributing to advances in IA precision medicine.
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Context: Hepatitis B can develop into cirrhosis, and most liver cancers evolve on the basis of chronic hepatitis and cirrhosis. Many patients are already at an advanced stage when diagnosed. In recent years, clinicians have advocated detection of liver cancer using multiple markers in combination to improve the sensitivity and specificity of testing. Objective: The study aimed to evaluate the clinical value of using four tumor indicators-urea, alpha L-fucosidase (AFU), carbohydrate antigen 153 (CA153), carbohydrate antigen 125 (CA125), and alpha fetoprotein (AFP) and comparing the use of combined indicators to use of a single indicator for the diagnosis of liver cancer. Design: The research team performed a prospective study. Setting: The study took place at Clinical Laboratory, Baoding People's Hospital, Baoding City, Hebei Province, China. Participants: Participants were 98 patients with chronic hepatitis B, who became the CHB group; 102 patients with liver cirrhosis, who became the cirrhosis group, and 100 patients with liver cancer, who became the liver cancer group. They all had been admitted to the hospital between March 2019 and March 2021. Outcome Measures: The research team measured the urea, AFU, CA153, CA125, and AFP levels of the three groups, constructed an ROC curve, and analyzed the diagnostic values of the indicators singly and in combination for liver cancer. Results: For the levels of urea, AFU, CA153, CA125, and AFP, the CHB group's levels were significantly lower than those of the cirrhosis and liver cancer groups (both P < .001), and the cirrhosis group's levels were significantly lower than those of the liver cancer group (P < .001). In the CHB group, the compensatory group's levels were significantly lower than those of the decompensated group (P < .05). In the cirrhosis group, no significant differences existed between the levels of the grade A and grade B groups (P < .001), between those of the grade A and grade C groups (P < .001), or between those of the grade B and grade C groups (P < .001). In the cirrhosis group, the levels of the no ascites group were significantly lower than those of the ascites group (P < .05). In the liver cancer group, the levels of the stage I-II group were significantly lower than those of the stage III and stage IV groups (both P < .05), and those of the stage IV group were significantly lower than those of the stage â £ group (P < .05). The levels of the <5cm group were significantly lower than those of the ≥5cm group (P < .001). The value of using a combination of indicators for diagnosis was significantly higher than that of a single indicator (P < .001). Conclusions: Urea, AFU, CA153, CA125, and AFP all have diagnostic value in the evaluation of chronic hepatitis B-cirrhosis and liver cancer, with the highest efficacy, sensitivity and specificity from a combined test and diagnosis.
Subject(s)
Carcinoma, Hepatocellular , Hepatitis B, Chronic , Liver Neoplasms , Humans , alpha-Fetoproteins , Hepatitis B, Chronic/complications , Hepatitis B, Chronic/diagnosis , Carcinoma, Hepatocellular/diagnosis , Carcinoma, Hepatocellular/pathology , Prospective Studies , Liver Neoplasms/diagnosis , Liver Neoplasms/pathology , Liver Cirrhosis/diagnosis , Biomarkers, Tumor , CarbohydratesABSTRACT
Microplastics in the environments can undergo various aging processes that alter their physicochemical properties and consequently their affinities for environmental contaminants. Here, we compare the effects of sulfide-induced aging (a common process in anoxic environments) and UV-induced aging on contaminant binding of polypropylene (PP), polystyrene (PS) and polyethylene terephthalate (PET) microplastics derived from commercial plastic products. The two aging processes differentially affect adsorption of pyrene (a model nonionic, nonpolar organic) and ciprofloxacin (CIP, a zwitterion under the conditions tested) by modulating the hydrophobicity, surface charges and polarity of the microplastics to different extents. The effects of the two treatments on Cd(II) adsorption correlate well with their modulation on ζ potential and surface (O + S)/C ratio of the microplastics. For all three microplastics sulfide treatment results in stronger adsorption of Cr(VI) and its subsequent conversion to Cr(III) than does UV treatment, as the thiol groups formed during sulfide treatment strongly regulate the complexation and reduction of Cr(VI). Notably, both sulfide and UV treatments result in the flattening of the PET microplastics, significantly enhancing the adsorption of all four contaminants, by increasing surface area for adsorption. The findings of this study further underline the importance of understanding environmental aging/weathering processes of microplastics, particularly, those readily occur in anoxic environments but were previously not well studied.
Subject(s)
Plastics , Water Pollutants, Chemical , Plastics/chemistry , Microplastics , Water Pollutants, Chemical/analysis , Polypropylenes , Polyethylene Terephthalates , AdsorptionABSTRACT
Context: Anti-mitochondrial antibody M2+ (AMA-M2+) primary bile cholangitis (PBC) is difficult to diagnose, and early diagnosis is the key to ensure effective treatment and the safety of patients. Objective: The study intended to investigate the role of T helper type 17 (Th17) cells and their transcription factors in the early diagnosis of AMA-M2+ PBC to provide an effective guarantee of the ability to predict the prognosis of patients in the future. Design: The research team designed a prospective controlled study. Setting: The study took place at the Affiliated Hospital of Hebei University in Baoding, Hebei, China. Participants: Participants were 30 patients with AMA-M2+ PBC at the hospital between November 2020 and August 2021 and 30 healthy controls who concurrently underwent physical examinations. Outcome Measures: The study measured liver function (LF) and secretion of Th17 and its transcription factors-forkhead box P3 (Foxp3) and RAR-related orphan receptor gamma (RORγt)-and inflammatory factors-interleukin-17 IL-17 and IL-22-in participants' peripheral blood. The study also evaluated Th17 and its transcription factors in AMA-M2+ PBC, determined the expression of phosphorylated proteins using Western blotting, and analyzed the relationship between Th17 and LF. Results: The Th17 in the intervention group's peripheral blood was significantly higher than that of the control group (P < .05), and the sensitivity and specificity of the AMA-M2+ PBC were 63.33% and 96.67%, respectively. The expression of Foxp3 and p-Foxp3 proteins for the intervention was significantly lower (P < .001), while RORγt and P-ROR γ T were significantly higher (P < .001). The levels of interleukin-17 (IL-17) and IL-22 for the intervention group were significantly higher than those for the control group. The Pearson correlation coefficient showed that alanine aminotransferase (ALT), alkaline phosphatase (ALP), and γ-glutamyl transpeptidase (GGT) were positively correlated with Th17 cells, RORγt, IL-17, and IL-22 and negatively correlated with Foxp3. Conclusions: Th17 plays an important role in the early diagnosis of AMA-M2+ PBC, and Th17 and its transcription factors are highly effective for the early diagnosis of AMA-M2+ PBC, which is expected to be a breakthrough in the future diagnosis of the disease.
Subject(s)
Cholangitis , Interleukin-17 , Humans , Nuclear Receptor Subfamily 1, Group F, Member 3 , Prospective Studies , Cholangitis/diagnosis , T-Lymphocytes , Early Diagnosis , Forkhead Transcription FactorsABSTRACT
Nanostructured manganese oxides (nano-MnOx) have shown great promises as versatile agrochemicals in nano-enabled sustainable agriculture, owing to the coupled benefits of controlled release of dissolved Mn2+, an essential nutrient needed by plants, and oxidative destruction of environmental organic pollutants. Here, we show that three δ-MnO2 nanomaterials consisting of nanosheet-assembled flower-like nanospheres not only exhibit greater kinetics in citrate-promoted dissolution, but also are less prone to passivation, compared with three α-MnO2 nanowire materials. The better performance of the δ-MnO2 nanomaterials can be attributed to their higher abundance of surface unsaturated Mn atoms-particularly Mn(III)-that is originated from their specific exposed facets and higher abundance of surface defects sites. Our results underline the great potential of modulating nanomaterial surface atomic configuration to improve their performance in sustainable agricultural applications.
Subject(s)
Environmental Pollutants , Nanostructures , Manganese Compounds , Oxides , Manganese , Solubility , Citric Acid , Oxidation-Reduction , AgricultureABSTRACT
In order to reduce the vulnerability, the responses to shock waves for booster explosives JO9C, JH14, JH6, and insensitive RDX were evaluated using shock wave partition loading test. To explain the experimental results, molecular dynamics simulation, intermolecular interaction and bond dissociation energy (BDE), and shock initiation pressures were evaluated using the B3LYP, MP2 (full), and M06-2X methods with the 6-311 + + G(2df,2p) basis set. The order of the responsivity is JO9C > JH14 > JH6 > insensitive RDX. The binding energies follow the order of JH14* ≈ JO9C* < insensitive RDX* < JH6*. The interaction energies and BDEs are in RDXâââ(CH3COOCa)+ > RDXâââCH3COOH > RDXâââCH2FCH2F. Thus, it can be inferred that for the RDX-based explosives, the stronger the binding energy, intermolecular interaction, and BDE are, the more insensitive the booster is, and thus, the larger energy has to be consumed to overcome the above three kinds of energies during the initiation process, leading to the smaller energy output and weaker response. However, it should be noted that it is mainly the density and the type of explosive that influence the depth of the dent produced on the steel witness block. The essence of the responses to shock waves is revealed by the reduced density gradient, atoms in molecules, and surface electrostatic potentials. HIGHLIGHTS: ⢠Response of booster to shock wave was evaluated by shock wave partition loading test. ⢠Responsivity to shock wave is explained by binding energy, intermolecular interaction, and BDE. ⢠Shock initiation pressures were evaluated. ⢠Essence of responses to shock wave is revealed by RDG, AIM and ESP.
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Human motion recognition based on wearable devices plays a vital role in pervasive computing. Smartphones have built-in motion sensors that measure the motion of the device with high precision. In this paper, we propose a human lower limb motion capture and recognition approach based on a Smartphone. We design a motion logger to record five categories of limb activities (standing up, sitting down, walking, going upstairs, and going downstairs) using two motion sensors (tri-axial accelerometer, tri-axial gyroscope). We extract the motion features and select a subset of features as a feature vector from the frequency domain of the sensing data using Fast Fourier Transform (FFT). We classify and predict human lower limb motion using three supervised learning algorithms: Naïve Bayes (NB), K-Nearest Neighbor (KNN), and Artificial Neural Networks (ANNs). We use 670 lower limb motion samples to train and verify these classifiers using the 10-folder cross-validation technique. Finally, we design and implement a live detection system to validate our motion detection approach. The experimental results show that our low-cost approach can recognize human lower limb activities with acceptable accuracy. On average, the recognition rate of NB, KNN, and ANNs are 97.01%, 96.12%, and 98.21%, respectively.
Subject(s)
Smartphone , Wearable Electronic Devices , Algorithms , Bayes Theorem , Humans , Lower Extremity , MotionABSTRACT
Immune inflammation plays an essential role in the formation and rupture of intracranial aneurysm (IA). However, the current limited knowledge of alterations in the immune microenvironment of IA has hampered the mastery of pathological mechanisms and technological advances, such as molecular diagnostic and coated stent-based molecular therapy. In this study, seven IA datasets were enrolled from the GEO database to decode the immune microenvironment and relevant biometric alterations. The ssGSEA algorithm was employed for immune infiltration assessment. IAs displayed abundant immune cell infiltration, activated immune-related pathways, and high expression of immune-related genes. Several immunosuppression cells and genes were also coordinately upregulated in IAs. Five immune-related hub genes, including CXCL10, IL6, IL10, STAT1, and VEGFA, were identified from the protein-protein interaction network and further detected at the protein level. CeRNA networks and latent drugs targeting the hub genes were predicted for targeted therapy reference. Two gene modules recognized via WCGNA were functionally associated with contractile smooth muscle loss and extracellular matrix metabolism, respectively. In blood datasets, a pathological feature-derived gene signature (PFDGS) for IA diagnosis and rupture risk prediction was established using machine learning. Patients with high PFDGS scores may possess adverse biological alterations and present with a high risk of morbidity or IA rupture, requiring more vigilance or prompt intervention. Overall, we systematically unveiled an "immuno-thermal" microenvironment characterized by co-enhanced immune activation and immunosuppression in IA, which provides a novel insight into molecular pathology. The PFDGS is a promising signature for optimizing risk surveillance and clinical decision-making in IA patients.
Subject(s)
Aneurysm, Ruptured , Intracranial Aneurysm , Gene Regulatory Networks , Humans , Inflammation , Intracranial Aneurysm/genetics , TranscriptomeABSTRACT
Accumulation of polybrominated diphenyl ethers (PBDEs) in surface soils at elevated concentrations is common at e-waste recycling sites. Even though highly insoluble, migration of PBDEs into the vadose zone and groundwater is possible, due to their association with soil colloids. Here, we show that upon equilibration with artificial rainwater surface and subsurface soil samples collected at an e-waste recycling site release significant quantities of colloids, with the total concentrations of 14 PBDE congeners as high as 990 ng/g dw. The concentrations of different congeners vary markedly in the colloids, and that of BDE-209 is the highest in all the samples. Notably, even the colloids released from the soil collected at a depth of 95-105 cm contain high concentrations of PBDEs. Preferential binding of PBDEs to soil colloids is observed, with the colloids-soil distribution coefficients above 10 in certain cases. The extent of preferential binding displays no apparent correlation with the relative hydrophobicity of the PBDEs, nor can it be explained simply by considering the higher specific surface area, pore volume, and clay content of the soil colloids than the respective bulk soil. Principal component analysis shows that multiple soil properties are collectively responsible for the preferential distribution of PBDEs. Specifically, the differences in pore volume, soil organic carbon content, and pore size between colloids and soils are likely the major factors affecting the distribution of high-concentration PBDEs, whereas the differences in clay content, pore volume and specific surface area are the key factors affecting the distribution of low-concentration PBDEs. The findings clearly show that colloids are an important medium with which PBDEs are associated at contaminated sites, and underline the need of understanding colloid-facilitated transport of PBDEs at e-waste sites.
Subject(s)
Electronic Waste , Soil Pollutants , Carbon/analysis , China , Colloids/analysis , Electronic Waste/analysis , Environmental Monitoring , Halogenated Diphenyl Ethers/analysis , Recycling , Soil/chemistry , Soil Pollutants/analysisABSTRACT
Blood vessels in the brain tissue form a compact vessel structure and play an essential role in maintaining the homeostasis of the neurovascular system. The low dosage of photodynamic intervention (PDT) significantly affects the expression of cellular biomarkers. To understand the impact of photodynamic interventions on cerebrovascular endothelial cells, we evaluated the dosage-dependent impact of porfimer sodium-mediated PDT on B.END3 cells using flow cytometer, comet assay, RNA sequencing, and bioinformatics analysis. To examine whether PDT can induce disorder of intracellular organelles, we did not observe any significance damage of DNA and cellular skeleton. Moreover, expression levels of cellular transporters-related genes were significantly altered, implying the drawbacks of PDT on cerebrovascular functions. To address the potential molecular mechanisms of these phenotypes, RNA sequencing and bioinformatics analysis were employed to identify critical genes and pathways among these processes. The gene ontology (GO) analysis and protein-protein interaction (PPI) identified 15 hub genes, highly associated with cellular mitosis process (CDK1, CDC20, MCM5, MCM7, MCM4, CCNA2, AURKB, KIF2C, ESPL1, BUB1B) and DNA replication (POLE2, PLOE, CDC45, CDC6). Gene set enrichment analysis (GSEA) reveals that TNF-α/NF-κB and KRAS pathways may play a critical role in regulating expression levels of transporter-related genes. To further perform qRT-PCR assays, we find that TNF-α/NF-κB and KRAS pathways were substantially up-regulated, consistent with GSEA analysis. The current findings suggested that a low dosage of PDT intervention may be detrimental to the homeostasis of blood-brain barrier (BBB) by inducing the inflammatory response and affecting the expression of surface biomarkers.