ABSTRACT
The objective of this study was to assess the relationship of ACS with neonatal outcomes among very preterm infants born to mothers with clinical chorioamnionitis in China. This was a multicenter retrospective cohort study. Study participants included infants born at <32 weeks' gestation with clinical chorioamnionitis and registered in the Chinese Neonatal Network from 1 January 2019 to 31 December 2020. Infants were divided into two groups: any amount of ACS or no administration of ACS. Multivariable generalized linear models using generalized estimating equations were used to assess the association between ACS and neonatal outcomes among the study population. We identified 2193 infants eligible for this study; 1966 (89.6%) infants had received ACS therapy, and 227 (10.4%) had not received any ACS therapy. Among very preterm infants born to mothers with clinical chorioamnionitis, any ACS usage was significantly associated with decreased risks of early death (aRR 0.56, 95% CI 0.32, 0.99) and severe ROP (aRR 0.51, 95% CI 0.28, 0.93) after adjustment for maternal hypertension, gestational age at birth, Caesarean section, being inborn, and administration of systemic antibiotics to the mother within 24 h before birth. In addition, out of the 2193 infants, the placentas of 1931 infants underwent pathological examination with recorded results. Subsequently, 1490 of these cases (77.2%) were diagnosed with histological chorioamnionitis. In 1490 cases of histologic chorioamnionitis, any ACS usage was significantly related to decreased risks of overall mortality (aRR 0.52, 95% CI 0.31, 0.87), severe ROP (aRR 0.47, 95% CI 0.25, 0.97), and respiratory distress syndrome (aRR 0.52, 95% CI 0.31, 0.87). We concluded that any ACS was associated with reduced risks for neonatal early death and severe ROP among very preterm infants born to mothers with clinical chorioamnionitis.
ABSTRACT
Heparin is a highly negatively charged sulfated linear polymer glycosaminoglycan that has been widely used as an anticoagulant in medicine. Protamine is a cationic protein rich in arginine that is used to treat the blood-brain barrier during excess heparin surgery. Trypsin is the most important digestive enzyme-encoding generated by the pancreas and can specifically cleave the carboxyl ends of arginine and lysine residues. Heparin, protamine, and trypsin interact and constrain each other, and their fluctuations reflect the body's dysfunction. Therefore, it is necessary to develop a fast, sensitive, and highly selective assay for regularly monitoring the levels of heparin, protamine, and trypsin in serum. Herein, a fluorescent and colorimetric dual-mode upconversion nanoparticle (UCNP) biosensor was used for the determination of heparin, protamine, and trypsin based on the oxidase-mimicking activity of Ce4+ and electrostatic control. The biosensor exhibited sensitive detection of heparin, protamine, and trypsin with low limits of detection (LODs) of 16 ng/mL, 87 ng/mL and 31 ng/mL, respectively. Furthermore, the designed biosensor could eliminate autofluorescence, which not only effectively increased the accuracy of the sensor but also provided a new sensing pathway for the detection of differently charged biotargets.
Subject(s)
Biosensing Techniques , Heparin , Protamines , Static Electricity , Trypsin , Protamines/chemistry , Protamines/metabolism , Biosensing Techniques/methods , Heparin/chemistry , Heparin/metabolism , Heparin/analysis , Trypsin/metabolism , Trypsin/chemistry , Nanoparticles/chemistry , Humans , Limit of Detection , Oxidoreductases/chemistry , Oxidoreductases/metabolism , Colorimetry/methods , Spectrometry, Fluorescence/methodsABSTRACT
PURPOSE: To innovatively use the FOCUS-PDCA quality improvement strategy to establish an external quality assessment (EQA) working group to continuously improve EQA performance, an important indicator of the national tertiary public hospital performance appraisal. METHODS: The project was carried out at the National Center for Clinical Laboratories. Using FOCUS-PDCA, which combines problem-focused steps (FOCUS) and improvement steps (PDCA), a project team was established to carry out improvement work. Root cause analysis was carried out to analyze the problems in quality control from EQA project application to results analysis and an improvement plan was implemented according to the steps of FOCUS-PDCA. The project was executed in three cycles from 2019 to 2021 to obtain more satisfactory results. RESULTS: After implementing three cycles of FOCUS-PDCA, the EQA participation rate increased from 66.5% in 2018 to 100% in 2021, and the EQA pass rate increased from 94.9% in 2018 to 99.3% in 2021. Consequently, the hospital moved into the top 50 in performance assessment for the first time in 2020 and ranked 27th in 2021. CONCLUSION: The use of the FOCUS-PDCA quality improvement strategy can improve the EQA performance of national tertiary public hospitals and help them achieve satisfactory results in the national examination.
Subject(s)
Hospitals, Public , Quality Improvement , Tertiary Care Centers , Quality Improvement/organization & administration , Hospitals, Public/standards , Humans , Tertiary Care Centers/standards , Tertiary Care Centers/organization & administration , Quality Assurance, Health Care/methods , Quality Assurance, Health Care/standardsABSTRACT
MiR156 play important roles in regulation of plant growth and development, secondary metabolite synthesis, and other biological processes by targeting the SQUAMOSA promoter binding protein-like (SPL) family. Our previous sequencing data analysis suggested that Csn-miR156d may regulate flowering and anthocyanin accumulation by cleavage and degradation of the expression of the SPL in tea plant, but it remains to be elucidated. In this study, 5'RLM-RACE experiment, tobacco transient transformation, qRT-PCR, and antisense oligonucleotide (asODN) were used to verify that CsSPL1 is the target gene of Csn-miR156d. Stable transformation of Arabidopsis revealed that Csn-miR156d could delay flowering by negatively regulating the transcript levels of FT, AP1, FUL, and SOC1, while overexpression of CsSPL1 showed an opposite effect. Additionally, overexpression of Csn-miR156d in Arabidopsis could enhance the transcription of the anthocyanin biosynthesis-related structural genes DFR, ANS, F3H, UGT78D2, and LDOX, as well as regulatory genes PAP1, MYB113, GL3, MYB11, and MYB12, leading to anthocyanin accumulation. Moreover, asODN experiment revealed that Csn-miR156d could increase the anthocyanin content in tea plant. These results suggest that Csn-miR156d regulates flowering and anthocyanin accumulation in tea plant by suppressing the expression of CsSPL1. Our study provides new insights into the development and anthocyanin accumulation in tea plant and lays a theoretical foundation for further research on the molecular mechanism of miRNAs in regulating tea plant growth and secondary metabolism.
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OBJECTIVE: The effect of solamargine on lung adenocarcinoma and its effect on STAT1 signaling pathway mediated immune escape were studied through network pharmacology and in vitro and in vivo experiments. METHODS: The solamargine targets were screened using the TCMSP and the LUAD targets were screened using the GeneCard, OMIM, PharmGkb, TTD and DrugBank databases. PPI network analysis and target prediction were performed using GO and KEGG. Colony formation assay, EDU staining, wound healing, transwell assay, Hoechst and flow cytometry were used to detect the effects of solamargine on the proliferation, migration and apoptosis of LUAD. Western blotting (WB) and quantitative reverse transcription polymerase chain reaction (RT-qPCR) were used to detect P-STAT1 and PD-L1 expression. And immunofluorescence was used to detect P-STAT1 expression. In vivo experiments, C57BL/6 mice were divided into control group, low concentration group, high concentration group, positive control group and combination group. Every other day, following seven consecutive doses, the size of the tumor was assessed. Finally, the expressions of P-STAT1, STAT1, PD-L1 and apoptosis index proteins were detected by WB. RESULTS: The anti-LUAD effect of solamargine was found by wound healing, colony formation assay, transwell assay, hoechst and EdU staining. The results of network pharmacological analysis showed that solamargine could suppress STAT1 expression level. Further enrichment assay of STAT1 showed that STAT1 was associated with immune-related pathways. In addition, molecular signal analysis by WB and RT-qPCR indicated that solamargine could reduce the expression levels of P-STAT1 and PD-L1 in a concentration-dependent manner. According to the results of in vivo assays, combination of solamargine and immune checkpoint inhibitors (ICIs) durvalumab could significantly inhibit the growth of Lewis transplanted tumors in C57BL/6 mice, and no toxic side effect was recoded. CONCLUSION: These results indicated that solamargine could inhibit the proliferation and promote the apoptosis of LUAD. It also could reduce the expression level of P-STAT1 protein and inhibit the expression level of PD-L1. At the same time, the combination with the ICIs can better block the expression of PD-L1 in cells, thereby inhibiting the immune escape pathway of tumor cells and achieving anti-tumor effects. This study proposed a novel combined therapeutic approach, involving the inhibition of STAT1 by solamargine in conjunction with ICIs.
Subject(s)
Adenocarcinoma of Lung , Apoptosis , B7-H1 Antigen , Lung Neoplasms , Mice, Inbred C57BL , STAT1 Transcription Factor , STAT1 Transcription Factor/metabolism , Animals , Lung Neoplasms/drug therapy , B7-H1 Antigen/metabolism , Humans , Apoptosis/drug effects , Adenocarcinoma of Lung/drug therapy , Mice , Cell Proliferation/drug effects , Signal Transduction/drug effects , Cell Line, Tumor , Cell Movement/drug effects , A549 Cells , Immune Checkpoint Inhibitors/pharmacologyABSTRACT
The Helankou rock as the relics carrier in Ningxia, China, have been suffering from serious weathering caused by variable environmental conditions. To study the freeze-thaw damage characteristics of Helankou relics carrier rocks, three dry-wet conditions (i.e., drying, pH = 2 and pH = 7) together with freeze-thaw experiments have been carried out at 0, 10, 20, 30, and 40 cycles. Additionally, a series of triaxial compression tests have been carried out at four different cell pressures of 4 MPa, 8 MPa, 16 MPa, and 32 MPa in tandem with a non-destructive acoustic emission technique. Subsequently, the rock damage variables were identified based on elastic modulus and acoustic emission ringing counts. It has been revealed that the acoustic emission positioning points reflected that the cracks would be concentrated near the surface of main fracture at higher cell pressures. Notably, the rock samples at 0 freeze-thaw cycles failed in pure shear. However, both shear slip and extension along the tensile cracks were observed at 20 freeze-thaw cycles, while tensile-oblique shear failure occurred at 40 freeze-thaw cycles. Not surprisingly, the decreasing order of deterioration inside the rock was observed to be (drying group) > (pH = 7 group) > (pH = 2 group). The peak values of damage variables in these three groups were also found to be consistent with the deterioration trend observed under freeze-thaw cycles. Finally, the semi-empirical damage model could rigorously ascertain stress and deformation behavior of rock samples, thus providing theoretical basis to establish a protection framework for Helankou relics.
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BACKGROUND: Ethanol-induced gastric mucosal lesions (EGML) is one of the most common digestive disorders for which current therapies have limited outcomes in clinical practice. Prevotella histicola (P. histicola) has shown probiotic efficacy against arthritis, multiple sclerosis and oestrogen deficiency-induced depression in mice; however, its role in EGML remains unclear in spite of its extensive colonisation of the stomach. Ferroptosis, which is characterised by lipid peroxidation, may be involved in EGML. Herein, we aimed to investigate the effects and underlying mechanism of action of P. histicola on EGML in the ferroptosis-dependent pathway. METHODS: P. histicola was intragastrically administered for a week, and deferoxamine (DFO), a ferroptosis inhibitor, was intraperitoneally injected prior to oral ethanol administration. The gastric mucosal lesions and ferroptosis were assessed via histopathological examinations, quantitative real-time PCR, Western blot, immunohistochemistry and immunofluorescence. RESULTS: P. histicola was originally found to attenuate EGML by reducing histopathological changes and lipid reactive oxygen species (ROS) accumulation. The pro-ferroptotic genes of Transferrin Receptor (TFR1), Solute Carrier Family 39 Member 14 (SLC39A14), Haem Oxygenase-1 (HMOX-1), Acyl-CoA Synthetase Long-chain Family Member 4 (ACSL4), Cyclooxygenase 2 (COX-2) and mitochondrial Voltage-dependent Anion Channels (VDACs) were up-regulated; the anti-ferroptotic System Xc-/Glutathione Peroxidase 4 (GPX4) axis was inhibited after ethanol administration. However, the changes of histopathology and ferroptosis-related parameters induced by ethanol were reversed by DFO. Furthermore, P. histicola treatment significantly downregulated the expression of ACSL4, HMOX-1 and COX-2, as well as TFR1 and SLC39A14, on mRNA or the protein level, while activating the System Xc-/GPX4 axis. CONCLUSIONS: We found that P. histicola reduces ferroptosis to attenuate EGML by inhibiting the ACSL4- and VDAC-dependent pro-ferroptotic pathways and activating the anti-ferroptotic System Xc-/GPX4 axis.
Subject(s)
Cation Transport Proteins , Ferroptosis , Animals , Mice , Cyclooxygenase 2 , Administration, Oral , EthanolABSTRACT
New Delhi metallo-beta-lactamase (NDM)-producing Klebsiella pneumoniae is increasingly reported worldwide. Clinicians face significant challenges in the treatment of this multidrug-resistant bacterium. The combination of ceftazidime/avibactam (CAZ/AVI) and aztreonam (ATM) is currently probably the most effective strategy for the treatment of such infection. We described a patient diagnosed with NK/T cell lymphoma who underwent autologous hematopoietic stem cell transplantation (ASCT) in the hematology department. The patient developed severe infection after ASCT. Blood and stool cultures showed carbapenem-resistant K. pneumoniae. Blood sample was detected as NDM-producing K. pneumoniae. We successfully treated this infection with CAZ/AVI and ATM.
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Objective: To investigate the liver injury induced by lung ischemia / reperfusion(LI/R) and the role of autophagy in its prevention and treatment. Methods: The lung ischemia/reperfusion injury(LI/RI) model was prepared by anesthetizing the rats, cutting the trachea for mechanical ventilation, and using an arterial clamp to close the pulmonary hilum to simulate the ischemic process, and releasing the arterial clamp after 30 min to resume perfusion for 3 h. SD rats(n=24)were randomly divided into sham operation(sham)group,ischemia/reperfusion(I/R)group,solvent(DMSO)group and autophagy inhibitor (3-MA) group, 6 rats in each group. The rats were intraperitoneally injected with medicine before operation. After the rat LI/RI model was established,the rats were killed, and the lung wet/dry weight ratio was used to evaluate the success of modeling, the venous blood was collected to measure the contents of ALT and AST, and the liver tissues were collected. Light and electron microscopes were used to observed the liver tissues and cell shapes. The protein and mRNA expression levels of autophagy related proteins were determined by Western blot and RT-qPCR to suggest autophagy levels. Results: Compared with sham group, the lung wet/dry weight ratios in other groups were elevated, and the liver tissues of other groups were damaged significantly. Serum levels of AST and ALT were increased significantly and liver tissue damage was obvious, especially in I/R group. The light microscopy showed that the arrangement of hepatic cords was disordered or broken, hepatic sinuses were dilated, and edema of liver cells were observed; transmission electron microscopy showed varying degrees of mitochondria swelling up in liver cells in the other groups. At the same time, the expressions of AMPK, Beclin 1 and LC3 mRNA were increased, but the expressions of mTOR and p62 mRNA were decreased; the protein expressions of p-AMPK, Beclin 1, LC3-B were increased significantly, but those of p-mTOR and p62 were decreased (all Pï¼0.05). Compared with DMSO group, the injury of liver tissue in 3-MA group was alleviated, the damage degree of mitochondrial ultrastructure was lower, the levels of AST and ALT were decreased, the transcription and protein expression levels of autophagy related protein in liver tissue were decreased (Pï¼0.05). However, the injury degree of IR and DMSO groups were similar, and there was no significant differences in each index (Pï¼0.05). Conclusion: Lung ischemia/reperfusion can cause liver injury in rats. Autophagy can mediate liver injury induced by lung ischemia / reperfusion in rats and inhibiting autophagy can effectively reduce liver injury induced by LI/R in rats.
Subject(s)
AMP-Activated Protein Kinases , Reperfusion Injury , Animals , Autophagy , Beclin-1 , Dimethyl Sulfoxide , Ischemia , Liver , Lung , RNA, Messenger , Rats , Rats, Sprague-Dawley , Reperfusion , TOR Serine-Threonine KinasesABSTRACT
Background: Many psychotherapy theories emphasise the importance of self-schema and other-schema, but most previous studies focused on the explicit self-schema in major depressive disorder (MDD). However, the limited studies of implicit self-schema in MDD have shown inconsistencies in their findings. Furthermore, only a few studies have investigated the implicit other-schema, and the pathway illustrating how implicit schemas influence depression remains unclear. Aims: The primary aim of our study was to explore the characteristics of implicit self-schema and other-schema in patients with MDD. We also examine the chain-mediating effect of attachment relationships and interpersonal trust. Methods: The present study included 88 patients with MDD and 88 healthy controls (HCs). The Hamilton Depression Rating Scale-17, Experiences in Close Relationships Inventory-Revised Questionnaire, Trust Scale and the Extrinsic Affective Simon Task (EAST) were used to assess depressive symptoms, attachment relationships, interpersonal trust and implicit schemas, respectively. Paired sample t-test was used to compare the reaction time (RT) for positive and negative words within the two groups. Analysis of covariance was used to explore the difference between two groups from the perspective of implicit schemas and interpersonal patterns. The chain mediation model was verified by bootstrap. Results: (1) For interpersonal patterns, patients with MDD scored significantly higher on attachment anxiety (F=82.150, p<0.001) and attachment avoidance (F=23.192, p<0.001) and scored significantly lower on the predictability (F=30.297, p<0.001), dependence (F=39.728, p<0.001) and faith (F=60.997, p<0.001) dimensions of interpersonal trust. (2) As for implicit schemas, no significant difference was found between the RT for positive self-words and negative self-words in patients with MDD (t=-1.056, p=0.294). However, the HC responded faster to positive self-words than negative self-words (t=-3.286, p=0.001). The RT for positive other-words and negative other-words were significantly different in both patients with MDD (t=2.943, p=0.004) and HCs (t=-2.482, p=0.015), with opposite directions. The EAST effect of other-schema in patients with MDD was significantly different from that in HCs (F=13.051, p<0.001). (3) For the total sample, the EAST effect of other-schema significantly correlated with attachment avoidance, interpersonal trust and depressive symptoms. Attachment avoidance and interpersonal trust were the chain mediators between the EAST effect of other-schema and depressive symptoms (95% CI: -0.090 to -0.008). However, no significant results were found for the EAST effect of other-schema when correlation and mediation analyses were performed for HCs and patients with MDD separately. Conclusions: This study verified that patients with MDD have abnormal interpersonal patterns and negative implicit schemas. However, no mediating effect of attachment relationships and interpersonal trust was found.
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Objective To investigate the effect of particulate matter 2.5 (PM2.5) dust on autophagy and epithelial-mesenchymal transition (EMT) in human bronchial epithelial 16HBE cells, and to further explore its underlying mechanism. Methods 16HBE cells were stimulated with PM2.5 dust, and the cell viability was evaluated by CCK-8 assay. The cellular morphology of 16HBE was observed by microscopy and autophagy activation was observed by dansylcadaverine (MDC) staining. Reactive oxygen species (ROS) level was tested by flow cytometry, and protein levels of LC3-II, LC3-I, E-cadherin and α-SMA were examined by Western blot analysis before and after pretreatment with the autophagy inhibitor 3-MA. Resluts PM2.5 dust reduced the survival rate of 16HBE cells. Some cells lost their epithelial characteristics and transformed into mesenchymal cells. Compared with control group, the expression of LC3-II/LC3-I, α-SMA and ROS in PM2.5-treated group showed an increase and E-cadherin was found decreased. In addition, the autophagy inhibitor 3-MA down-regulated the expression of α-SMA, elevated the expression of E-cadherin, and significantly alleviated the ROS level. Conclusion PM2.5 induced autophagy and EMT of 16HBE cells, and autophagy enhances EMT.
Subject(s)
Dust , Epithelial-Mesenchymal Transition , Autophagy , Cadherins/metabolism , Epithelial Cells/metabolism , Humans , Particulate Matter/adverse effects , Reactive Oxygen Species/metabolismABSTRACT
BACKGROUND: The effect of serum lipids on ovarian cancer is controversial. We conducted this study to evaluate the prognostic value of preoperative plasma lipid profile in patients with ovarian cancer. METHODS: The medical records of 156 epithelial ovarian cancer patients who underwent surgical resection in our department were retrospectively reviewed and analyzed. Serum lipids profiles, including total cholesterol (TC), high-density lipoprotein cholesterol (HDL-C), low-density lipoprotein cholesterol (LDL-C), triglyceride (TG), apolipoprotein A-I (apoA-I), apolipoprotein B (apoB) and clinicopathologic data, were analyzed. Cox proportional hazards regression analyses and Kaplan-Meier method were performed to evaluate the overall survival (OS) and progression-free survival (PFS). RESULTS: Multivariable Cox regression analysis found that preoperative higher LDL-C level was significantly associated with worse OS (HR 2.088, 95% CI 1.052-4.147, p = 0.035), whereas higher HDL-C level showed significant association with better PFS (HR 0.491, 95% CI 0.247-0.975, p = 0.042). Further Kaplan-Meier survival analysis demonstrated that OS was longer for patients with low levels of LDL-C (< 2.76 mmol/L) compared to those with high levels of LDL-C (≥ 2.76 mmol/L) (P = 0.028), and PFS was better for patients with high levels of HDL-C (≥ 1.19 mmol/L) compared to those with low levels of HDL-C (< 1.19 mmol/L) (P = 0.001). CONCLUSIONS: Preoperative HDL-C and LDL-C levels are significant predictors of clinical outcome in patients with epithelial ovarian cancer.
Subject(s)
Ovarian Neoplasms , Carcinoma, Ovarian Epithelial/surgery , Cholesterol, HDL , Cholesterol, LDL , Humans , Ovarian Neoplasms/surgery , Prognosis , Retrospective Studies , TriglyceridesABSTRACT
A synthetic strategy for conjugating small molecules and peptide-based therapeutics, via a cleavable ester bond, to a lipidated ß3-tripeptide is presented. The drug-loaded ß3-peptide was successfully co-assembled with a functionally inert lipidated ß3-tripeptide to form a hydrogel. Quantitative release of lactose from the hydrogel, by the action of serum esterases, is demonstrated over 28 days. The esterase-mediated sustained release of the bioactive brain-derived neurotrophic factor (BDNF) peptide mimics from the hydrogel resulted in increased neuronal survival and normal neuronal function of peripheral neurons. These studies define a versatile strategy for the facile synthesis and co-assembly of self-assembling ß3-peptide-based hydrogels with the ability to control drug release using endogenous esterases with potential in vivo applications for sustained localized drug delivery.
Subject(s)
Esterases/metabolism , Hydrogels/pharmacology , Neurons/drug effects , Peptides/pharmacology , Animals , Cell Survival/drug effects , Cells, Cultured , Drug Liberation , Esterases/blood , Female , Hydrogels/chemistry , Hydrogels/metabolism , Materials Testing , Molecular Structure , Neurons/metabolism , Peptides/chemistry , Peptides/metabolism , Pregnancy , Rats , Rats, Sprague-DawleyABSTRACT
CONTEXT: The COVID-19 pandemic has had an effect on many communities' physical and mental well-being, especially that of healthcare workers. During the pandemic, health workers have shown signs of depression and anxiety and have experienced sleep disturbances. Few studies have examined health workers' resilience during the pandemic. OBJECTIVE: The current study intended to examine the job stress and mental well-being of nurses who have supported, worked with, and cared for COVID-19 patients in an intensive care unit. DESIGN: The research team performed a narrative review by searching the Mendeley, ScienceDirect, Medline, PubMed, Google Scholar, and Springer databases. The search used many keywords, both alone and in combination, such as COVID-19, pandemic, nurses, healthcare professionals, stress, and frontline workers. The review considered only English journals. SETTING: This study was take place in Second Affiliated Hospital of Hainan Medical University, Hainan Province, China. RESULTS: During the current pandemic, COVID-19 prevention in social settings, governmental regulation during the pandemic, and provision of frontline care have faced notable challenges. In general, nurses who have assisted during the COVID-19 pandemic have been under severe strain. The key factors that influenced nurses' stress were being only children, their working time per week, and their levels of anxiety. CONCLUSIONS: COVID-19 has posed a vast threat to public health worldwide. The psychological stress of nurses should be managed in public-health emergencies.
Subject(s)
COVID-19 , Nurses , Psychological Distress , Child , Humans , Intensive Care Units , Pandemics , SARS-CoV-2ABSTRACT
Salmonella is a prevalent pathogen causing serious morbidity and mortality worldwide. There are over 2600 serovars of Salmonella. Among them, Salmonella Enteritidis, Salmonella Typhimurium, and Salmonella Paratyphi were reported to be the most common foodborne pathogenic serovars in the EU and China. In order to provide a more efficient approach to detect and distinguish these serovars, a new analytical method was developed by combining surface-enhanced Raman spectroscopy (SERS) with multi-scale convolutional neural network (CNN). We prepared 34-nm gold nanoparticles (AuNPs) as the label-free Raman substrate, measured 1854 SERS spectra of these three Salmonella serovars, and then proposed a multi-scale CNN model with three parallel CNNs to achieve multi-dimensional extraction of SERS spectral features. We observed the impact of the number of iterations and training samples on the recognition accuracy by changing the ratio of the number of the training and testing sets. By comparing the calculated data with experimental one, it was shown that our model could reach recognition accuracy more than 97%. These results indicate that it was not only feasible to combine SERS spectroscopy with multi-scale CNN for Salmonella serotype identification, but also for other pathogen species and serovar identifications.
Subject(s)
Salmonella Infections/microbiology , Salmonella/chemistry , Spectrum Analysis, Raman/methods , Gold/chemistry , Humans , Metal Nanoparticles/chemistry , Neural Networks, Computer , Salmonella/classification , Salmonella/isolation & purification , Time FactorsABSTRACT
AIM: Endometrial cancer (EC) is a common type of malignant gynecological cancer. Small nucleolar RNA host gene 9 (SNHG9) has been discovered to serve a role in several types of cancer; however, the role of SNHG9 in EC remains unclear. The present study aimed to investigate the effects of lncRNA SNHG9 on cell proliferation and glycolysis in EC cells. METHODS: SNHG9 and hexokinase 2 (HK2) mRNA expression levels were measured by reverse transcription-quantitative PCR. Glucose consumption and lactate production were detected by the glycolysis cell-based assay kit. Cell Counting Kit-8 and colony formation assays were conducted to detect cell proliferation. The knockdown experiments of SNHG9 and HK2 were carried out by transfection of corresponding small interference RNAs (siRNA). The SNHG9-overexpressed plasmid was transfected into the cells to upregulate SNHG9. HK2 protein levels were analyzed by western blotting assay. RESULTS: SNHG9 expression levels were significantly upregulated in EC tissues and cells. The knockdown of SNHG9 subsequently effectively attenuated cell proliferation and glycolysis in vitro, while SNHG9 overexpression reported the opposite effects. Notably, the transfection of 2-DG partially reversed the promoting effect of SNHG9 on glycolysis. Downregulation of HK2 markedly decreased cell proliferation and glycolysis in EC cells antagonized SNHG9. CONCLUSION: Either downregulation of SNHG9 or HK2 inhibits EC cell proliferation and glycolysis via repressing EC cell proliferation and glycolysis.