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Objective To predict the effectiveness of nosocomial infection management and effectively control the risk of nosocomial infection. Methods In this study, with the population of ICU patients in a Grade A hospital , 345 ICU patients seen from June 2020 to June 2021 were included in the analysis to collect the infection data in the hospital. Based on the use of the decision tree model to analyze the influencing factors of nosocomial infection, the neural network model was also used to predict the risk of developing nosocomial infection. Results The decision tree model showed that advanced age (age> 80 years) influenced the root node. Type 2 diabetes, gender by male, and BMI level were child nodes, which had different synergistic effects on the occurrence of nosocomial infection. At the same time, random forest (RF), support vector machine (SVM), logical regression (LR) and K nearest neighbor (KNN) algorithms were used to construct a neural network prediction model of nosocomial infection risk, suggesting that the condition, sex and body size of basic diseases are related to the occurrence of nosocomial infection. The combined use of the above model in parallel can effectively increase the specificity and reduce the missed diagnosis. Conclusion The neural network model joint decision tree model in parallel and joint early warning of nosocomial infection risk have excellent effect, and can effectively provide information support for the prevention, management and disposal of nosocomial infection.
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Objective:To explore any effect of supplementing low-frequency repeated transcranial magnetic stimulation (rTMS) with intermittent resistance training on muscle tone and the recovery of motor function among persons with Parkinson′s disease (PD).Methods:A total of 104 PD patients were randomly divided into an observation group and a control group, each of 52. Both groups were treated with conventional drugs and low-frequency rTMS, while the observation group was additionally provided with intermittent resistance training for 8 weeks. Before and after the intervention, the motor functioning of both groups was evaluated using unified Parkinson′s disease rating scale-III (UPDRS-III) and the Berg Balance Scale (BBS). Limb muscle tension was quantified using the modified Ashworth scale (MAS). The subjects′ psychological states were quantified using the exercise self-efficacy scale (ESE), and the modified Barthel index (MBI) was applied to evaluate their ability in the activities of daily living. A 3D motion processing system collected and analyzed data describing each subject′s gait kinematics.Results:After the intervention, significantly greater average improvement was observed in all of the outcome measures among the observation group compared with the control group.Conclusion:Combining intermittent resistance training with low-frequency rTMS can significantly reduce muscle tone and improve the motor functioning of PD patients. The combination is more effective than low-frequency rTMS alone.
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Objective:To investigate the effects of fluoride exposure on autophagy and the expression levels of adenosine monophosphate activated protein kinase (AMPK), mammalian target of rapamycin (mTOR) and Unc-51-like kinase 1 (ULK1) in mouse neuroblastoma and rat glioma fusion cells (NG108-15 cells).Methods:NG108-15 cells were cultured in vitro and divided into control group (0 mg/L), low fluoride group (20 mg/L), medium fluoride group (40 mg/L) and high fluoride group (80 mg/L) according to the final concentration of sodium fluoride, and the cells were collected after 24 h of treatment for standby. NG108-15 cells autophagy was detected by immunofluorescence/immunocytochemistry (IF/ICC method, the autophagy positive control group was treated with chloroquine phosphate); the mRNA expression levels of AMPK, mTOR and ULK1 in each group were detected by real-time fluorescent quantitative polymerase chain reaction (qRT-PCR); the protein expression levels of autophagy related protein microtubule-associated protein 1 light chain 3B (LC3B), AMPK, mTOR, ULK1, phosphorylation (p)-AMPK, p-mTOR, p-ULK1 in each group were detected by Western blotting. Results:No autophagosome was detected in the control group, and autophagosomes were detected in all the fluoride groups. The protein expression level of LC3B in the low, medium and high fluoride groups (1.80 ± 0.59, 2.16 ± 0.60, 2.30 ± 0.57) was significantly higher than that in the control group (1.00 ± 0.29, P < 0.05). The results of qRT-PCR showed that compared with the control group, the mRNA expression levels of AMPK in medium and high fluoride groups were higher (2.30 ± 0.57, 4.41 ± 1.05 vs 1.00 ± 0.01, P < 0.05); the mRNA expression levels of mTOR in the low, medium and high fluoride groups were lower (0.79 ± 0.04, 0.76 ± 0.09, 0.64 ± 0.10 vs 1.00 ± 0.01, P < 0.05), and the mRNA expression levels of ULK1 were higher (1.81 ± 0.39, 1.96 ± 0.35, 4.22 ± 1.03 vs 1.00 ± 0.01, P < 0.05). The results of Western blotting showed that compared with the control group, the protein expression levels of AMPK (1.21 ± 0.05, 1.20 ± 0.04, 1.30 ± 0.07 vs 1.00 ± 0.03), p-AMPK (1.12 ± 0.05, 1.20 ± 0.06, 1.49 ± 0.07 vs 1.00 ± 0.02), ULK1 (1.16 ± 0.05, 1.26 ± 0.05, 1.15 ± 0.05 vs 1.00 ± 0.04) and p-ULK1 (1.19 ± 0.04, 1.17 ± 0.02, 1.24 ± 0.05 vs 1.00 ± 0.05) in the low, medium and high fluoride groups were higher ( P < 0.05), and the protein expression levels of mTOR were lower (0.77 ± 0.03, 0.60 ± 0.03, 0.55 ± 0.04 vs 1.00 ± 0.04, P < 0.05); the protein expression levels of p-mTOR in the medium and high fluoride groups were lower (0.93 ± 0.05, 0.48 ± 0.02 vs 1.00 ± 0.02, P < 0.05). Conclusion:Fluoride exposure can induce autophagy in NG108-15 cells, and the expression of AMPK and ULK1 are up-regulated, while the expression of mTOR is down-regulated.
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Osteoporosis is an important cause of bone weakness and susceptibility to fractures. Anti-osteoporosis drugs of Western medicine cannot reverse its progression， and can only reduce the loss of bone density； long-term use of them is accompanied by certain adverse reactions. Traditional Chinese medicine focuses on syndrome differentiation and holistic approach， which can make up for the shortcomings of Western medicine’s treatment. The mammalian target of rapamycin （mTOR） signaling pathway is involved in the growth， proliferation， and differentiation of bone cells， and is closely related to the occurrence and development of osteoporosis. In recent years， various traditional Chinese medicine monomers （such as flavonoids， polysaccharides， alkaloids， etc.） and traditional Chinese medicine formulas （such as Bushen huoxue decoction， Liuwei dihuang pills， Erzhi pills， etc.） have been proven to promote bone formation， inhibit bone resorption， enhance bone cell autophagy， and delay the progression of osteoporosis by regulating the mTOR signaling pathway. Therefore， the article summarizes the traditional Chinese medicine monomer and formula that intervene in the mTOR signaling pathway for the treatment of osteoporosis， in order to provide medication ideas for the traditional Chinese medicine treatment of osteoporosis.