1.Exploration of the Predictive Value of Peripheral Blood-related Indicators for EGFR Mutations and Prognosis in Non-small Cell Lung Cancer Using Machine Learning.
Shulei FU ; Shaodi WEN ; Jiaqiang ZHANG ; Xiaoyue DU ; Ru LI ; Bo SHEN
Chinese Journal of Lung Cancer 2025;28(2):105-113
BACKGROUND:
Epidermal growth factor receptor (EGFR) sensitive mutation is one of the effective targets of targeted therapy for non-small cell lung cancer (NSCLC). However, due to the difficulty of obtaining some primary tissues and the economic factors in some underdeveloped areas, some patients cannot undergo traditional genetic testing. The aim of this study is to establish a machine learning (ML) model using non-invasive peripheral blood markers to explore the biomarkers closely related to EGFR mutation status in NSCLC and evaluate their potential prognostic value.
METHODS:
2642 lung cancer patients who visited Jiangsu Cancer Hospital from November 2016 to May 2023 were retrospectively enrolled and finally 175 NSCLC patients with complete follow-up data were included in the study. The ML model was constructed based on peripheral blood indicators and divided into training set and test set according to the ratio of 8:2. Unsupervised learning algorithms were used for clustering blood features and mutual information method for feature selection, and an ensemble learning algorithm based on Shapley value was designed to calculate the contribution of each feature to the model prediction result. The receiver operating characteristic (ROC) curve was used to evaluate the predictive ability of the model.
RESULTS:
Through the feature extraction and contribution analysis of the predictive results of the interpretable ML model based on the Shapley value, the top ten indicators with the highest contribution were: pathological type, phosphorus, eosinophils, monocyte count, activated partial thromboplastin time, potassium, total bilirubin, sodium, eosinophil percentage, and total cholesterol. The area under the curve (AUC) of the model was 0.80. In addition, patients with hyponatremia and squamous cell carcinoma group had a poor prognosis (P<0.05).
CONCLUSIONS
The interpretable model constructed in this study provides a new approach for the prediction of EGFR mutation status in NSCLC patients, which provides a scientific basis for the diagnosis and treatment of patients who cannot undergo genetic testing.
Humans
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Carcinoma, Non-Small-Cell Lung/diagnosis*
;
Machine Learning
;
Lung Neoplasms/diagnosis*
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Male
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Female
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Mutation
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Middle Aged
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ErbB Receptors/genetics*
;
Prognosis
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Aged
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Retrospective Studies
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Adult
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Biomarkers, Tumor/genetics*
2.Immunogenic evaluation of pseudorabies virus gB protein expressed in the baculovirus-insect cell system.
Jin WANG ; Kai WANG ; Ying ZHANG ; Shuzhen TAN ; Shiqi SUN ; Huichen GUO ; Shuanghui YIN ; Jiaqiang NIU
Chinese Journal of Biotechnology 2025;41(7):2694-2706
Pseudorabies (PR) is an infectious disease caused by the pseudorabies virus (PRV), affecting various domesticated and wild animals. Since pigs are the only natural hosts of PRV, PR poses a serious threat to the pig farming industry. Currently, PR is primarily prevented through vaccination with inactivated vaccines or genetically modified attenuated live vaccines. Developing safe and effective genetically engineered vaccines would facilitate the eradication and control of PR. In this study, the PRV vaccine strain Bartha-K61 was used as the reference strain. The gB protein was expressed via the baculovirus-insect cell expression system. Non-denaturing gel electrophoresis confirmed that the gB protein could form a trimeric structure. The purified gB protein was used to immunize mice, and the immune effect was evaluated by a challenge test. The results showed that the gB antigen induced a strong immune response in mice, with the serum-neutralizing antibody titer above 1:70. The lymphocyte stimulation index reached more than 1.29, and the level of (interferon gamma, IFN-γ) release was higher than 100 pg/mL. After immunization, mice were challenged with the virus at a dose of 104 TCID₅₀/mL, 200 μL per mouse, and the clinical protection rate was 100%. Immunohistochemistry, histopathological section, and tissue viral load results showed that the pathological damage and viral load in the gB-immunized group were significantly lower than those in the PBS group. In summary, the gB protein obtained in this study induced strong humoral and cellular immune responses in mice, laying a foundation for developing a recombinant gB protein subunit vaccine.
Animals
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Mice
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Baculoviridae/metabolism*
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Viral Envelope Proteins/biosynthesis*
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Herpesvirus 1, Suid/genetics*
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Pseudorabies/immunology*
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Swine
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Pseudorabies Vaccines/genetics*
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Antibodies, Viral/blood*
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Insecta/cytology*
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Mice, Inbred BALB C
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Female
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Viral Vaccines/immunology*
3.The curative effect of interventional embolization of middle meningeal artery for chronic subdural hematoma
Fei DING ; Zhenbao LI ; Zihuan ZHANG ; Xintong ZHAO ; Jiaqiang LIU ; Feiyun QIN ; Liying HU ; Gang ZHOU
Journal of Interventional Radiology 2024;33(1):12-16
Objective To evaluate the safety and efficacy of interventional embolization of middle meningeal artery(MMA)for the treatment of chronic subdural hematoma(CSDH).Methods The clinical data of 14 patients with CSDH(17 lesions in total),who were treated with simple embolization of MMA at the Yijishan Hospital of Wannan Medical College of China between July 2021 and July 2022,were retrospective analyzed.After superselective catheterization of MMA using a microcatheter was accomplished,Onyx-18 glue,a liquid embolization agent,was used to embolize the main trunk and the branches of MMA.Imaging follow-up was adopted at 30 days and 90 days after discharge from hospital to evaluate the absorption of hematoma,and the improvement of clinical symptoms was defined as the modified Rankin Scale score(mRS)being decreased≥1 point from the baseline value.Results Successful embolization of MMA was accomplished for all the 17 lesions in the 14 patients,and no procedure-related complications occurred.During the follow-up period,the clinical symptoms and signs were remarkably improved in all patients.The postoperative 90-day hematoma volume was reduced by more than 90%in 11 patients and by more than 40%in one patient,and in 2 patients the postoperative 30-day hematoma volume was reduced by more than 30%.Complete absorption of hematoma was seen in 11 patients,and partial absorption of hematoma was observed in 3 patients.Conclusion For the treatment of newly-developed or recurrent CSDH,interventional embolization of MMA is clinically safe and effective.(J Intervent Radiol,2024,32:12-16)
4.Risk factors for newly developed lower extremity deep vein thrombosis in patients after general anes-thesia in the anesthesia intensive care unit
Xiaofei WANG ; Mingyang SUN ; Jiaqiang ZHANG
The Journal of Clinical Anesthesiology 2024;40(1):56-60
Objective To identify the risk factors for newly developed lower extremity deep vein thrombosis(DVT)in patients transferred to the anesthesia intensive care unit(AICU)after general anes-thesia.Methods A total of 192 patients who were transferred to AICU with tracheal intubation after elective general anesthesia from May 2022 to August 2022,105 males and 87 females,aged 18-85 years,BMI 18-31 kg/m2,ASA physical status Ⅱor Ⅲ,were retrospectively collected.The patients'baseline da-ta,anesthesia surgery data and preoperative and postoperative laboratory examination data were obtained.The patients were divided into two groups according to the results of ultrasound within 6 hours after admission to the AICU:DVT group and non-DVT group.Multivariate logistic regression analysis was used to analyze the risk factors and 95%confidence interval(CI)of DVT in AICU patients within 6 hours after sur-gery.ResultsNew DVT occurred in 64 patients(33.3%)in AICU after general anesthesia were calf inter-muscular venous thrombosis(CMVT).Multivariate logistic regression analysis showed that preoperative ar-rhythmia(OR = 2.236,95%CI 1.011-4.943,P = 0.047),high preoperative platelet count(OR = 1.006,95%CI 1.002-1.010,P = 0.007),high preoperative D-dimer concentration(OR=1.203,95%CI 1.046-1.383,P = 0.010),intraoperative hypotension(OR = 1.010,95%CI 1.002-1.019,P = 0.020),and intraoperative norepinephrine application(OR = 3.796,95%CI 1.697-8.492,P = 0.001)were risk factors for new DVT formation in AICU patients after general anesthesia.History of regular intake of aspirin(OR = 0.176,95%CI 0.060-0.518,P = 0.002)was protective factor.Conclusion Preoperative arrhythmia,high preoperative platelet count,high preoperative D-dimer concentration,intraop-erative hypotension,and administration of intraoperative norepinephrine are risk factors for new DVT within 6 hours after general anesthesia in AICU patients.
5.Predictive value of bedside diaphragmatic ultrasound for pulmonary complications after thoracoscopic lobectomy
Gaofeng GUO ; Xiaoguo RUAN ; Yangyang WANG ; Jiaqiang ZHANG
The Journal of Practical Medicine 2024;40(2):207-212
Objective To assess the predictive value of bedside diaphragmatic ultrasound in predicting pulmonary complications(PPCs)after thoracoscopic lobectomy.Methods The patients who had undergone elective thoracoscopic lobectomy in Henan Provincial People's Hospital were collected.General information and perioperative indicators were recorded.Diaphragmatic motility was detected by bedside ultrasound preoperatively and on postopera-tive days 1,3,and 5.The patients were divided into two groups(PPCs group and non-PPCs group).Statistically different parameters in univariate analysis were included in multivariate logistic regression analysis to screen inde-pendent influencing factors of PPCs.Receiver operating curve(ROC)was drawn,and the performance of diaphragm ultrasound for predicting PPCs was evaluated by the area under the curve(AUC).Results 949 patients were included in this study.PPCs occurred in 537 patients(57.5% ).Univariate analysis showed that as compared with the non-PPCs group,the proportion of diabetic patients and postoperative VAS score in the PPCs group increased,time to chest tube removal and one-lung ventilation,and postoperative hospital stay were longer.PPCs group had a lower DE value on the operative side and healthy side on postoperative days 1 and 3 and on the operative side alone on day 5(P<0.05).Multivariate logistic regression analysis showed that prolonged one-lung ventilation time,diabetes mellitus,DE values on the operative side and unoperative side on postoperative days 1 and 3,and decreased DE value on the operative side on day 5 were independent risk factors for PPCs.The ROC curve shows that the efficacy of DE for pre-dicting PPCs on the operative and healthy sides on postoperative days 1 and 3 was relatively high(AUC of 0.797,0.821,0.933,and 0.929;respectively).The efficacy of DE for predicting PPCs on the operative side was poor on postoperative day 5(AUC of 0.703 and 0.512,respectively).Conclusions A decrease in postoperative DE,prolonged one-lung ventilation time,and diabetes are independent risk factors for PPCs after thoracoscopic lobectomy.Bedside ultrasound evaluation of DE has a higher value in predicting PPCs three days after surgery.
6.Risk factors for prolonged length of stay in post-anesthesia care unit and development of a prediction model in patients undergoing radical esophagectomy
Bing LI ; Yao LIU ; Xinmin LIU ; Ying ZHAO ; Jiaqiang ZHANG ; Wei ZHANG
Chinese Journal of Anesthesiology 2024;44(1):20-25
Objective:To identify the risk factors for prolonged length of stay in post-anesthesia care unit (PACU-LOS) and development of a prediction model in the patients undergoing radical esophagectomy.Methods:The medical records from patients of both sexes, aged 40-80 yr, of American Society of Anesthesiologists Physical Status classificationⅠ-Ⅲ, transferred to PACU with tracheal intubation after radical esophagectomy under general anesthesia in our hospital from January 2019 to December 2020, were retrospectively collected. The patient′s age, gender, American Society of Anesthesiologists Physical Status classification, smoking history, drinking history, history of non-thoracic surgery, history of hypertension, history of diabetes mellitus, preoperative anemia, respiratory diseases, doses of anesthetics, preoperative nerve block, intraoperative consumption of opioids and dexmedetomidine, operation method (thoracotomy and endoscopic surgery), operation time, usage of vascular drugs, bradycardia, hypotension, red blood cell infusion, plasma infusion, total infusion volume, blood loss and urine volume were collected. The extubation time in PACU, visual analog scale scores at rest at 10 min after extubation, consumption of rescue analgesics in PACU, hypoxemia after extubation, and occurrence of nausea and vomiting were also collected. Patients were divided into PACU-LOS normal group (PACU-LOS≤2 h) and PACU-LOS prolonged group (PACU-LOS>2 h) according to the PACU-LOS. Logistic regression analysis was used to identity the risk factors for prolonged PACU-LOS in the patients undergoing radical esophagectomy, and the predictive model was established and verified. The receiver operating characteristic curves were used to evaluate the model discrimination and Hosmer-Lemshow goodness-of-fit test was used to evaluate the consistency of the model.Results:A total of 943 patients were included in this study, and the incidence of prolonged PACU-LOS was 15.7%. The results of logistic regression analysis showed that chronic obstructive pulmonary disease ( OR=4.900, 95% confidence interval [ CI] 2.512-9.556), increasing age ( OR=22.154, 95% CI 6.736-73.003), prolonged time of extubation ( OR=1.214, 95% CI 1.174-1.256) and hypoxemia after extubation ( OR=4.891, 95% CI 2.167-11.039) were risk factors for prolonged PACU-LOS, and the preoperative use of nerve block ( OR=0.358, 95% CI 0.190-0.672) was a protective factor for prolonged PACU-LOS in the patients undergoing radical esophagectomy ( P<0.05). The area under the receiver operating characteristic curve (95% CI) was 0.947 (0.925-0.963), the sensitivity was 0.878, and the specificity was 0.906. The internal validation of the prediction model was carried out using the receiver operating characteristic curve in the validation set, and the area under the curve (95% CI) was 0.942 (0.895-0.942, P<0.001) and the Youden index was 0.784. The line chart prediction model was developed. The prediction analysis model was verified by Hosmer-Lemshow test, P<0.001, and the C-index visualized line chart prediction model was 0.946. Conclusions:Preoperative chronic obstructive pulmonary disease, increasing age, prolonged time of extubation and hypoxemia after extubation are risk factors for prolonged PACU-LOS, and preoperative use of nerve block is a protective factor for prolonged PACU-LOS. The risk prediction model developed can effectively predict the occurrence of prolonged PACU-LOS in the patients undergoing radical esophagectomy.
7.Analysis of the effect of all-inside endoscopic procedure through two portals combined with double-hemisection Achilles tendon lengthening for Achilles tendon contracture
Yunjia HAO ; Zexiang LYU ; Buqing CHANG ; Jiaqiang FAN ; Youlun TAO ; Shucai ZHANG ; Zaiyi ZHANG ; Aiguo WANG
Chinese Journal of Surgery 2024;62(8):758-763
Objective:To examine the feasibility and clinical effect of all-inside endoscopic procedure through two portals combined with double-hemisection Achilles tendon lengthening for Achilles tendon contracture.Methods:This is a retrospective case series study. From February 2021 to February 2023, the clinical data of 24 patients (30 feet) with Achilles tendon contracture treated with all-inside endoscopic procedure through two portals combined with double-hemisection Achilles tendon lengthening were analyzed retrospectively. There were 10 males and 14 females, aged (32.8±16.1) years (range: 9 to 62 years). There were 8 cases of left side only, 10 cases of right side only and 6 cases of bilateral. There were 14 cases (16 feet) of foot varus, 4 cases (6 feet) of foot valgus, and 6 cases (8 feet) without deformity. All patients underwent all-inside endoscopic procedure through two portals combined with double-hemisection Achilles tendon lengthening. The surgical effects were evaluated using the maximum dorsal extension angle of ankle joint in knee extension position, the visual analogue scale (VAS) of pain, the American Orthopedic Foot and Ankle Society ankle-hindfoot score(AOFAS-AH). Paired sample t test was used to compare the scores before and after operation.Results:All patients successfully completed the operation, and the operation time of Achilles tendon lengthening was (22.0±5.7)minutes (range: 15 to 35 minutes) and the intraoperative blood loss was (6.5±2.7)ml (range: 2 to 15 ml). All patients primarily healing without any complications such as sural nerve injury, Achilles tendon rupture, important blood vessel injury, and obvious decrease of lift heel strength of achilles tendon. All 24 patients were followed up for (17.2±4.5) months (range: 12 to 28 months). One patient suffered from lift heel′s weakness in one foot after operation, and recovered after repeated lift heel functional exercises. The ankle dorsiflexion function of two patients with calf triceps spasm were not improved after operation, and it was obviously improved after botulinum toxin injection. At the last follow-up, the maximum dorsal extension angle of ankle joint in knee extension position increased from -9.2°±7.6°(range:-25° to 5°) preoperatively to 14.5°±7.0°(range:0° to 28°)( t=24.83, P<0.01); the VAS score was reduced from (4.5±1.7) points (range:1 to 8 points) preoperatively to (1.5±0.9) points (range:0 to 3 points) ( t=9.53, P<0.01), the AOFAS-AH was increased from (60.5±11.4)points (range:38 to 85 points) to (90.8±5.4) points (range:80-100 points)( t=14.21, P<0.01). Conclusions:All-inside endoscopic procedure through two portals combined with double-hemisection Achilles tendon lengthening for Achilles tendon contracture not only provides Achilles tendon lengthening, but also avoids complications such as Achilles tendon rupture and sural nerve injury. It is an effective method for the treatment of Achilles tendon contracture.
8.Analysis of the effect of all-inside endoscopic procedure through two portals combined with double-hemisection Achilles tendon lengthening for Achilles tendon contracture
Yunjia HAO ; Zexiang LYU ; Buqing CHANG ; Jiaqiang FAN ; Youlun TAO ; Shucai ZHANG ; Zaiyi ZHANG ; Aiguo WANG
Chinese Journal of Surgery 2024;62(8):758-763
Objective:To examine the feasibility and clinical effect of all-inside endoscopic procedure through two portals combined with double-hemisection Achilles tendon lengthening for Achilles tendon contracture.Methods:This is a retrospective case series study. From February 2021 to February 2023, the clinical data of 24 patients (30 feet) with Achilles tendon contracture treated with all-inside endoscopic procedure through two portals combined with double-hemisection Achilles tendon lengthening were analyzed retrospectively. There were 10 males and 14 females, aged (32.8±16.1) years (range: 9 to 62 years). There were 8 cases of left side only, 10 cases of right side only and 6 cases of bilateral. There were 14 cases (16 feet) of foot varus, 4 cases (6 feet) of foot valgus, and 6 cases (8 feet) without deformity. All patients underwent all-inside endoscopic procedure through two portals combined with double-hemisection Achilles tendon lengthening. The surgical effects were evaluated using the maximum dorsal extension angle of ankle joint in knee extension position, the visual analogue scale (VAS) of pain, the American Orthopedic Foot and Ankle Society ankle-hindfoot score(AOFAS-AH). Paired sample t test was used to compare the scores before and after operation.Results:All patients successfully completed the operation, and the operation time of Achilles tendon lengthening was (22.0±5.7)minutes (range: 15 to 35 minutes) and the intraoperative blood loss was (6.5±2.7)ml (range: 2 to 15 ml). All patients primarily healing without any complications such as sural nerve injury, Achilles tendon rupture, important blood vessel injury, and obvious decrease of lift heel strength of achilles tendon. All 24 patients were followed up for (17.2±4.5) months (range: 12 to 28 months). One patient suffered from lift heel′s weakness in one foot after operation, and recovered after repeated lift heel functional exercises. The ankle dorsiflexion function of two patients with calf triceps spasm were not improved after operation, and it was obviously improved after botulinum toxin injection. At the last follow-up, the maximum dorsal extension angle of ankle joint in knee extension position increased from -9.2°±7.6°(range:-25° to 5°) preoperatively to 14.5°±7.0°(range:0° to 28°)( t=24.83, P<0.01); the VAS score was reduced from (4.5±1.7) points (range:1 to 8 points) preoperatively to (1.5±0.9) points (range:0 to 3 points) ( t=9.53, P<0.01), the AOFAS-AH was increased from (60.5±11.4)points (range:38 to 85 points) to (90.8±5.4) points (range:80-100 points)( t=14.21, P<0.01). Conclusions:All-inside endoscopic procedure through two portals combined with double-hemisection Achilles tendon lengthening for Achilles tendon contracture not only provides Achilles tendon lengthening, but also avoids complications such as Achilles tendon rupture and sural nerve injury. It is an effective method for the treatment of Achilles tendon contracture.
9.Research progress on breed characteristics and germplasm resources itilization of Zi goose
Mingdong HUO ; Jiaqiang DONG ; Ping LI ; Wenkai GUO ; Zhifeng CHEN ; Zhigang MA ; Nian-Dong WEI ; Yue ZOU ; Hong ZHANG ; Zhiqiang WANG ; Haotian YANG ; Caihong HAO ; Mingzhe LYU ; Yuxiang HUANG
Chinese Journal of Veterinary Science 2024;44(11):2496-2501
Zi goose is a small local variety with high fecundity,good meat quality,roughage resist-ance,strong adaptability and excellent down quality.It is an excellent female parent for cross breeding among varieties.With the rapid development of goose industry,the variety of Zi goose has not been well protected,the variety is hybrid and degraded seriously,and the number of pure Zi goose is decreasing day by day.This paper reviewed the research progress on the breeding distribu-tion and preservation status of Zi goose and the variety characteristics of Zi goose,in order to pro-vide reference for the research,protection and utilization of germplasm resources of Zi goose and the stable development of goose industry.
10.Mechanism of clonidine preventing sevoflurane-induced neurotoxicity in neonatal mice: relationship with Tau phosphorylation
Xu WANG ; Mingyang SUN ; Jiaqiang ZHANG ; Shuang ZENG
Chinese Journal of Anesthesiology 2024;44(4):424-427
Objective:To investigate the relationship between the mechanism of clonidine preventing sevoflurane-induced neurotoxicity and Tau phosphorylation in neonatal mice.Methods:Seventy-two SPF healthy newborn C57BL/6 wild-type mice, aged 6 days, were divided into 4 groups ( n=18 each) using a random number table method: normal control group (C group), clonidine control group (CC group), sevoflurane-induced neurotoxicity group (S group) and prevention with clonidine group (SC group). Mice inhaled 3% sevoflurane for 2 h daily on postnatal days 6, 9 and 12, and normal saline or clonidine 1 mg/kg was intraperitoneally injected before anesthesia in S group and SC group. Six mice were randomly selected from each group after the end of anesthesia on postnatal day 12, and the hippocampal tissues were removed for determination of the expression of the phosphorylated Tau protein (AT8) and total Tau protein (Tau46) at Tau-PS202 and Tau-PT205 sites by Western blot. The ratio of AT8 expression to Tau 46 expression (AT8/Tau46 ratio) was calculated. Another 12 mice in each group underwent novel object recognition test on postnatal days 29-30 (the discrimination ratio of novel objects was observed), and the Morris water maze test was performed on postnatal days 31-37 (the escape latency and the times of crossing the platform were observed). After the end of the behavioral testing, the hippocampal tissues were harvested under anesthesia to detect the expression of postsynaptic density-95 (PSD-95) by Western blot. Results:Compared with group C, the expression of AT8 was significantly up-regulated, the ratio of AT8/Tau46 was increased, the expression of PSD-95 was down-regulated, and the number of crossing platforms and novel object discrimination ratio were decreased in group S ( P<0.05). Compared with group S, the expression of AT8 was significantly down-regulated, the ratio of AT8/Tau46 was decreased, the expression of PSD-95 was up-regulated, and the number of crossing platforms and novel object discrimination ratio were significantly increased in group SC ( P<0.05). There was no significant difference in the expression of Tau46 and escape latency among the four groups ( P>0.05). Conclusions:The mechanism by which clonidine prevents sevoflurane-induced neurotoxicity in neonatal mice is related to the inhibition of Tau phosphorylation.

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