1.Development of a prediction model of surgical site infection after posterior lumbar interbody fusion in patients based on random forest algorithm
Honglei PEI ; Chang ZHANG ; Yafeng GUO
Chinese Journal of Spine and Spinal Cord 2024;34(2):177-185
Objectives:To analyze the risk factors related to infection after posterior lumbar interbody fusion(PLIF)by random forest algorithm and develop a prediction model,providing a certain reference for clinical prevention of surgical site infection(SSI)after PLIF.Methods:A retrospective study was conducted on the masked data of patients hospitalized for PLIF in the spinal surgery department of some third-level grade A hospitals in Beijing municipality and Hebei Province from June 2019 to June 2021 provided by Beijing Zhongwei Cloud Medical Data Analysis and Application Technology Research Institute through data processing and analysis.The classification data were analyzed and compared between SSI group and non-SSI group to obtain variables that significantly impacted the postoperative infection.SPSS Modeler 20 system was used as the tool for model development,and random forest algorithm was applied to analyze,obtaining the patient characteristics of postoperative infection,namely the infection model.Results:A total of 8,764 patients were included in study,and 373 patients were diagnosed with SSI,with an incidence rate of 4.4%(95%CI:2.2%to 6.5%).After statistical analysis,six variables,including obesity,ASA Ⅲ and above,prolonged operative time,chronic heart disease,diabetes and renal dysfunction,were independently associated with SSI.Classification with a random forest model yielded a high accuracy of 90.6%.The characteristics of patients prone to infection after PLIF(two models of infection)was:[(BMI=1)and(SD=1)and(ASA=1)and(RI=1)]or[(BMI=0)and(SD=1)and(DM=1)and(RI=1)].Conclusions:The random forest algorithm applied in this study could obtain an average accuracy of 90.6%,and two infection models were obtained as:(1)Patients with obesity,renal insufficiency,ASA grade Ⅲ or above,and operative time≥3h;(2)Patients who are not obese,but with diabetes,renal insufficiency,and the operative time ≥3h.
2.Epidemiological investigation of SARS-CoV-2 infection in maintenance hemodialysis patients in Jiangsu province during the outbreak of SARS-CoV-2
Guang YANG ; Yifei GE ; Yaoyu HUANG ; Jizhuang LOU ; Chunming JIANG ; Guoyuan LU ; Fengling CHEN ; Jiansong SHEN ; Xiaolan CHEN ; Houyong DAI ; Changhua LIU ; Min YANG ; Xiurong LI ; Zhuxing SUN ; Liang WANG ; Bin LIU ; Donghui ZHENG ; Yong XU ; Maojie CHEN ; Ling WANG ; Yilai ZHANG ; Xu ZHANG ; Jianqiang HE ; Liyuan ZHANG ; Huiting WAN ; Honglei GUO ; Jiahui YANG ; Wei XU ; Changying XING ; Huijuan MAO
Chinese Journal of Nephrology 2023;39(12):895-902
Objective:To investigate the epidemiology of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection in patients with maintenance hemodialysis (MHD) in Jiangsu province during SARS-CoV-2 pandemic in China from December 7, 2022 to January 27, 2023, and to analyze the influencing factors of all-cause death.Methods:It was a multi-center cross-sectional investigation. Structured questionnaire was used to collect patient information by medical staff of each hemodialysis center (room) as investigators. Part of the demography data and laboratory examination data came from the Jiangsu Province Hemodialysis Data Information System. MHD patients from hemodialysis centers (rooms) at all levels of medical institutions and independent hemodialysis institutions in Jiangsu province during the outbreak of SARS-CoV-2 infection were included, and the clinical characteristics and all-cause mortality of confirmed and suspected cases of SARS-CoV-2 infection were analyzed.Results:Questionnaire surveys and data analysis on 57 278 patients in 407 hemodialysis centers (rooms) were completed, accounting for 90.41% of the total number of MHD patients (63 357 cases) in Jiangsu province during the same period. There were 24 038 cases (41.97%) of SARS-CoV-2 infection and 14 805 cases (25.85%) of suspected infection, which were widely distributed in all dialysis centers in Jiangsu province. After clinical classification of 38 843 confirmed and suspected SARS-CoV-2 infection cases, 3 662 cases were severe and critical cases, accounting for 9.43% of the infected and suspected cases. Among the patients who had completed the questionnaires, there were 1 812 all-cause deaths, with an all-cause mortality rate of 3.16%. Multivariate logistic regression analysis showed that elderly (taking ≤50 years as a reference, 51-59 years: OR=1.583, 95% CI 1.279-1.933, P=0.001; 60-69 years: OR=3.972, 95% CI 3.271-4.858, P<0.001; 70-79 years: OR=7.236, 95% CI 5.917-8.698, P<0.001; ≥80 years: OR=11.738, 95% CI 9.459-14.663, P<0.001), male ( OR=1.371, 95% CI 1.229-1.529, P<0.001), and co-infection with hepatitis B virus (HBV) (positive serum HBV surface antigen, OR=0.629, 95% CI 0.484-0.817, P<0.001) were independent influencing factors for all cause mortality. Receiver-operating characteristic curve analysis showed that the area under the curve for male, age and current HBV infection prediction of all-cause death was 0.529 ( P<0.001), 0.724 ( P<0.001) and 0.514 ( P=0.042), respectively, and the cut-off value for age prediction of all-cause death was 65.5 years old. Compared with patients without HBV infection, MHD patients with HBV infection significantly reduced the proportion of severe and critically ill patients, all-cause hospitalizations and all cause deaths when infected with SARS-CoV-2 (4.99% vs. 6.41%, χ2=6.136, P=0.013; 8.90% vs. 11.44%, χ2=11.662, P<0.001; 2.01% vs. 3.37%, χ2=10.713, P=0.001, respectively). Conclusion:The MHD patients in Jiangsu province are susceptible to SARS-CoV-2. Elderly age and male gender are independent risk factors for death in MHD patients during the epidemic, while the HBV infection may be a protective factor for death of MHD patients infected with SARS-CoV-2.
3.Dendrocalamus latiflorus and its component rutin exhibit glucose-lowering activities by inhibiting hepatic glucose production via AKT activation.
Kun LUO ; Wenting HUANG ; Liansheng QIAO ; Xiaoling ZHANG ; Di YAN ; Zhiyu NING ; Chengmei MA ; Honglei DANG ; Dong WANG ; Hongyan GUO ; Lan XIE ; Jing CHENG
Acta Pharmaceutica Sinica B 2022;12(5):2239-2251
The potential medicinal value of Ma bamboo (Dendrocalamus latiflorus), one of the most popular and economically important bamboo species in China, has been underestimated. In the present study, we found that D. latiflorus leaf extract (DLE) reduced fasting blood glucose levels, body weight, and low-density lipoprotein cholesterol with low liver toxicity in db/db mice. In addition, gene expression profiling was performed and pathway enrichment analysis showed that DLE affected metabolic pathways. Importantly, DLE activated the AKT signaling pathway and reduced glucose production by downregulating glucose-6-phosphatase (G6PC) and phosphoenolpyruvate carboxykinase 1 (PCK1) expression. Moreover, network pharmacology analysis identified rutin as an active component in DLE through targeting insulin growth factor 1 receptor (IGF1R), an upstream signaling transducer of AKT. Due to its hypoglycemic effects and low toxicity, DLE may be considered an adjuvant treatment option for type 2 diabetes patients.
4.Study on the remineralization of demineralized enamel surfaces with glycine-guided carboxymethyl chitosan/amorphous calcium phosphate
GUO Honglei ; ZHANG Kai ; ZHANG Xu
Journal of Prevention and Treatment for Stomatological Diseases 2022;30(2):83-88
Objective:
To explore effect on the remineralization of demineralized enamel surfaces with glycine-guided carboxymethyl chitosan (CMC)/amorphous calcium phosphate (ACP).
Methods:
Remineralized solultion at different stages were prepared: ①reactive CMC/ACP (CMC/ACP nanoparticles treated with NaClO), ②reactive CMC/ACP+glycine; transmission electron microscopy was used to detect the morphology of the remineralized solution particles. Twenty teeth were randomly divided into two groups: group A and group B. Reactive CMC/ACP was applied to the enamel surface of group A and group B was treated with reactive CMC/ACP remineralization solution containing glycine. Scanning electron microscopy was used to detect the enamel surface morphology before and after remineralization, and nanoindentation was used to detect the mechanical strength (including nanoindentation depth, hardness and elastic modulus) of the enamel surface.
Results:
Under a transmission electron microscope, the particles in the reactive CMC/ACP remineralization solution were smooth, and the increase in particle size was approximately 100-300 nm. After the addition of glycine, the particles in the reactive CMC/ACP remineralization solution particles showed a linear ordered arrangement, and microcrystals were formed in the solution 15 min later, with a crystal length of approximately 5-15 μm. Remineralization in group A was granular and heterogeneous. In group B, the crystal morphology of the demineralized enamel was homogeneous and ordered, similar to that of natural enamel. The nanoindentation depth of group B after remineralization was smaller than that of group A, and it was closest to that of natural enamel, there was no significant difference between group B and natural enamel in terms of the hardness and elastic modulus of the enamel surface after remineralization.
Conclusion
CMC/ACP nanoparticles treated with NaClO can rapidly and specifically form directional and ordered remineralization on the enamel surface of a model of glycine-guided rapid remineralization of enamel caries. The surface structure of remineralized enamel is similar to that of natural enamel in terms of nanoindentation depth, hardness and elastic modulus.
5.Advances in endoscopic therapy for benign distal biliary strictures
Jinjie XU ; Honglei GUO ; Lianghao HU
Journal of Clinical Hepatology 2022;38(8):1941-1944
Benign distal biliary strictures (BDBS) are fibrous tissue proliferation and biliary stricture caused by long-term stimulation of the affected bile ducts due to non-neoplastic factors such as iatrogenic injury, chronic inflammation, and bile duct stones, which further leads to recurrent cholangitis, obstructive jaundice, and liver impairment. Relieving distal biliary obstruction and maintaining bile duct patency for a long time are the core of the treatment of BDBS. With the continuous innovation of endoscopic retrograde cholangiopancreatography techniques, new techniques such as endoscopic stenosis dilatation, stent implantation, and magnetic compression anastomosis are gradually becoming effective treatment methods for BDBS. This article elaborates on the advances in endoscopic therapy for BDBS, so as to provide a reference for clinical research.
6.Expression of ENO3 and Its Effect on Sensitivity of Hepatocellular Carcinoma Cells to Oxaliplatin
Honglei CUI ; Xiaodan ZHANG ; Danfeng GUO ; Zhiping YAN ; Wenzhi GUO ; Shuijun ZHANG
Cancer Research on Prevention and Treatment 2022;49(5):438-443
Objective To investigate the expression of ENO3 gene in hepatocellular carcinoma and its effect on the sensitivity of hepatocellular carcinoma cell lines to OXA, and to explore the possible mechanism. Methods qRT-PCR and immunohistochemical analysis were used to detect the expression of ENO3 in 48 pairs of hepatocellular carcinoma tissues and normal liver tissues.Overexpression plasmid was constructed and transfected into MHCC97H and HepG2 cells.The experiments were divided into empty group (Vector group), ENO3 overexpression group (ENO3 group), empty+OXA group (Vector+OXA group) and ENO3 overexpression+OXA group (ENO3+OXA group).The proliferation ability of MHCC97H and HepG2 cells were detected by CCK-8 assay and cell colony formation assay.The apoptosis rate was determined by flow cytometry assay.Protein expressions of Bcl-2, Bax and Caspase-3 were detected by Western blot assay. Results The expression of ENO3 was significantly decreased in hepatocellular carcinoma tissues, compared with normal liver tissues adjacent to the carcinoma.The expression of ENO3 gene in the ENO3 overexpression group was significantly higher than that in the empty group.Compared with the Vector+OXA group, cell viability was decreased, apoptosis rate was increased, Bcl-2 protein expression was decreased, Bax and Caspase-3 protein expression were increased in the ENO3+OXA group. Conclusion The expression of ENO3 is down-regulated in hepatocellular carcinoma tissues, and the overexpression of ENO3 can enhance the sensitivity of hepatocellular carcinoma cell lines to oxaliplatin by promoting cell apoptosis.
7.Exploration of Target Spaces in the Human Genome for Protein and Peptide Drugs
Liu ZHONGYANG ; Li HONGLEI ; Jin ZHAOYU ; Li YANG ; Guo FEIFEI ; He YANGZHIGE ; Liu XINYUE ; Qi YANING ; Yuan LIYING ; He FUCHU ; Li DONG
Genomics, Proteomics & Bioinformatics 2022;20(4):780-794
After decades of development,protein and peptide drugs have now grown into a major drug class in the marketplace.Target identification and validation are crucial for the discovery of protein and peptide drugs,and bioinformatics prediction of targets based on the characteristics of known target proteins will help improve the efficiency and success rate of target selection.However,owing to the developmental history in the pharmaceutical industry,previous systematic exploration of the target spaces has mainly focused on traditional small-molecule drugs,while studies related to protein and peptide drugs are lacking.Here,we systematically explore the target spaces in the human genome specifically for protein and peptide drugs.Compared with other proteins,both suc-cessful protein and peptide drug targets have many special characteristics,and are also significantly different from those of small-molecule drugs in many aspects.Based on these features,we develop separate effective genome-wide target prediction models for protein and peptide drugs.Finally,a user-friendly web server,Predictor Of Protein and Peptide drugs'therapeutic Targets(POPPIT)(http://poppit.ncpsb.org.cn/),is established,which provides not only target prediction specifically for protein and peptide drugs but also abundant annotations for predicted targets.
8.Value of plasma soluble leukocyte differentiation antigen 14 subtype combined with neutrophil gelatinase associated lipocalin in early diagnosis and prognostic prediction of sepsis in children
Mengsha ZHU ; Bo HUANG ; Honglei NIU ; Peng GUO ; Guiying ZHANG
Chinese Pediatric Emergency Medicine 2021;28(6):477-481
Objective:To explore the value of plasma soluble leukocyte differentiation antigen 14 subtype(Presepsin) combined with neutrophil gelatinase associated lipocalin(NGAL) in the early diagnosis and prognosis of sepsis in children.Methods:A total of 94 children with sepsis admitted to our hospital from June 2017 to October 2020 were selected, 41 children with shock were classified as septic shock group, and 53 children without shock were classified as sepsis group.Another 41 healthy children in our hospital during the same period were selected as the control group.The plasma levels of Presepsin, NGAL, procalcitonin(PCT) and C-reactive protein(CRP)were detected in three groups.The pediatric critical illness score and sequential organ failure(SOFA)score of children with sepsis were recorded.According to the mortality of the children within 28 days of admission, they were divided into survival group( n=75)and death group( n=19). The plasma levels of Presepsin, NGAL, PCT and CRP, pediatric critical illness score and SOFA score were compared between the survival group and the death group.Pearson test and receiver operating characteristic curve were used to analyze the correlation between plasma Presepsin, NGAL and pediatric critical illness score, SOFA score, and the predictive value of early diagnosis and prognosis of sepsis in children. Results:The levels of plasma Presepsin, NGAL, PCT and CRP in sepsis group and septic shock group were higher than those in control group, and those in septic shock group were higher than those in sepsis group( P<0.05). The plasma levels of Presepsin, NGAL, PCT, CRP and SOFA scores in death group were higher than those in survival group, and the pediatric critical illness score in death group was lower than that in survival group( P<0.05). Plasma Presepsin and NGAL were negatively correlated with pediatric critical illness score( r=-0.676, P<0.001; r=-0.664, P<0.001), and positively correlated with SOFA score( r=0.781, P<0.001; r=0.749, P<0.001). When the plasma Presepsin level was 468.91 ng/L, the sensitivity of area under curve(AUC) for sepsis diagnosis was 85.6% and the specificity was 77.5%.When the plasma NGAL level was 38.94 ng/mL, the sensitivity of AUC for sepsis diagnosis was 82.4%, and the specificity was 65.8%.The AUC of plasma Presepsin combined with NGAL for early diagnosis of sepsis was 0.912(95% CI 0.865 to 0.959), which was higher than of plasma Presepsin of 0.857(95% CI 0.785 to 0.928) and the AUC of NGAL of 0.761(95% CI 0.680 to 0.841). When the plasma Presepsin level was 816.92 ng/L, the sensitivity for predicting the prognosis of sepsis was 73.2% and the specificity was 76.1%.When the plasma NGAL level was 51.27 ng/mL, the sensitivity for predicting the prognosis of sepsis was 67.4% and the specificity was 68.0%.The AUC of plasma Presepsin combined with NGAL to predict the prognosis of sepsis was 0.891(95% CI 0.816 to 0.966), which was higher than the AUC of plasma Presepsin of 0.795(95% CI 0.698 to 0.892) and NGAL of AUC 0.714(95% CI 0.577 to 0.851). Conclusion:Clinical detection of plasma Presepsin and NGAL levels is helpful to early diagnosis of sepsis and judge the severity of the disease in children, which has guiding significance in evaluating the prognosis, and is beneficial to improve the prognosis.
9. Investigation of hearing loss and speech recognition ability of the elderly and analysis of its high risk factors
Honglei ZHANG ; Xuechen GONG ; Xuejing HAO ; Jie DENG ; Hongyi LIU ; Di WU ; Xiaoxiu HUO ; Rui GUO
Chinese Journal of Otorhinolaryngology Head and Neck Surgery 2019;54(2):116-120
Objective:
To investigate the hearing loss and speech disorders in the elderly, to analyze the risk factors of the elderly deafness, as well as to provide reference for the clinical research of the elderly deafness.
Methods:
From March 2016 to March 2018, 913 elderly people, who were tested for hearing and speech disorders, were examined by a unified questionnaire to investigate the demographic data of the subjects and the related factors of deafness, and the hearing and speech recognition tests were carried out. According to the hearing loss, the hearing impaired group was divided into the hearing impaired group (500, 1 000, 2 000 and 4 000 Hz, the average hearing threshold>25 dBHL) and the non hearing impaired group (the average hearing threshold of the four frequencies ≤25 dBHL), and then the single factor analysis and the unconditional
10. Disinfection efficacy of peracetic acid disinfectant (type Ⅲ) on gastrointestinal endoscopy
Jiaoyang GU ; Lan LIU ; Yu XIN ; Jingmin REN ; Li WANG ; Nan ZHANG ; Honglei WU ; Xingfeng LIN ; Jianqiang GUO
Chinese Journal of Digestive Endoscopy 2019;36(10):741-745
Objective:
To evaluate the disinfection efficacy of peracetic acid disinfectant (type Ⅲ ) on gastrointestinal endoscopy.
Methods:
Endoscopes were disinfected respectively by 2% glutaraldehyde (GA group) and peracetic acid disinfectant (type Ⅲ ) (PAA group) according to the process by the 2016 version of "Regulation for cleaning and disinfection technique of flexible endoscope" , and then samples were collected through biopsy channel at the specified steps. The bacterial count and pathogenic bacteria of these samples were detected. Hepatitis B virus surface antigen (HBsAg), hepatitis C virus (HCV) antibody and


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