1.Study on application of SVM in prediction of coronary heart disease.
Yue ZHU ; Jianghua WU ; Ying FANG
Journal of Biomedical Engineering 2013;30(6):1180-1185
Base on the data of blood pressure, plasma lipid, Glu and UA by physical test, Support Vector Machine (SVM) was applied to identify coronary heart disease (CHD) in patients and non-CHD individuals in south China population for guide of further prevention and treatment of the disease. Firstly, the SVM classifier was built using radial basis kernel function, liner kernel function and polynomial kernel function, respectively. Secondly, the SVM penalty factor C and kernel parameter sigma were optimized by particle swarm optimization (PSO) and then employed to diagnose and predict the CHD. By comparison with those from artificial neural network with the back propagation (BP) model, linear discriminant analysis, logistic regression method and non-optimized SVM, the overall results of our calculation demonstrated that the classification performance of optimized RBF-SVM model could be superior to other classifier algorithm with higher accuracy rate, sensitivity and specificity, which were 94.51%, 92.31% and 96.67%, respectively. So, it is well concluded that SVM could be used as a valid method for assisting diagnosis of CHD.
Algorithms
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China
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Coronary Artery Disease
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diagnosis
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Discriminant Analysis
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Humans
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Models, Theoretical
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Neural Networks (Computer)
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Sensitivity and Specificity
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Software
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Support Vector Machine
2.Bone tissue engineering,translation from basic research to clinical application
Jianghua DAI ; Jun LUO ; Meilan ZHU
Basic & Clinical Medicine 2006;0(04):-
The repair of massive bone defect is one of the challenges to clinical performance. The therapeutic efficacy of classic methods, such as repair with autograft, alograft and biomaterial-filling and so on, is not optimal and hinders its widely clinical use. Bone tissue engineering has provided a promising way to solve this problem, and has become one of the hotspots nowadays. However, the key technology of vascularization hasn’t been solved ideally yet. Obviously, the routine train of thoughts is faced up with big challenge in repaiering large bone defect. In order to find a clinically applicable bone tissue engineering approach, we brought forward and set up a microcirculation system of osteogenesis inducted by perfusion in vivo.
3.Study on the risk factors of the occurrence of hepato renal syndrome for patients with acute on chronic hepatitis B liver failure
Xizeng ZHU ; Yufeng ZHAI ; Jianghua WANG
Journal of Chinese Physician 2014;16(9):1196-1199
Objective To investigate and analyze the risk factors of the occurrence of hepato renal syndrome (Hepatorenal syndrome,HRS) for patients with acute on chronic hepatitis B liver failure.Methods Sixty cases of patients with acute on chronic hepatitis B liver failure from January 2009 to December 2013 in our hospital were selected as the research objects.The single factor and multi-factor regression analyses were in patients with the basic clinical data,and the complications and the baseline clinical testing index of patients.The independent risk factors of the occurrence of HRS for patients with acute on chronic hepatitis B liver failure were screened.Results The cases of the occurrence of HRS for patients with acute on chronic hepatitis B liver failure was 17 among 60 cases with a incidence of 28.3 % ; The results of multivariable logistic regression analysis showed that serum albumin,serum sodium,liver function grade (Child-Pugh score),model for end-stage liver disease (MELD) index,primary bacterial peritonitis,upper gastrointestinal hemorrhage,ascites,and hepatic encephalopathy were the risk factors of the occurrence of HRS for patients with acute on chronic hepatitis B liver failure (P < 0.05).Conclusions The occurrence of HRS for patients with acute on chronic hepatitis B liver failure is higher.The various sensitive indicators should be monitored dynanically,and the relevant prevention and treatment measures should be taken in time.It has a significantly scientific merit to improve the prognosis of patients.
4.Immune tolerance of allogeneic T cells induced by dendritic cells genetically en gineered to express I?B? mutant
Hengcheng ZHU ; Jianghua CHEN ; Qiang HE
Chinese Journal of Organ Transplantation 2005;0(08):-
Objective To assess the immune tolerance of allogeneic T cells induced by dendritic cells genetically engineered to express I?B? mutant. Methods DCs were prepared from WF rat bone marrow cells and modified by I?B?M gene wit h adenovirus vector, and then the expression of I?B? and I?B?M was detected by Western-blot. The cell-surface expression of costimulatory molecules (CD80, CD86 and CD40) was detected by flow cytometry, and the production of IL-12 in DCs culture supermatant was determined by ELISA. The ability to stimulate the pr oliferation of Lewis rat T cells was analyzed by mixed leukocyte reactions (MLR) . The antigen-specific T cell hyporesponsiveness was tested by secondary MLR. Results I?B?M suppressed the cell-surface expression of costimulatory molecules and i nhibited the production of IL-12. I?B?M-DC showed reduced ability to stimula te T cells proliferation, and potential to induce antigen-specific T cell hypo responsiveness. Conclusion Immune tolerance of T cells can be induced by dendritic cells genetically engine ered to express I?B? mutant.
5.The time-course of mRNA and protein expression of inducible nitric oxide synthase in pulmonary artery and thoracic aorta induced by endotoxemia in rats
Xinmin WU ; Gang LIU ; Jianghua ZHU
Chinese Journal of Anesthesiology 1997;0(11):-
Objective To investigate the time-course of mRNA and protein expression of inducible nitric oxide synthase (iNOS) in pulmonary artery and thoracic aorta and the difference in mRNA and protein expressions of iNOS between pulmonary artery and thoracic aorta induced by endotoxemia in rats. Methods Forty-eight Wistar rats of both sexes weighing 350-450g were randomly divided into 2 groups: control group in which animals received normal saline intraperitoneally (ip) and were killed 3h later by dislocation of cervical vertebrae (n=12); test groups in which animals were injected intraperitoneally lipopolysaccharide (LP) 4mg-kg-1 in 2ml of normal saline and were killed after 3h ( n = 12), 8h ( n = 12) , and 48h( n = 12) . Chest was opened immediately and pulmonary artery (PA) and descending thoracic aorta ( TA) were removed. mRNA and protein expression of iNOS in PA and TA were measured by RT-PCR and Western blot.Results The mRNA and protein expressions of iNOS in PA peaked at 8h and that in TA at 3h after ip LPS injection. The levels of mRNA and protein expressions of iNOS in both PA and TA returned to control level at 48h after ip LPS injection. The levels of mRNA and protein expressions of iNOS in PA at 3h and 8h after ip LPS injection were significantly higher than those in TA.Conclusion The mRNA and protein expressions of iNOS in PA and TA after LPS injection are time-dependent. The mRNA and protein expressions of iNOS in TA after LPS injection are earlier than those in PA but the level of mRNA and protein expressions of iNOS in PA after LPS injection is higher than that in TA.
6.Detection of Pathogens and Antimicrobial Resistance of Surgical Incision Infection
Zhengming ZHU ; Peiqian ZHU ; Jianghua SHAO ; Honglang LI ; Shengxun MAO
Chinese Journal of Nosocomiology 2006;0(08):-
OBJECTIVE To investigate the resistance status of pathogens from surgical incision infection.METHODS The secretion of infected wounds was cultured to detect pathogens by routine methods from Jan 2001 to Dec 2006.The identifications and antimicrobial-susceptible tests of pathogens causing incision infection were determined by Full Automated Analyzer.All data were analyzed retrospectively.RESULTS A total of 246 pathogen strains were cultured from the secretion of surgical incision infection in 6 years,of which Gram-negative bacilli,Gram-positive cocci and fungi accounted for 57.7%,34.1% and 8.2%,respectively.The first place of isolates was Escherichia coli,followed by Staphylococcus aureus,Pseudomonas aeruginosa,Klebsiella pneumoniae,Acinetobacter baumannii,etc.74.5% of S.aureus isolates and 83.3% of S.epidermidis isolates were resistant to oxacillin.45.1% of E.coli of the isolates and 35.0% of isolates of K.pneumoniae were extended-spectrum ?-lactamases producing.Almost all of the detected resistant strains showed serious multiple resistance.Vancomycin and imipenem still had better activity for antimicrobial multiple resistant bacteria.CONCLUSIONS Surgical incision infection is serious.Infection surveillance should be taken to control surgical infection.Pathogens infected surgical incision are multi-resistant to antibiotics.
7.Discussion about Management of In Vitro Diagnostic Reagent.
Liang HUANG ; Jianghua ZHU ; Haiyi GU ; Yimin GENG
Chinese Journal of Medical Instrumentation 2015;39(3):232-234
OBJECTIVEIn order to adapt the rapid development of modern medicine, this paper is aimed to analyze the application of in vitro diagnostic reagents (IVD Reagents) in hospital management and improve the overall level of hospital management.
METHODSBy groping the management experience of IVD reagents, we discuss the internal hospital management mode of IVD reagents in reality.
RESULTSWith the continuous improvements on the information platform of IVD reagents,we can realize benefit analysis of IVD reagents within the process of management.
CONCLUSIONReasonable management on IVD reagentscan improve the working efficiency in hospitals and provide swifter and better medical service for patients.
Central Supply, Hospital ; organization & administration ; Equipment and Supplies, Hospital ; standards ; Indicators and Reagents ; standards
8.Bone tissue engineering from basic experiment to clinical application
Jianghua DAI ; Jun LUO ; Meilan ZHU ; Min DAI
Chinese Journal of Tissue Engineering Research 2009;13(37):7389-7392
The therapeutic efficacy of large bone defects with traditional methods, such as autograft or allograft and biomaterial filling, is not favorable and hinders the widely clinical application. Bone tissue engineering has provided a promising way to solve this problem, and has become one of the hotspots nowadays. However, the key technology of vascularization has not been solved ideally yet. Obviously, the routine treatment has become a challenge in repairing large bone defect. In order to find a clinically applicable bone tissue engineering approach, we put forward and established a microcirculation system of osteogenesis inducted by perfusion in vivo. The "regulable osteoinduction microcirculation/microenvironment system in vivo (ROIMS)" has characteristics as follows: the culture conditions are controlled. For example, the release of a variety of growth factors can be controlled stably and quantitatively at bone defect site. Early nutrition and revascularization in the center of tissue-engineered bone can be effectively solved; some shortcomings resulted from construction of tissue-engineered bone in vivo, including secondary injury, high level technical requirements, and complex operation, can be avoided; vascularization and osteogenesis can be constructed simultaneously; simple safe and efficient operation. ROIMS perfectly combines in vitro construction and in vivo construction of tissue-engineered bone. Thereby, we can expect that this new type of technology of tissue engineered bone will be used in clinic in a near future and finally repair large segmental bone defects in clinic.
9.Application of dynamic pressure-volume curve in mechanical ventilation treatment of children with severe asthmatoid disease
Lian TANG ; Yimin ZHU ; Xiao LIU ; Jianghua FAN
Chinese Journal of Postgraduates of Medicine 2011;34(30):11-13
ObjectiveTo determine optimal positive end expiratory pressure (PEEP) in mechanical ventilation in children with severe asthmatoid disease based on the quasistatic pressure-volume (P-V) curve.MethodsA serf-control study was done on 23 children with severe asthmatoid disease in the pediatric intensive care unit( PICU ).Quasistatic lung P-V curve of these patients was analyzed and the lower inflection point (LIP) from P-V curve was determined.Three different PEEP (0 cm H2O,LIP,LIP+2 cm H2O,1 mm H2O =0.098 kPa) were given to the patients.The effects of PEEP at different levels on gas exchange,hemodynamic and airway pressure were observed.ResultsThe quasistatic LIP were (2.70 ±2.00)cm H2O.When PEEP was increased to the level of LIP + 2 cm H2O,PaO2 / FiO2 and lung compliance improved significantly (P < 0.01 ) and dynamic lung compliance was the highest,peak inspiratory pressure was (22.30 ± 3.00) cm H2O and mean airway pressure was( 14.11 ± 1.01 ) cm H2O,without obvious adverse effects on mean arterial blood pressure and heart rate.There was no difference in PaCO2,when compared PEEP =0 cmH2O to PEEP =LIP + 2 cmH2O.ConclusionThe application of PEEP is safe.LIP + 2 cm H2O from quasistatic P-V curve could be set as the optimal PEEP under which mechanical ventilation has the best efficacy and do not aggravate CO2 retention and abnormality of hemodynamics in children with severe asthmatoid disease.
10.The signiifcance of procalcitonin in guiding antibiotics use in children with critical illness
Desheng ZHU ; Xiulan LU ; Fangling ZENG ; Jianghua FAN ; Fanren ZHOU
Journal of Clinical Pediatrics 2013;(10):937-940
Objective To discuss the clinical value of procalcitonin (PCT) in guiding antibiotics use in children with severe diseases. Methods The clinical data of patients admitted to intensive care unit from January 2012 to July 2012 were retrospectively analyzed. The patients without antibiotics use before admission and with procalcitonin level less than 0.5 ng/ml on admission were selected. The body temperature, infection indicators and prognosis were compared between patients with and without antibiotics use during hospitalization. Results There was no difference in body temperature, PCT, C-reactive pro-tein (CRP), erythrocyte sedimentation rate (ESR) and white blood cell count (WBC) on admission between patients with and without antibiotics use during hospitalization. The PCT level was increased signiifcantly (P<0.05) on the day of starting the an-tibiotics when compared with that on admission in 60 patients while there was no change in the levels of WBC and CRP. Com-pared with the day of starting the antibiotics, body temperature declined (P<0.05) and PCT level in 56 patients reexamined was decreased (P<0.05) at 3 days after antibiotics use. Two hundred and eleven patients (98.14%) had favorable prognosis. Conclu-sions Monitoring PCT can guiding the clinical use of antibiotics.