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.Effect of ATP-binding cassette transporter A1 on cholesterol efflux from cells
Ying ZHU ; Lianfeng CHEN ; Quan FANG ; Xiaowei YAN
Basic & Clinical Medicine 2006;0(05):-
Objective To investigate the potential change of cellular cholesterol efflux and the functional changes of ABCA1 on macrophages from diabetes animals. Methods High energy diet was given to golden hamster to make animal model of hyperlipidemia. Diabetes was induced by a single intraperitoneal injection of STZ (30 mg/kg). Macrophages were isolated and incubated with apoA-I or 8-br-cAMP in vitro. Cellular cholesterol content was measureal before and after treatment by HPLC. Results Intracellular cholesterol content of diabetic animals was higher than that in high energy diet and normal controls. Expression of ABCA1 mRNA was upregulated in diabetic group after incubation with apoA-I and cAMP. When macrophages were incubated with apoA-I, cholesterol efflux increased with the prolongation of incubation time.The amount of intracellular cholesterol efflux in 3 groups of animals showed the following relationship: diabetic animals exceed high energy diet fed animals, and the latter exceeds normal animals. Conclusion Intracellular lipid efflux depends mainly on the presence of extracellular apoA1 as well as membrane ABCA1 protein. The deposition of cholesterol in the macrophage of diabetic and insulin resistant animals may be related to the characteristic changes of quantity and function of apoA1 in these animals.
3.Estimation of right ventricular global function using Tei index in patients with hypertrophic cardiomyopathy
Xingke QIAO ; Zhanquan LI ; Ying LIU ; Fang ZHU ; Xuwei DUAN
Chinese Journal of Ultrasonography 1993;0(01):-
Objective To investigate the value of Tei index for estimating right ventricular global function in patients with dissymmetry hypertrophic cardiomyopathy(including obstructive and nonobstructive).Methods Pulsed wave Doppler of transtricuspid flow and transpulmonic valve flow were performed in hypertrophic obstructive cardiomyopathy(HOCM,n=28),hypertrophic nonobstructive cardiomyopathy(HNCM,n=34), and healthy control subjects(n=30) at apical four-chamber view and short-axis view of aortic root,and Tei index was calculated.Results~①Accelerating contraction time/right ventricular ejection time(ACT/RVET),isovolumetric contraction time(ICT),isovolumetric relaxation time(IRT),isovolumetric contraction time+isovolumetric relaxation time(ICT+IRT),right ventricular ejection time(RVET),ACT/RVET and Tei index[(ICT+IRT)/RVET] showed no significant changes between the groups of HOCM and HNCM.②Tei index was distinctly different between patients with HCM and control subjects(P
4.Application of two dimensional ultrasound in the fine needle aspiration biopsy of thyroid nodules
Ying ZHANG ; Hongzhi MA ; Qiang ZHU ; Honggang LIU ; Jugao FANG
International Journal of Surgery 2012;39(6):380-383
Objective In this paper,we selected the ultrasound features of the malignant thyroid nodules to evaluate the preoperative diagnostic value of ultrasound-guided fine needle aspiration biopsy ( US-FNAB )in the preoperative evaluation of thyroid nodules.Methods Thirty-nine patients with thyroid nodules managed in the department of otolaryngology-head and neck surgery,Beijing Tongren Hospital,Captial Medical University from Dec.2010 to Aug.2011 were studied.All of them were undertaken the ultrasonic examination,ultrasound-guided fine needle aspiration biopsy and surgical treatment subsequently.The ultrasonic features,fine needle aspiration biopsy results and postoperative pathological results were analyzed to draw out the characteristics of sonographic features of thyroid malignant nodules.Results The sensitivity,specificity,misdiagnosis and missed diagnosis of fine needle aspiration biopsy were 80.0%,89.4%,11.0% and 20.0% respectively.Solid nodules,shape/dimension ratio ≥ 1,calcifications < 2 mm,irregular shape,blurred margins,type Ⅲ vascularity were correlated significantly with the malignant nodules of thyroid.The specificity of shape to dimension ratio and outline of the nodules were relatively higher than others (90.5%and 85.7% respectively).But there were no single ultrasound feature that could carry a high sensitivity and positive predictive value in the diagnosis of thyroid nodules.Conclusions Two ultrasonographic characteristics could be used together as a select indicator to screen malignant nodules which can reduce the chance of undertaking the fine needle aspiration biopsy in thyroid nodules.
5.Observation on the curative effects of two surgical methods for basic intermittent exotropia
Su-Ying, QIN ; Tong-Lu, MU ; Dong, ZHU ; Fang, LAN
International Eye Science 2017;17(8):1602-1604
AIM:To explore the differences between unilateral recess-resection (R & R) and bilateral lateral rectus recession (BLR-rec) in the treatment of basic intermittent exotropia.METHODS: A retrospective analysis of treatment of basic intermittent exotropia in 89 patients,in which 49 cases underwent unilateral recess-resection,40 cases underwent bilateral lateral rectus recession of external rectus retroperitoneal surgery January 2013 to January 2015 in our hospital.The stereopsis and strabismus were observed in 1d,1,6mo,1 and 2a after operation.RESULTS: There was no significant difference in the success rate and oblique degree between the two groups after 1d,1,6mo,1 and 2a (all P>0.05),but the success rate of the operation was reducing as time passed.After 2d of the operation,the drift of the R & R group was 12.10±5.74PD and the drift of the BLR-rec group was 7.78±4.21PD,the difference was statistically significant (P=0.021).The R & R group was more likely to cause lateral slanting than BLR-rec group.Two groups of patients with nearly stereopsis were both significantly improved,there was no significant difference between the two groups in the two groups (x2=4.530,P=0.210).CONCLUSION: The long-term stability of BLR-rec is superior to R & R.
6.Strengthening Clinical Application and Management of Antibacterials
Ying LIU ; Beibei ZHU ; Fang WU ; Zhenhua LIU
Chinese Journal of Nosocomiology 2006;0(08):-
OBJECTIVE To control abuse use of antibiotics.METHODS Various methods were used to strengthen the management of antibacterials,for example,fully exert the rational use antibiotics,enforce the training of the doctors and nurses for the rational use of the antibiotics,and stipulate the rules and principles for the use of antibiotics.RESULTS The management of antibacterials was strengthened,and the rational use of antibiotics was improved.CONCLUSIONS To enhance surveillance of antibacterial use and prevent antibacterial unrational use are propitious to control occurrence of nosocomial infections.
7.Effect of Enhanced Extracorporeal Counterpulsation on Intraocular Pressure
Wenhui ZHU ; Yan ZHANG ; Yiyun FANG ; Ying LIAO ; Ruiduan LIAO
Chinese Journal of Rehabilitation Theory and Practice 2013;19(7):684-685
Objective To observe the effect of enhanced extracorporeal counterpulsation (EECP) on intraocular pressure (IOP). Methods 25 patients were measured their IOP bilaterally with Schoitz tonometer before and after EECP. Results The IOP decreased in both left and right eyes after EECP (P<0.01). Conclusion EECP can reduce intraocular pressure.
8.Effects of different hypoxia exposure on aerobic metabolic potential in rats.
Ying-Li LU ; Peng ZHAO ; Lian-Shi FENG ; Jian-Fang XU ; Ke ZHU ; Pi-Fang ZONG
Chinese Journal of Applied Physiology 2010;26(3):295-301
Animals
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Hypoxia
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classification
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metabolism
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Male
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Oxygen Consumption
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Rats
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Rats, Sprague-Dawley
9.Association of Gly71Arg Mutation in Gene of Bilirubin Uridine 5'-Diphosphate-Glucuronosyl Transferase and Neonatal Jaundice
gui-ying, TIAN ; fang-sheng, XU ; feng-xia, ZHU ; chang-zhao, LAN ; ying, HAN
Journal of Applied Clinical Pediatrics 1986;0(02):-
Objective To explore the association of Gly71Arg mutation in gene of bilirubin uridine 5'-diphosphate-glucuronosyltransferase(UGT1A1)and neonatal jaundice in Beijing city Han population.Methods The genotypes and alleles of the Gly71 Arg polymorphism for UGT1A1 gene were identified by polymerase chain reaction-restricted fragment length polymorphism assay in infants of Beijing city Han population of China,including 96 infants with neonatal jaundice[serum bilirubin(307.06?38.5)?mol/L,indirect bilirubin(292.9?35.9)?mol/L] and 101 healthy control infants [serum bilirubin(131.2?42.1)?mol/L,indirect bilirubin(126.3?39.7)?mol/L].The genotypes and allele frequencies of the polymorphism were compared between infants with neonatal jaundice group and healthy infant group(control group).The effect of polymorphism in infants with neonatal jaundice group on serum bilirubin level were analyzed.Results There were significant differences in genotypes distribution in Gly71Arg polymorphism for UGT1A1 gene between the 2 groups(?2=9.47 P=0.002).Compared with control group,neonatal jaundice group had significantly higher Arg allele frequency in the polymorphism for UGT1A1 gene(?2=10.34 P=0.001).There were independent effects of Gly71Arg mutation in the gene on serum bilirubin level in neonatal jaundice group,at the carriers of homozygote of the Arg allele of Gly71Arg polymorphism had higher serum bilirubin levels compared to carriers of heterozygote of the Arg allele of the polymorphism and non-carriers of the Arg allele of the polymorphism(Pa
10.Mutation analysis and prenatal diagnosis of families affected with Duchenne and Becker muscular dystrophy.
Wan-jun WANG ; Hai-yan ZHU ; Rui-fang ZHU ; Ying YANG ; Xiang-yu ZHU ; Hong-lei DUAN ; Ying ZHANG ; Xing WU
Chinese Journal of Medical Genetics 2013;30(1):45-48
OBJECTIVETo detect potential mutations for probands from families affected with Duchenne/Becker muscular dystrophy (DMD/BMD), and to carry out prenatal diagnosis through identification of female carriers.
METHODSA total of 43 DMD/BMD families were recruited. Multiplex PCR was used to analyze 18 exons within hotspots for DMD gene deletions. Multiplex ligation-dependent probe amplification (MLPA) was used to detect potential deletions and duplications of DMD gene for 43 patients and 36 females from 32 families. Prenatal diagnosis was performed for 27 families.
RESULTSDeletional mutations were detected in 26 patients with multiplex PCR. In addition, MLPA has detected 3 deletions and 6 duplicational mutations, and the ranges of mutations were all determined. Among 36 female members, 18 were determined as carriers of deletional mutations, 10 were excluded as mutation carriers. The status of remaining 8 could not be determined. For prenatal diagnosis, 3 out of 18 male fetuses were diagnosed as patients and 1 female fetus was identified as carrier.
CONCLUSIONMLPA is an accurate and reliable method for detecting deletional/duplicational mutations of DMD gene as well as for prenatal diagnosis and detection of female carriers.
Adolescent ; Child ; Child, Preschool ; Dystrophin ; genetics ; Female ; Heterozygote ; Humans ; Infant ; Male ; Multiplex Polymerase Chain Reaction ; Muscular Dystrophy, Duchenne ; diagnosis ; genetics ; Mutation ; Pedigree ; Pregnancy ; Prenatal Diagnosis