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.Application of cavity isolation method on left colorectal obstruction in the anastomosis isolation
Chinese Journal of Primary Medicine and Pharmacy 2011;18(15):2031-2032
ObjectiveTo investigate the value of cavity isolation method on left colorectal obstruction in the anastomosis isolation. Methods60 patients with left colorectal obstruction were randomly divided into two groups:ileostomy group and cavity isolation method group,30 patients for each. After left colon resection was completed, ileostomy anastomosis group used the traditional method for colorectal anastomosis, and protected the anastomosis by ileostomy. Cavity isolation method group protected the anastomosis by cavity isolation method. Then the indexes in the two groups,such as anastomotic height, operation time, anal exhaust time,incidence of anastomotic leakage and its complications,hospitalization time, medical cost and so on were analyzed. Results Longer postoperative hospital stay (9.3 + 4.2) d were observed in ileostomy group than those ( 15.6 + 3.3 ) d ( P < 0.05 ). Earlier time of the first flatusand oral intake(87.2 ± 6.3 ) h, ( 91.2 ± 7.2 ) h were observed in ileostomy group than those ( 101.8 + 7.5 ) h,( 117.3 ± 8.6) h in cavity isolation method group ( all P < 0.05 ). ConclusionThe anastomosis isolation was a safe and feasible new technology that could reduce the complications caused by anastomotic leakage, and it had the advantages of short hospital stay, low cost,less suffering ect.
3.Technical solution-oriented patent analysis method and assessment of its application efficacy
Ying CHEN ; Fang LI ; Yingjie WU
Chinese Journal of Medical Library and Information Science 2014;(4):18-23,57
The technical solution-oriented patent analysis method was retrieved from patent texts according to the corresponding data mining rules by analyzing the structure and descriptive model characteristics of key techniques in drug patents with HBV drug patent data as the empirical study object .The coincidence of effective information mined using this method and recognized by the experts was good, indicating that this method can be used as an auxiliary tool in mining the key techniques in drug patents.
4.Plasma brain natriuretic peptide levels in elderly male patients with type 2 diabetes and primary osteoporosis
Hexin ZHENG ; Ying JIANG ; Hong HUANG ; Fang YUAN ; Tianfeng WU
Chinese Journal of Geriatrics 2013;(3):263-266
Objective To evaluate plasma natriuretic peptide brain (BNP) levels in elderly male patients with type 2 diabetes and primary osteoporosis.Methods A total of 122 elderly male patients with type 2 diabetes were divided into 3 groups according to bone mineral density(BMD):normal group (41 cases),osteopenia group (40 cases) and osteoporosis group (41 cases),and another 33 age matched healthy subjects as control group.Plasma BNP levels were determined by ELISA.Results Plasma BNP levels in osteoporosis group [(1.95 ± 0.49) pmol/L] and osteopenia group [(1.64±0.48) pmol/L] were significantly elevated compared with that in normal group [(1.32±0.38) pmol/L] and control group [(1.26±0.39) pmol/L] (all P<0.01).There was a statistical difference between osteoporosis group and osteopenia group (t=3.539,P<0.05),and also between normal group and control group (t=2.726,P<0.05).Plasma BNP levels had negative correlation with BMD of 2na-4th lumbar vertebra (r=-0.366) and femoral neck (r=-0.375),body mass index (r=-0.288) and estrodiol (E2) (r=-0.352) (all P<0.05); while had a positive correlation with parathyroid hormone (PTH) (r=0.353,P<0.05).Conclusions With BMD declining,plasma BNP levels are elevated in elderly male type 2 diabetes,which may be related to the compensatory increase in PTH and the decrease in estradiol.
5.Efficacy of Jian'ganle () versus Hugan Pian (), glucuronolactone and reduced glutathione in prevention of antituberculosis drug-induced liver injury.
Quan, ZHANG ; Fang-Ying, ZHONG ; Meng, WU ; Xin-Ping, ZHANG
Journal of Huazhong University of Science and Technology (Medical Sciences) 2014;34(3):450-5
Evidence-based medicine is advocated by WHO and adopted by developed countries for many years. In China, however, the selection of essential medicine and various medical insurance reimbursement schemes medicine is usually based on experts' experience of prescription practice which is under heavy critics resulting from the lack of related comparative efficacy and evidence-based research. The efficacy of Jian'ganle in prevention of drug-induced liver injury (DILI) caused by antituberculotics was evaluated in this study by comparison with Hugan Pian, glucuronolactone and reduced glutathione. Evidence was provided for relevant sectors such as Ministry for Human Resources and Social Security of the People's Republic of China and National Health and Family Planning Commission of the People's Republic of China to select and renew the Essential Medicine List (EML), the new rural cooperative medical scheme in China (NRCMS) list or the reimbursement list of industrial injury insurance. A total of 189 patients with initial pulmonary tuberculosis were divided into four groups who took antituberculotics combined with Jian'ganle, Hugan Pian, glucuronolactone and reduced glutathione respectively. Their liver function profile including alanine aminotransferase (ALT), aspartate aminotransferase (AST), total bilirubin (TBIL), direct bilirubin (DBIL), total protein (TP), albumin (A) and globulin (G) were detected at admission as baseline and after treatment. The Jian'ganle group was compared with the three others by chi-square tests. In an aspect of maintaining bilirubin indexes normal, Jian'ganle was more efficacious than glucuronolactone. And Jian'ganle had a little more efficacy than reduced glutathione to maintain protein indexes normal as well. And the therapeutic regimen of antituberculotics combined with Jian'ganle was the best in treating tuberculosis and preventing DILI at the same time. The study showed that among the four hepatinicas which demonstrated similar prevention of DILI caused by antituberculotics, Jian'ganle has more advantages over the three others to some extent, which provides a reliable basis for health sectors to select and renew the EML, NRCMS List or the reimbursement list of industrial injury insurance.
6.Clinical study of accelerating orthodontic tooth movement by minimally invasive corticotomy
Ying WU ; Guoguang PENG ; Yangxi CHEN ; Shiling FANG
Journal of Practical Stomatology 2017;33(2):239-243
Objective:To evaluate the influence of minimally invasive corticotomy on the treatment time and molar anchorage of adult orthodontic extraction cases.Methods:60 adult cases of Angle Class Ⅰ crowding malocclusion were devided into 3 groups (n =20) and treated by orthodontic treatment wtih minimally invasive corticotomy(group A),orthodontic treatment with classic modified corticotomy(group B) and routine orthodontic treatment (group C) respectively.Time needed for leveling and alignment,space closure,delicate adjustment,total treatment time and mesial sagittal antedisplacement of first molar anchorage were compared among the 3 groups.Results:Time needed for leveling and alignment of orthodontic treatment of group A,B and C was (5.64 ± 2.57),(4.91 ± 3.31) and (8.87 ± 3.75) months respectively(C vs A or B,P < 0.01).Time needed for space closure of group A,B and C was (6.84 ± 2.69),(6.64 ± 3.87) and (8.63 ± 3.29) months respectively(C vs A or B,P <0.01).Time needed for delicate adjustment showed no significant difference among the 3 groups(P > 0.05).Total treatment time of group A,B and C was (16.07 ± 6.21),(15.77 ± 5.11)and (21.94 ± 5.74) months respectively (C vs A or B,P < 0.01).There was on statistical difference of mesial sagittal antedisplacement of first molar anchorage among the 3 groups.Conclusion:Minimally invasive corticotomy can shorten the orthodontic treatment time,but can not decrease the retraction resistance of the anterior teeth.
7.Estimating clinical competence of general practitioner by DxR Clinician software
Feika LI ; Yajie ZHAO ; Peijing CUI ; Fang WU ; Ying JIANG
Chinese Journal of General Practitioners 2015;14(6):462-464
Clinical competence was estimated for grades 2011-2013 general practitioners (GPs)trained by the DxR Clinician software.Clinical cases were solved on computer.And the abilities of diagnosis,thinking and handling were assessed.The average score of all GPs was 61.68 ± 10.69.The average score of diagnostic ability was the highest at 71.82 ± 15.47 (weighted score of 25.1).The average score of thinking ability was 62.36 ± 10.40 (weighted score of 28.1).And the average score of handling ability was the least at 42.27 ± 18.22 (weighted score of 8.5).Significant differences in average scores existed between grades 2011 and 2013 (P < 0.05).Significant differences in score of clinical thinking ability existed between grades 2011,2012 and 2013 (P < 0.01) respectively.None of them passed the part of handling.The longer period of training,the higher scores the residents obtained.Since the ability of clinical handling fared the worst,targeted training should be strengthened.
8.Carotid atherosclerotic plaque predicts poor short-term outcomes of cerebral embolism due to non-valvular atrial fibrillation
Chuanqin FANG ; Xiaosan WU ; Ying LI ; Lili TANG
Chinese Journal of Geriatrics 2016;35(3):247-251
Objective To investigate the impact of carotid atherosclerotic plaque on short-term outcomes of cardioembolic stroke due to non-valvular atrial fibrillation (NVAF).Methods A total of 288 patients with acute cerebral embolism due to NVAF were recruited in this study.All patients underwent carotid ultrasonography screening to estimate carotid intima-medium thickness (IMT) and atherosclerotic plaque.The short-term outcomes were assessed.The correlation between carotid atherosclerotic plaque and short-term outcomes of cardioembolic stroke due to NVAF were determined by partial correlation analysis.Results Among the 288 patients,carotid atherosclerosis occurred in 202 cases (70.1%) of the patients,poor outcomes in 113 cases (39.1%),worsening neurological function in 43 cases(14.9%),and stroke recurrence in 24 cases(8.3%).Carotid atherosclerosis plaque was positively associated with neurological worsening (r =0.247,P =0.000) and poor outcomes (r=0.139,P=0.018).The use of aspirin was negatively correlated with both neurological worsening (r=-0.235,P=0.000) and recurrence of stroke (r=-0.177,P=0.003).The use of statin was negatively correlated with recurrence of stroke (r =-0.223,P =0.000),neurological worsening (r=-0.147,P=0.013) and poor outcomes (r=-0.286,P=0.000).Conclusions Carotid atherosclerotic plaque is an independent predictive factor for poor short-term outcomes of cardioembolic stroke due to NVAF,and the aggressive management for carotid plaque can improve the poor short-term outcomes.
9.Theoretical basis and result indicator screening of hospital comprehensive evaluation system
Pengqian FANG ; Yahui JIAO ; Shaowei WU ; Ying ZHOU ; Mian XIA
Chinese Journal of Hospital Administration 2010;26(12):900-902
The paper presented the theoretic basis for the comprehensive hospital evaluation system, and initiated the indicator system for hospital comprehensive evaluation results with both Delphi method and the balance scorecard. Two rounds of experts consultation have decided to evaluate hospital comprehensive strengths from such aspects as hospital resources deployment, business process, financial standing, customers, customers, public welfare and development potential of the hospital. Under these grade-1 indicators are 13 grade-2 ones and 83 grade-3 ones. The importance, operability and sensitivity of these indicators are accepted by experts unanimously.
10.Effects of Anxin Granules on blood lipid and ultrastructure of aorta in rabbits with dyslipidemia
Xianming FANG ; Ying YUAN ; Yunhong WU ; Xueman YIN
Journal of Integrative Medicine 2005;3(4):299-302
OBJECTIVE: To study the effects of Anxin Granules on dyslipidemia in rabbits caused by high fat plus high cholesterol diet. METHODS: Thirty-two healthy New Zealand male white rabbits were randomly divided into 4 groups: normal control group, untreated group, Zhibituo Tablet-treated group and Anxin Granule-treated group. Rabbits in the normal control group were fed with regular chow, while rabbits in the other three groups were fed with high fat plus high cholesterol diet. Zhibituo Tablets and Anxin Granules were administered to the rabbits in Zhibituo Tablet-treated group and Anxin Granule-treated group at a daily oral dose respectively. At the end of the 10th week, the levels of serum total cholesterol (TC), triglycerides (TG), high density lipoprotein cholesterol (HDL-C), low density lipoprotein cholesterol (LDL-C), apolipoprotein A(1) (ApoA1) and apolipoprotein B (ApoB) were tested in each group, and the ultrastructures of the aorta were also observed by an electron microscope. RESULTS: Anxin Granules could reduce the levels of TC, TG, LDL-C and ApoB. The results observed by electron microscope showed that, as compared with the untreated group and the Zhibituo Tablet-treated group, the atherosclerosis of aorta in the Anxin Granule-treated group was lighter. And it was found that there were few lipid droplet vacuoles in cytoplasm of the endothelial cells, and various cell organs and elastic membrane were existed, but no lipid droplet vacuoles in cytoplasm of the medial smooth muscle cells. CONCLUSION: Anxin Granules can regulate the metabolism of blood lipid and inhibit the formation of atherosclerosis caused by hyperlipidemia in rabbits.