In this study, we present a constructive algorithm for training cooperative support vector machine ensembles (CSVMEs). CSVME combines ensemble architecture design with cooperative training for individual SVMs in ensembles. Unlike most previous studies on training ensembles, CSVME puts emphasis on both accuracy and collaboration among individual SVMs in an ensemble. A group of SVMs selected on the basis of recursive classifier elimination is used in CSVME, and the number of the individual SVMs selected to construct CSVME is determined by 10-fold cross-validation. This kind of SVME has been tested on two ovarian cancer datasets previously obtained by proteomic mass spectrometry. By combining several individual SVMs, the proposed method achieves better performance than the SVME of all base SVMs.

To understand Lophatherum gracile plant community's structural characteristics, a survey of community structure and species diversity was conducted through quadrat sampling in Yongchuan district of Chongqing. The results showed that there were 386 species vascular plants, belonging to 117 families and 229 genera. Based on habitat, community structure and species composition, L. gracile were found in three community types: Pinus massoniana community, banboo community, shurb community. Vertical structure was composed of three layers, including tree layer, shrub layer and herb layer. Species in shrub layer was the richness. P. massoniana is the only dominant species of the community, it can not regenerate naturally, the shrub layer has a greater effect on the community of L. gracile in the future. In addition, the banboo community and shurb community is not stable because of human's activity. Therefore, the community characters of L. gracile should be taken care of conservation when the resources are utilized.
China ; Ecosystem ; Pinus ; physiology ; Plants ; Poaceae ; physiology

OBJECTIVETo investigate the effect of ursolic acid (UA) on the alloxan-induced kidney injury in diabetic mice and explored its possible mechanisms.

METHODSDiabetes mellitus was induced in male Kunming mice by an injection of alloxan (70 mg/kg, i.v.). After 72 hours, blood glucose levels were detected and mice with blood glucose levels over 13.9 mmol/L were considered as diabetic and selected for further experiment. Thirty mice were randomly divided into three groups: control, diabetic and diabetic + UA(35 mg/kg/d, i.g. continuously for 8 weeks). Blood glucose concentration, organ coefficient of kidney, blood urea nitrogen (BUN), creatinine (Cr) as well as renal tissue levels of superoxide dismutase (SOD), methane dicarboxylic aldehyde (MDA), tumor necrosis factor-α (TNF-α) and interleukin-6 (IL-6) were determined. Pathology of the renal tissue was measured by hematoxylin-eosin staining.

RESULTSCompared to the control group, blood glucose, organ coefficient of kidney, BUN and Cr increased significantly. In addition, SOD activities was reduced markedly and levels of MDA and inflammatory factors (TNF-α, IL-6) increased significantly. Renal cells from model group rats showed atrophy and disordered after HE staining and infiltration of inflammatory cells also appeared in renal tissue of the model group. These changes were significantly attenuated in the diabetic group treated with UA.

CONCLUSIONUA can significantly relieve renal damage in mice with diabetic nephropathy induced by alloxan, which might be related to decreased blood glucose level, antioxidation effect and inhibiting the production of inflammatory factors such as TNF-α and IL-6.

Alloxan ; adverse effects ; Animals ; Antioxidants ; metabolism ; Blood Glucose ; Blood Urea Nitrogen ; Creatinine ; metabolism ; Diabetes Mellitus, Experimental ; physiopathology ; Diabetic Nephropathies ; chemically induced ; drug therapy ; Interleukin-6 ; metabolism ; Kidney ; physiopathology ; Male ; Mice ; Superoxide Dismutase ; metabolism ; Triterpenes ; pharmacology ; Tumor Necrosis Factor-alpha ; metabolism

OBJECTIVETo investigate an individualized approach to the treatment of auricle keloid to maintain the normal appearance of external ear and meanwhile reduce the recurrence.

METHODSDifferent local flaps were performed according to the location of the keloid in our approach. The auricle was divided into different anatomical regions and all the patients received local postoperative radiotherapy.

RESULTSOf 68 patients with auricle keloid received the individualized approach, 3 cases suffered delayed healing due to partial flap necrosis. The remaining patients were followed up for 8-21 months(mean:11.5 months) . Recurrence occurred in one patient(1.47%) .

CONCLUSIONThe individualized approach combining local flaps with radiotherapy in treating auricle keloid can effectively maintain the normal ear appearance with low recurrence rate.

Adult ; Ear, External ; surgery ; Female ; Follow-Up Studies ; Humans ; Keloid ; radiotherapy ; surgery ; Male ; Radiotherapy, Adjuvant ; Recurrence ; Surgical Flaps ; Young Adult

Angiotensin II ; immunology ; Chronic Disease ; Heart Failure ; drug therapy ; Humans ; Renin-Angiotensin System ; immunology ; Vaccines ; therapeutic use

OBJECTIVETo investigate the levels and roles of serum growth hormone (GH) and prolactin (PRL) in neonatal hypoxic-ischemic encephalopathy (HIE).

METHODSSerum GH and PRL levels were measured by radioimmunoassay in 54 neonates with HIE (20 mild, 19 moderate and 15 severe HIE) at the acute and convalescence stages. Twenty normal neonates were used as controls.

RESULTSSerum GH levels were significantly lower, but PRL levels were significantly higher in moderate and severe HIE neonates at the acute stage compared with those of controls and mild HIE neonates (P < 0.01). There were noticeable differences in serum levels of GH and PRL between the moderate and severe HIE cases (P < 0.01). During the convalescence stage, serum GH levels increased and PRL levels decreased in moderate and severe HIE neonates compared with those at the acute stage (P < 0.01); serum GH and PRL levels in each sub-group of HIE restored to the levels of controls. There was a closely negative correlation between GH and PRL levels at the acute stage of HIE (r = -0.8759, P < 0.01).

CONCLUSIONSGH and PRL might be involved in the pathophysiological process of HIE. The levels of GH and PRL closely relate to the severity of HIE at the acute stage.

Female ; Human Growth Hormone ; blood ; Humans ; Hypoxia-Ischemia, Brain ; blood ; Infant, Newborn ; Male ; Prolactin ; blood

Objective To explore the application value of retrobulbar nerve block combined with general anesthesia in the penetrating keratoplasty (PKP). Methods A total of 100 recipients undergoing PKP from January 2017 to January 2019 were recruited in this study. All recipients were divided into the observation group (n=50) and control group (n=50) by random number table method. In the control group, patients received laryngeal mask airway under general anesthesia, and in the observation group, patients received laryngeal mask airway under general anesthesia combined with retrobulbar nerve block. Hemodynamic changes of the PKP recipients before and after operation were observed in two groups. The dosage of analgesic drugs and the incidence of complications were observed in two groups. The degree of pain at postoperative 2-, 6- and 24-h was evaluated by visual analogue scale (VAS) in two groups. The awakening situation of the recipients in two groups was observed. The levels of inflammatory cytokines at 1 d before and after operation were statistically compared in two groups. Results The average arterial pressure and heart rate at intraoperative 15 min and after the surgery in the observation group were significantly higher than those in the control group (both P < 0.05). In the observation group, the dosage of remifentanil and propofol were (1.0±0.4) mg and (299±40) mg, significantly lower than (1.3±0.6) mg and (365±42) mg in the control group (both P < 0.05). The incidence of complications did not significantly differ between two groups (P > 0.05). In the observation group, the VAS scores at 2-, 6- and 12-h after operation were remarkably lower than those in the control group (all P < 0.01). The respiratory recovery time, eye opening time, directional force recovery time and extubation time of the recipients in the observation group were significantly shorter than those in the control group (all P < 0.05). The expression levels of including interleukin (IL)-1, IL-6 and tumor necrosis factor-α (TNF-α) at postoperative 1 d in the observation group were considerably lower than those in the control group (all P < 0.05). Conclusions Retrobulbar nerve block combined with general anesthesia can maintain hemodynamic stability during PKP, reduce the dosage of remifentanil and propofol and alleviate the degree of postoperative pain and inflammatory responses of the recipients.

Objective To investigate the relationship between cortical watershed infarction and carotid artery stenosis and evaluate the stent insertion operation.Methods After 23 cortical watershed infarction patients diagnosed by CT or MRI received DSA detection,we performed stent insertion operationon 11 patients according to their requirements,and conservative treatment on the remaining 12 patients.All the patients underwent follow up for 6-12 months post-operatively.Results Among the 23 cortical watershed infarction patients,22 Were detected with carotid artery stenosis.Statistical analysis showed that the degree of carotid artery stenosis was associated With the elinical svmDtoms and the volume of steal phenomenon(P<0.05);further,the artery stenosis improvement was over 90%with the stent inserted;conversely,dizziness and steal phenomenon disappeared.The post procedure follow-up,ranging 6-12 months,showed that the patients with stent insertion got less new symptoms,steal phenomenon and artery stenosis,compared with the patients with conservation treatment(P<0.05).Conclusion Cortical watershed infarction is associated with carotid artery stenosis.The stent insertion iS useful for the treatment ofcarotid artery stenosis and prevention of cortical watershed infarction.

OBJECTIVETo observe the effects of different concentrations of PPAR gamma agonist rosiglitazone on hypoxia/reoxygenation-induced oxidative stress, cell viability and apoptosis in rat cardiac myocytes.

METHODSCultured rat cardiac myocytes were divided into 5 groups, namely group I (normal group), group II (20 micromo/L ROS group), group III (I/R group), group IV (I/R+20 micromo/L ROS group), and group V (I/R+80 micromo/L ROS group). Group IV and group V were treated with rosiglitazone 12 h before hypoxia/reoxygenation. The changes in cell morphology were observed under optical and transmission electron microscopy, and levels of malondialdehyde (MDA), superoxide dismutase (SOD) activity, and lactate dehydrogenase (LDH) content were determined after the treatment. MTT assay was performed to assess the cell viability and flow cytometry was used to analyze the cell apoptosis.

RESULTSHypoxia/reoxygenation resulted in significantly increased MDA and LDH contents and apoptosis of the cardiac myocytes (P<0.05), but lowered SOD activity and the cell viability (P<0.05). The MDA and LDH contents and apoptotic rate were significantly lower but SOD content and cell vitality significantly higher in groups IV and V than in group III (P<0.05). Group V showed significantly lower MDA and LDH contents and apoptotic rate but higher but SOD content and cell vitality than group IV (P<0.05). Electron microscopy revealed obvious apoptotic changes in group III, and only mild changes were found in group V.

CONCLUSIONRosiglitazone can significantly reduce hypoxia/reoxygenation-induced oxidative stress in cardiac myocytes, improve the cell viability and dose-dependently reduce the apoptotic rate of the cardiac myocytes.

Animals ; Apoptosis ; drug effects ; Cell Hypoxia ; Cell Survival ; drug effects ; Immunohistochemistry ; L-Lactate Dehydrogenase ; metabolism ; Malondialdehyde ; metabolism ; Microscopy, Electron, Transmission ; Myocytes, Cardiac ; cytology ; drug effects ; metabolism ; ultrastructure ; Oxidative Stress ; drug effects ; Oxygen ; metabolism ; PPAR gamma ; agonists ; Rats ; Rats, Sprague-Dawley ; Superoxide Dismutase ; metabolism ; Thiazolidinediones ; pharmacology

In microarray-based cancer classification, gene selection is an important issue owing to the large number of variables and small number of samples as well as its non-linearity. It is difficult to get satisfying results by using conventional linear statistical methods. Recursive feature elimination based on support vector machine (SVM RFE) is an effective algorithm for gene selection and cancer classification, which are integrated into a consistent framework. In this paper, we propose a new method to select parameters of the aforementioned algorithm implemented with Gaussian kernel SVMs as better alternatives to the common practice of selecting the apparently best parameters by using a genetic algorithm to search for a couple of optimal parameter. Fast implementation issues for this method are also discussed for pragmatic reasons. The proposed method was tested on two representative hereditary breast cancer and acute leukaemia datasets. The experimental results indicate that the proposed method performs well in selecting genes and achieves high classification accuracies with these genes.
Algorithms ; Breast Neoplasms ; genetics ; Female ; Genes ; Humans ; Leukemia, Myeloid, Acute ; genetics ; Models, Genetic ; Oligonucleotide Array Sequence Analysis ; methods ; Predictive Value of Tests