Considering the low accuracy of prediction in the positive samples and poor overall classification effects caused by unbalanced sample data of MicroRNA (miRNA) target, we proposes a support vector machine (SVM)-integration of under-sampling and weight (IUSM) algorithm in this paper, an under-sampling based on the ensemble learning algorithm. The algorithm adopts SVM as learning algorithm and AdaBoost as integration framework, and embeds clustering-based under-sampling into the iterative process, aiming at reducing the degree of unbalanced distribution of positive and negative samples. Meanwhile, in the process of adaptive weight adjustment of the samples, the SVM-IUSM algorithm eliminates the abnormal ones in negative samples with robust sample weights smoothing mechanism so as to avoid over-learning. Finally, the prediction of miRNA target integrated classifier is achieved with the combination of multiple weak classifiers through the voting mechanism. The experiment revealed that the SVM-IUSW, compared with other algorithms on unbalanced dataset collection, could not only improve the accuracy of positive targets and the overall effect of classification, but also enhance the generalization ability of miRNA target classifier.
Algorithms ; MicroRNAs ; chemistry ; Support Vector Machine

BACKGROUND: Transplantation of microencapsulated rabbit Schwann cells in the rat spinal cord can relieve inflammatory reaction, promote spinal cord regeneration, but the precise mechanisms remain unclear. OBJECTIVE:To observe basic fibroblast growth factor (bFGF)expression and movements recovery following transplantation of microencapsulated rabbit Schwann cells in rat spinal cord. METHODS: The sciatic nerves taken out from rabbits wore digested with mixed enzyme and were made into Schwann cells suspension. Then we used air-jet method to make Schwann cells microcapsule. Using the same method, empty microcapsule was made. Sprague Dawiey rats were randomly divided into cell group, empty microcapsule group and microcapsule group. Conducted by hemisection injury of spinal cord,the rats in cell group,empty microcapsule group and microcapsule group were implanted with gelatin sponge with 10μL Schwann cells suspension, gelatin sponge with 10 μL empty microcapsule and 10 μL microencapsulated Schwann cells. Normal group was left intact. After operation, we observed hindlimb movements recovery in rats with the Basso, Beattie, and Bresnahan (BBB) scale. Meanwhile,a set of sections were stained immunohistochemically for bFGF expression, another set of sections wore stained for hematoxylin-eosin and Nissal. RESULTS AND CONCLUSION: After spinal cord injury, rat right hindlimb affected paralysis immediately. At 7, 14 and 28 daysfollowing transplantation,motor function in rat hindlimb was significantly recovered, and the BBB scores were significantly higher in microencapsulated schwenn cells than in cell and empty microcapsule group (P < 0.05 or P < 0.01). bFGF positive products were mainly distributed in cytoplasm of the spinal neuron and nucleus of neuroglical cell. The numbers of bFGF positive glial cells mainly appeared surrounding the spinal cord injured site on days 1, 3, 7 and rose to its peak on day 3 and began to appear in neuronal calls on day 14. The number of bFGF positiv cells in microcapsule group was significantly superior to that in cell group and empty microcapsule group. From then on, the bFGF expreSsion was significantly decreased in each group. These indicated that transplantation of microencapsulated Schwann cells can inhibit the immunological rejection after xenotransplantation, suppress inflammatory reaction, improve the expression of bFGF, increase hindlimb movements recovery and spinal cord regeneration after spinal cord injury.

Objective To summarize the value of early mechanical ventilation plus continuous vacuum suction in treatment of serious pulmonary contusion.Methods Forty-eight cases of severe pulmonary contusion were assigned to mechanical ventilation plus continuous vacuum suction (observation group,n =20) and mechanical ventilation plus discontinuous vacuum suction (control group,n =28)according to the random number table.Modes of mechanical ventilation were synchronized intermittent mandatory ventilation (SIMV),pressure support ventilation (PSV),and positive and expiratory pressure (PEEP).Changes in blood gas analysis,mechanical ventilation time,and associated complications were compared between groups.Results At ventilation time of 6 and 24 hours,PaO2 in observation group was (100.36 ± 5.90) mmHg and (105.34 ± 7.40) mmHg respectively,with significant differences from (75.36 ± 8.95) mmHg and (76.36 ± 8.35) mmHg in control group (P ＜ 0.01).At ventilation time of 24 hours,PaO2/FiO2 was (283.50 ± 15.20) mmHg in observation group and (201.50 ± 10.20) mmHg in control group (P ＜0.01).Mechanical ventilation time and PEEP at ventilation time of 48 hours in observation group was (3.2 ± 1.1) days and (4.5 ± 2.3) cmH2 O,with significant differences from (6.5 ± 2.8) days and (8.5 ± 2.5) cmH2O in control group (P ＜ 0.01).Associated complications of the two groups revealed no significant difference (P ＞ 0.05).Conclusion Early mechanical ventilation with sustained vacuum suction is effective to keep airway clear,improve oxygenation index,decrease PEEP level,and control the duration of mechanical ventilation,but may not lower the risks of ventilator-associated pneumonia and pulmonary atelectasis.

Background and purpose:Because of the heterogeneity of cancers,different patients with the same kind of cancer have different sensitivity for cytotoxic drugs.Newly developed ATP chemosensitivity assays(ATPTCA) offer the opportunity for individualized therapy and have shown promising results compared to standard regimens.We explored the feasibility of the ATP-Tumor Chemosensitivity Assay(ATP-TCA) applied in the treatment of ovarian cancer with chemotherapy,and evaluate the in vitro sensitivity of fresh specimens of ovarian cancer to five cytotoxic drugs.Methods:ATP-TCA was used to detect the sensitivity rate of 24 fresh specimens of ovarian cancer to five cytotoxic drugs as follows: paclitaxel(TAX),gemcitabine(GEM),doxorubicin(ADM),topotecan(TPT),cisplatin(DDP).Results:23 of 24 specimens((95.83%)) can be evaluated by ATP-TCA,the sensitive rates of ATP-TCA was 91.30% for TAX,86.96% for GEM,65.22% for ADM,47.83% for TPT and 21.74% for DDP,respectively.Conclusions:ATP-TCA was a sensitive、reliable and standardized method for the evaluation of tumor chemosensitivity,it ts worthwhile to investigate further for the application screening anticancer agents in chemotherapy of ovarian cancer.

Objective:To explore the effect and mechanism of SanQi HuoXue pills in the treatment of acute soft tissue injury. Methods:Totally 140 wistar rats were randomly divided into the control group, model group, posistive drug group, and Sanqi Huoxue pills group respectively at the dose of 0. 5,1. 0,2. 0 g·kg-1 . The rat model of acute soft tissue injury was used to observe the influence of Sanqi Huoxue pills on the content of PGE2 , IL-6, NO and SOD on the 3rd and 5th day after the administration, and the effects of the pills on the whole blood viscosity and plasma viscosity were studied as well on the 5th day. Results: After the administration of the pills, the levels of PGE2 , IL-6 and NO, the blood viscosity and plasma viscosity were decreased significantly, and the level of SOD was increased significantly(P<0. 01 or P<0. 05) when compared to model group. Conclusion:Sanqi Huoxue pills have therapeutic effect on acute soft tissue injury in rats. Free radical, PGE2 , IL-6 and blood hemorheology play important roles in the formation of acute soft tissue injury.

ObjectiveTo study effect of Herba Erigerontis on metabolites in cerebral ischemia rats with high-resolution magic angle spinning 1H nuclear magnetic resonance spectroscopy(HR MAS 1H NMR). Methods18 male Wistar rats, weighing 150～200 g, were randomly divided into 3 groups such as normal (n=6), ischemia (n=6), Herba Erigerontis treatment (n=6). Rat ischemia model was established with middle cerebral artery occlusion (MCAO), reperfusing or dosed with Herba Erigerontis after 3 h ischemia. The metabolites, including N-acetylaspartate (NAA), creatine (Cre), choline (Cho), glutamate (Glu), and aspartate (Asp) etc., of cerebra and cerebella was observed using HR MAS 1H NMR. ResultsExcluding Cho, Glu, Asp, the concentrations of most metabolites of rat brain during ischemia were significantly lower than that of normal rats, and could be increased after drug treatment. ConclusionHerba Erigerontis shows positive effect on metabolites in cerebral ischemia rats.

Objective To compare the clinical effect of the two surgical methods of posterior pedicle screw fixation decompression in treatment of thoracolumbar burst fractures,and in order to provide the basis for choosing the rational treatment.Methods Retrospectively analyzed the clinical data of 98 patients with thoracolumbar burst fractures underwent surgery of posterior pedicle screw fixation decompression from January 2007 to January 2011.Fifty-six patients were given posterior fixed indirect decompression surgery (indirect decompression group) and 42 patients were given posterior fixed direct decompression (direct decompression group).The patients were followed up for (1.03 ± 0.36) years after surgery,the image,recovery of neurological function,postoperative complications and capacity for independent living of the two groups were compared and evaluated.Results After surgery,the vertebral height ratio,Cobb angle,canal compromise rate in indirect decompression group were (91.67 ± 26.19)％,(10.10 ± 2.89)°,(18.61 ±5.32)％,in direct decompression group were(86.23 ± 24.64)％,(11.98 ± 3.42)°,(22.37 ± 6.39)％.There was significant difference compared with before surgery (P ＜ 0.05) and no significant difference between two groups (P ＞0.05).After surgery,the neurological function of the two groups were improved,and the improvement in indirect decompression group was better than that in direct decompression group (P ＜ 0.05).The postoperative complications ratio in indirect decompression group was 23.2％ (13/56),significantly lower than that in direct decompression group[83.3％(35/42)](x2 =10.370,P＜ 0.01).There was 60.7％(34/56)patients with capacity for independent living in indirect decompression group,significantly higher than that in direct decompression group [40.5％ (17/42)] (x2 =4.329,P ＜ 0.05).Conclusion The posterior pedicle screw fixation indirect decompression in treatment of thoracolumbar burst fractures is a feasible operation method,and is worth to utilize in clinic.

Objective To evaluate the effect of polydatin on neuropathic pain in rats.Methods Forty male Sprague-Dawley rats,aged 6-8 weeks,weighing 200-230 g,were randomly divided into 5 groups (n =8 each) using a random number table:sham operation group (group S),neuropathic pain group (group NP),polydatin 5 mg/kg group (group P1),polydatin 10 mg/kg group (group P2),and polydatin 20 mg/kg group (group P3).Neuropathic pain was induced by chronic constriction injury in NP and P1-3 groups.In group S,the sciatic nerve was only exposed but not ligated.In S and NP groups,normal saline 0.1 ml was injected intraperitoneally immediately after operation and at 1,3,5 and 7 days after operation (T1-4).In P1-3 groups,polydatin 5,10 and 20 mg/kg (in normal saline 0.1 ml) were injected intraperitoneally immediately after operation and at T1-4.At 1 day before operation (T0) and T1-4,the mechanical paw withdrawal threshold (MWT) and thermal paw withdrawal latency (TWL) were measured.After measurement of pain threshold at T4,the rats were sacrificed,and L4-6 segments of the spinal cords were removed for determination of the expression of high-mobility group box 1 (HMGB1),Toll-like receptor 4 (TLR4),interleukin-1beta (IL-1β),tumor necrosis factor-alpha (TNF-α) and monocyte chemotactic protein-1 (MCP-1) by Western blot.Results Compared with group S,the MWT was significantly decreased,and the TWL was significantly shortened at T1-4 in group NP,the MWT was significantly decreased at T1-4,and the TWL was significantly shortened at T2-4 in group P1,the MWT was significantly decreased at T1-4,and the TWL was significantly shortened at T3.4 in group P2,the MWT was significantly decreased at T1-4 in group P3,and the expression of HMGB1,TLR4,IL-1β,TNF-α and MCP-1 was significantly up-regulated in NP,P1 and P2 groups (P＜0.05).Compared with group NP,the MWT was significantly increased at Tt-4,and the TWL was significantly prolonged at T1,2 in group P2,the MWT was significantly increased,and the TWL was significantly prolonged at T1-4 in group P3,the expression of HMGB1,TLR4,IL-1β,TNF-α and MCP-1 was significantly down-regulated in P2 and P3 groups (P＜0.05),and no significant change was found in the parameters mentioned above in group P1 (P＞0.05).Compared with group P1,the MWT was significantly increased at T4 in group P2,and the MWT was significantly increased at T14,the TWL was significantly prolonged at T3,4,and the expression of HMGB1,TLR4,IL-1β,TNF-α and MCP-1 was significantly down-regulated in group P3 (P＜0.05).Compared with group P2,the MWT was significantly increased at T3,4,and the expression of TLR4,IL-1β,TNF-α and MCP-1 was significantly down-regulated in group P3 (P＜0.05).Conclusion Polydatin can alleviate neuropathic pain through inhibiting inflammatory responses in the spinal cord of rats.

-?-D-glucan test.CT finding indicated the pulmonary nodules or masses in 9 cases.Plaque and flocculation lesion found in 3 cases.Ten cases were treated,in which 8 cases were cured,1 case was improved,1 case was dead.The effective rate was 90%,the curative rate was 80%,and the mortality rate was 8.3%.The two cases without treatment were stable.CONCLUSIONS The leading etiologic species of pulmonary fungal infections in the mid-later stage after liver transplantation are Aspergillus and Cryptococcous.It is different between early stage and mid-later stage after liver transplantation on clinical feature,outcome and anti-fungal medicine tolerability.

Objective To approach on the expression pattern of MMP-2 and E-Cadherin in the effects of gastrin on gastric canc-er cells ,so as to investigate their role in the metastasis and invasion of gastric cancer .Methods Genomic DNA modified by sodium bisulfite was used as a template .RQ-MSP detect the methylation status of the gene promoter .The relative amount of Methylation status was performed with comparative threshold cycle (2- △ t ) method .Results MMP-2 and E-Cadherin genes in gastric cancer cells were at hemimethylated status in gastrin before and after the intervention .Gastrin can reduce the methylation levels of MMP-2 gene(P<0 .05) ,but the could be effected by proglumide receptor antagonist to some certain extent (P>0 .05) .Gastrin can pro-mote the methylation levels of MMP-2 gene ,but proglumide decrease that effect (P<0 .05) .Conclusion Gastrin plays a certain role in the biological behavior of gastric cancer impact by changeing on the expression pattern of MMP-2 and E-Cadherin in the effects of gastrin on gastric cancer cells .