Common spatial pattern (CSP) is a very popular method for spatial filtering to extract the features from electroencephalogram (EEG) signals, but it may cause serious over-fitting issue. In this paper, after the extraction and recognition of feature, we present a new way in which the recognition results are fused to overcome the over-fitting and improve recognition accuracy. And then a new framework for EEG recognition is proposed by using CSP to extract features from EEG signals, using linear discriminant analysis (LDA) classifiers to identify the user's mental state from such features, and using Choquet fuzzy integral to fuse classifiers results. Brain-computer interface (BCI) competition 2005 data sets IVa was used to validate the framework. The results demonstrated that it effective ly improved recognition and to some extent overcome the over-fitting problem of CSP. It showed the effectiveness of this framework for dealing with EEG.
Algorithms ; Brain-Computer Interfaces ; Discriminant Analysis ; Electroencephalography ; Humans

Objective To investigate the effects of aerobic exercise on cardiorespiratory function in patients with obstructive sleep apnea/hypopnea syndrome (OSAHS).Methods A total of 84 patients with OSAHS were randomly divided into a control group and an aerobic exercise group (42 in each group).The control group was given only training in the activities of daily living (ADL).The acrobic exercise group was given ADL training combined with aerobic exercise training.The regime was maintained for 16 weeks.Each patient's VO2max,maximum heart rate (HRmax),exercise time to exhaustion,6-minute walking distance and quality of life (QOL) were evaluated before and after treatment.Results VO2max,HRmax,VO2max/HRmax,maximum exercise time,6-min walking distance and QOL all increased significantly more in the aerobic exercise group compared with the control group.Conclusion Aerobic exercise training can significantly improve cardiorespiratory function in patients with OSAHS.

Objective To investigate the inhibition rate of cell proliferation, cell apoptosis rate and their effects on the cell cycle proceeding of the SSMC7721 cell line when 5-FU combined with thermotherapy is induced into the cells, and then provide theoretical bases to the combined therapy of hepatocellular carcinoma. Methods The inhibition rate of cell proliferation was detected by the MTT under different conditions, the cell cycle proceeding and the cell apoptosis rate was detected by flow cytometry and the subcellular structure was detected by the electronmicroscope. Results The cell inhibition rate of the thermotherapy group, 5-FU group and the combinedgroup were 18.4% ,28. 3% and 52. 7% ,respectively. The inhibition rates in the latter two groups were significantly different to the thermotherapy group. The results of flow cytometry showed that the cell numbers increased in G1 stage decreased in S stage,and increased in G2/M stage;the cell apoptosis rate increased. There was significant difference between different groups(P ＜ 0.01 or P ＜0.05). The results of the electronmicroscop showed that the nuclear chromatins agglutinated in the borderline and the mitochondriums became swelled. Conclusions The 5-FU combined with thermotherapy could significantly improve the inhibition rate of cell proliferation, inhibit the cell cycle proceeding from G1 stage to S stage, and induce cells apoptosis and change the subcellular structures in the SSMC7721 cell line.

Objective To discuss the clinical application of mechanical thrombectomy with AngioJet system for acute lower limb arterial ischemia (ALI).Methods A total of 12 ALI patients,who underwent percutaneous mechanical thrombectomy with AngioJet systemn during the period from January 2015 to November 2016,were enrolled in this study.The clinical data were retrospectively analyzed.The blood flow classification score after thrombolysis in myocardial infarction (TIMI) was used to evaluate the blood perfusion condition,and Cooley standard of efficacy score was used to assess the clinical curative effect.Results The technical success rate of mechanical thrombectomy with AngioJet system was 91.7％ (11/12).The average restored perfusion time was (1.5±0.6) hours.The clinical success rate and limb salvage rate were 83.3％ (10/ 12) and 91.7％ (11/12),respectively.The TIMI flow scores were improved from preoperative grade 0 (n=8) and Ⅰ (n=4) to postoperative grade 0 (n=1),Ⅰ (n=3) and Ⅱ (n=8).In 11 patients (91.7％) the symptoms of lower limb arterial ischemia were strikingly improved after mechanical thrombectomy.In one patient,the postoperative TIMI flow score remained 0 as preoperative state and the symptoms of lower limb arterial ischemia were not improved although catheter directed thrombolysis therapy was employed for 24 hours,and above-knee surgical amputation had to be carried out.Cooley efficacy score showed that complete cure was seen in 4 patients (33.3％),good response in 6 patients (50.0％),general improvement in one patient (8.3％) and pool response in one patient (8.3％).No severe bleeding complications occurred.Conclusion Percutaneous mechanical thrombectomy with AngioJet can rapidly recover the blood perfusion in patients with ALI,thus,further deterioration of the disease can be prevented and the limb salvage rate can be improved.Therefore,this technique has good clinical application value.

Objective: To investigate the safety and clinical efficacy of comprehensive endovascular treatment for acute deep vein thrombosis(DVT)in elderly patients. Methods: Clinical data of 94 elderly patients who underwent endovascular treatment from June 2013 to June 2016 were retrospectively analyzed.All patients underwent inferior vena cava filter implantation(IVCF). Of them, 57 patients initially underwent thrombectomy and subsequently received the adjunctive catheter-directed thrombolysis(CDT)(Group A)and 37 cases underwent CDT(Group B). Clinical efficacy and safety of treatments in the two groups were examined. Results: Among the 94 patients, 88 cases had retrievable IVCF, and the retrieval rate was 94.3%(83/88). There were significant differences in total infusion time(73.92±31.68 h vs.156.2±30.2 h)and total doses of infused thrombolytic agents(180.71±44.83 million unit vs.355.0±96.0 million unit)between Groups A and B(P<0.05). There was a significant difference in average hospitalized time between Groups A and B(9.4±2.4 d vs.12.8±4.3 d, t=-4.99, P<0.01). There was no significant difference in clinical efficacy between Groups A and B(χ²=1.263, P>0.05). Fifty-six patients were treated with angioplasty(PTA), 34 of them were combined with stent implantation, and there was no difference between the two groups(χ²=1.128, P>0.05). Neither of the two groups saw serious complications.The incidence of minor hemorrhage was 9.6%(9/94), including 2 cases and 7 cases in Group A and Group B respectively, and the difference was statistically significant(χ²=4.503, P=0.034). The average follow-up time was 16.7±8.3 months in the 94 patients, and the stent patency rate was 91.2%(31/34). Doppler ultrasonography results at the last follow-up showed that the reverse flow rate of the valve was 20.2%(19/94), the occurrence rates of post-thrombotic syndrome(PTS)were 24.6%(14/57)and 29.7%(11/37)in Group A and Group B respectively, and the difference was not statistically significant(χ²=0.307, P=0.580). Patients in the mild, moderate and severe stages assessed by Villata scoring were 9 vs.6, 4 vs.5, 0 vs.1 in Group A and Group B respectively, and the differences were not statistically significant(χ²=0.007 and 0.205, P>0.05). Conclusions It is safe and effective for elderly patients with DVT when timely and appropriate the treatment strategies are chosen and comprehensive approaches including IVCF, anticoagulation, endovascular CDT, thrombectomy, PTA and stent implantation are used.

Objective:To evaluate the safety and clinical efficacy of AngioJet pharmacomechanical thrombectomy (APMT) in rescue treatment for patients with acute massive pulmonary embolism (AMPE) after unsuccessful thrombolysis with urokinase (UK).Methods:From June 2016 to June 2018, the clinical data of 16 AMPE patients underwent APMT after unsuccessful thrombolysis with UK were collected. For these patients, the therapy was discontinued and replaced with APMT adjunctive low-dose thrombolysis with UK. Heart rate (HR), systolic blood pressure (SBP), arterial partial pressure of oxygen (PaO 2), pulmonary artery pressure (PAP), CT obstruction index (CTOI) and therapy replacement safety were evaluated. The pared-samples t-test was used to analyze quantitative data before and after treatment. Results:All 16 patients completed APMT procedure. PAP posterior was lower than prior treatment ( P<0.05). The average adjunctive thrombolysis duration of UK was (3.25±1.78) d, HR, SPB, PaO 2 after APMT were significantly improved ( P<0.01). CTOI before and after APMT were (26.81±14.86)% and (11.56±3.26)%, respectively, and the difference was statistically significant ( t=3.435, P<0.01). Symptoms and signs of pulmonary embolism were significantly improved after treatment. The complications associated with APMT occurred in 2 patients with bradyarrhythmia, 2 patients with chest discomfort and 2 patients with hemoglobinuria. There were no statistically significant difference between the biochemistry indexes before and after APMT treatment ( P>0.05). Moreover, no major bleeding occurred during thrombolysis procedure, and minor bleeding complications occurred only in two cases. Conclusions:APMT adjunctive low-dose UK thrombolysis for rescue treatment of AMPE patients after unsuccessful thrombolysis with UK is relatively safe and effective. It can remove pulmonary artery thrombus rapidly, and improve clinical symptoms and signs of PE.

Objective To compare the safety and clinical efficacy of recombinant human tissue plasminogen activator (rt-PA) and urokinase(UK)in catheter-directed thrombolysis(CDT)for the treatment of subacute iliofemoral deep venous thrombosis(DVT). Methods From June 2013 to June 2017, a total of 116 subacute DVT patients underwent consistent CDT with either rt-PA or urokinase, or simple anticoagulation treatment in this study.The patients were divided into three groups for comparison:rt-PA-CDT group(n=43), UK-CDT group(n=39)and anticoagulation group(n=34). The baseline data, thrombolysis duration, rt-PA or UK dosages, thrombolytic rate and clinical efficacy rate were compared among the three groups. Independent t-test(accorded to normal distribution)was used to analyze the thrombolysis duration.The quantitative data were analyzed with analysis of varianc and the qualitative data were compared by the chi-square test. Results There was no significant difference in general clinical features among the three groups(P>0.05). The thrombolysis duration, total dosages and thrombolytic rate (≥50)were(5.8±1.3)d,(49.7±16.1)mg,86.0% for rt-PA-CDT group,and(6.3±1.5)d,(440±99)×104 U, 66.7% for UK-CDT group.The difference of thrombolysis duration was not statistically significant between the rt-PA-CDT group and UK-CDT group(t=-1.868, P>0.05). The thrombolysis rate of rt-PA-CDT group was significantly higher than that of UK-CDT group(χ2=4.315, P<0.05). The time of obtaining grade Ⅲthrombosis rate was shorter for rt-PA-CDT group(4.7±0.9)d compared with UK-CDT group(6.0±1.2 d) (t=-2.343,P<0.05).The clinical efficacy rates of the rt-PA-CDT group[88.4%(38/43)]and UK-CDT group [76.9%(30/39)]were significantly higher than that of anticoagulation group[26.5%(9/34)](P<0.05).There was no statistical difference between the rt-PA-CDT group and UK-CDT group(χ2=1.893, P>0.05). No severe complications were found in all groups. The incidence rates of mild complication of the rt-PA-CDT group, UK-CDT group and anticoagulation group were 16.3%(7/43), 17.9%(7/39)and 8.8%(3/34), respectively, and there were no significant differences among the three groups(χ2=1.396, P>0.05). Conclusion The clinical efficacy of CDT using rt-PA and UK for subacute DVT is better than simple anticoagulation treatment.Thrombolytic rate of rt-PA is superior to UK.

Objective To compare the clinical efficacy of angioJet rheolytic thrombectomy (ART) and manual aspiration thrombectomy (MAT) combined with catheter-directed thrombolysis (CDT) in the treatment of acute iliofemoral venous thrombosis (IFVT).Methods 62 acute IFVT patients undergoing interventional treatment with either ART (group A,30 cases) or MAT (group B,32 cases) from 2014 to 2016,were enrolled in this study.Clinical efficacy and postthrombotic syndrome (PTS) rate were compared between the two groups.Results The instant thrombolysis rate in group A was 83.3％ (25/30),that was 59.4％ (19/32) in group B(P ＜ 0.05).Time used for adjunctive thrombolysis and dosages of UK in group A were (73.92 ±31.68)h and (110.71 ±44.83) × 104 U,while in Group B were (121.20 ±25.20)h and (313.49 ± 70.11) × 104 U,respectively (P ＜0.01).Final thrombolysis rate of these two groups were 93.3％ (28/30) and 87.5％ (28/32) (P ＞ 0.05).No severe complications occurred during the treatment of ART and MAT procedure.Fifty seven cases (91.9％) were followed-up,the valvular regurgitation rate in group A and group B were 14.3％ (4/28) and 37.9％ (11/29),respectively (P ＜ 0.05).PTS rate in group A was 25.0％ (7/28) and 37.9％ (11/29) in group B (P ＞0.05).Conclusions Interventional treatment for acute IFVT with ART and MAT can both achieve high clinical efficacy.ART are with higher instant thrombolysis rate and less valvular regurgitation compared with MAT.