The purpose of using brain-computer interface (BCI) is to build a bridge between brain and computer for the disable persons, in order to help them to communicate with the outside world. Electroencephalography (EEG) has low signal to noise ratio (SNR), and there exist some problems in the traditional methods for the feature extraction of EEG, such as low classification accuracy, lack of spatial information and huge amounts of features. To solve these problems, we proposed a new method based on time domain, frequency domain and space domain. In this study, independent component analysis (ICA) and wavelet transform were used to extract the temporal, spectral and spatial features from the original EEG signals, and then the extracted features were classified with the method combined support vector machine (SVM) with genetic algorithm (GA). The proposed method displayed a better classification performance, and made the mean accuracy of the Graz datasets in the BCI Competitions of 2003 reach 96%. The classification results showed that the proposed method with the three domains could effectively overcome the drawbacks of the traditional methods based solely on time-frequency domain when the EEG signals were used to describe the characteristics of the brain electrical signals.
Algorithms ; Brain ; physiology ; Brain-Computer Interfaces ; Electroencephalography ; Humans

Objective To assess the prevalence and binocular dysfunctional risk factors associated with asthenopia among adult myopes.Methods The study population included 800 adult myopes,a cross-sectional visual parameters that characterize the accommodative:accommodation amplitude (AA),accommodative facility,and accommodative response (fused crossed cylinder-FCC) and binocular function (near and distant horizontal and vertical associated phorias,near and distance negative and positive fusional vergence,near point of convergence,negative and positive relative accommodation (NRA/PRA),stimulus AC/A ratio and stereoacuity) were evaluated when these subjects wore adequate spectacle correction.Results Asthenopia was reported in 24.2％ (194/800) of myopes.The incidence of asthenopia in female (27.8％,128/460) was more than that in male (19.4％,66/340),and there was significant difference (P =0.006).In univariate analysis,the monocular AA,binocular AA,NRA and PRA were significantly associated with asthenopia (P =0.000).In multivariate analysis,low NRA (≤1.25 D),low NRA (≤1.50 D) were significant risk factors for asthenopia (P =0.000,OR =7.644 ;95％ CI 2.913-17.580;P =0.000,OR =5.303;95％ CI 2.822-16.205).Conclusion Preventive measures directed against the binocular dysfunctional risks factors associated with asthenopia may help reduce the prevalence and provide a positive impact on asthenopia.

Objective:To explore the effects of FOCUS-PDCA management on the improvement of disinfection quality of flexible endoscopes.Methods:From January 2018 to February 2020, a total of 124 flexible endoscopes and 23 nurses in Endoscopy Center of The First People's Hospital of Shangqiu were selected as the research objects by the convenient sampling method. From January 2018 to January 2019, the flexible endoscopes that were disinfected by conventional methods were set as the control group ( n=62) . From February 2019 to February 2020, the flexible endoscopes treated with Focus-PDCA disinfection were set as the observation group ( n=62) . The implementation status of the cleaning and disinfection specifications, the incidence of validity management defects and the quality of disinfection management of flexible endoscopes were compared between the two groups. Results:The observation group's flexible endoscope cleaning, disinfection specifications, and management evaluation scores were higher than those of the control group, and the differences were statistically significant ( P<0.01) . The disinfection and management defects of the flexible endoscope in the observation group were lower than those in the control group, the completeness rate of cleaning and disinfection records, the standard rate of cleaning operations, the qualification rate of biological test results, and the implementation rate of disinfection protection measures in the observation group were all higher than those of the control group, the differences were statistically significant. ( P<0.05) . Conclusions:The FOCUS-PDCA management model can effectively improve the cleanliness and disinfection quality of flexible endoscopes, which is worthy of clinical promotion.

Objective: The present study was designed to evaluate the protective effects of oligomeric proanthocyanidins (OPC) in mice exposed to paraquat (PQ) , and to explore the molecular mechanism. Methods: Four experimental groups were designed. Control group: 10 BALB/c mice were intraperitoneally injected with normal saline) . PQ group: 10 BALB/c mice were intraperitoneally injected with PQ (100 mg/kg) . PQ+OPC group: 10 BALB/c mice were administered with OPC (100 mg/kg) for 1 h before PQ (100 mg/kg) expo-sure. OPC group: 10 BALB/c mice were intraperitoneally injected with OPC (100 mg/kg) . The peripheral blood samples or lung tissue samples were collected at the designed time points for measuring the levels of oxi-dative stress indicators, the related protein levels of nuclear factor-kappa B (NF-κB) pathway and nuclear fac-tor erythroid related factor-2 (Nrf2) pathway. Results: Compared with the control group, the level of reactive oxygen species (ROS) , the content of malondialdehyde (MDA) in the PQ group were significantly induced, and the activity of superoxide dismutase (SOD) in the PQ group was decreased in the peripheral blood. As com-pared with the PQ group, the level of ROS and the content of MDA in the PQ+OPC group were significantly re-duced, the activity SOD in the PQ+OPC group was increased in the peripheral blood; the level of ROS and the content of MDA were also reduced in lung tissues in the PQ+OPC group. Moreover, compared with the con-trol group, the phosphorylation of IκBα and the expression of NF-κB p65 were increased in lung tissues in the PQ group. The phosphorylation of IκBα and the expression of NF-κB p65 were decreased in lung tissues in the PQ+OPC group as compared with the PQ group. In addition, compared with the control group, the expressions of HO-1 and Nrf2 were increased in lung tissues in OPC group, and these were decreased in lung tissues in PQ groups. Furthermore, the expressions of HO-1 and Nrf2 were also increased in lung tissues in PQ+OPC as com-pared with the PQ group. Conclusion OPC could alleviate PQ-induced systemic toxicity in mice by regulating oxidative stress via NF-κB and Nrf2 pathway.

Objective:To examine the long-term survival outcomes and identify mortality risk factors for coronary artery bypass grafting patients who received venoarterial extracorporeal membrane oxygenation(VA-ECMO) for postcardiotomy cardiogenic shock.Methods:Data from 121 consecutive venoarterial extracorporeal membrane oxygenation-treated coronary artery bypass grafting(CABG) patients at Beijing Anzhen Hospital between June 2012 and December 2016 were analyzed. There were 84 males and 24 females. The median age was 62(55, 67) years, and the median body mass index was 25(23, 27)kg/m 2. Thirty-seven patients(34%) had left main artery disease, and 56 patients(52%) underwent off-pump CABG. According to the 3 year survival outcome after ECMO, patients were divided into survival group(35 cases) and non-survival group(73 cases). The differences of clinical indicators between the two groups were compared and analyzed. Multivariable Cox regression modeling was used to identify factors independently associated with 36 month mortality. Results:Sixty-five patients(60%) could be weaned from VA-ECMO, 49 patients(45%) survived to hospital discharge, and 35 patients(32%) survived to 3 years. The median( IQR) time on VA-ECMO support was 4(3, 5) days. The median( IQR) length of ICU stay and hospital stay duration were 8(5, 12) and 20(13, 29) days, respectively. Older age( HR=1.06, 95% CI: 1.03-1.10, P<0.001), left main coronary artery disease( HR=1.62, 95% CI: 1.00-2.60, P=0.048), and vasoactive inotropic score( HR=1.09, 95% CI: 1.03-1.17, P=0.007)were independent risk factors associated with 3-year mortality. The area under the receiver operating characteristic curve for the model, which was constructed with age≥60years, left main coronary artery disease, and vasoactive inotropic score>60, was 0.88(95% CI: 0.80-0.95). Conclusion:Long-term survival of patients who survive to discharge appears favorable. Older age, left main coronary artery disease, and vasoactive inotropic score were associated with 3-year mortality in coronary artery bypass grafting patients who received VA-ECMO.

Identifying data-driven biotypes of major depressive disorder (MDD) has promise for the clarification of diagnostic heterogeneity. However, few studies have focused on white-matter abnormalities for MDD subtyping. This study included 116 patients with MDD and 118 demographically-matched healthy controls assessed by diffusion tensor imaging and neurocognitive evaluation. Hierarchical clustering was applied to the major fiber tracts, in conjunction with tract-based spatial statistics, to reveal white-matter alterations associated with MDD. Clinical and neurocognitive differences were compared between identified subgroups and healthy controls. With fractional anisotropy extracted from 20 fiber tracts, cluster analysis revealed 3 subgroups based on the patterns of abnormalities. Patients in each subgroup versus healthy controls showed a stepwise pattern of white-matter alterations as follows: subgroup 1 (25.9% of patient sample), widespread white-matter disruption; subgroup 2 (43.1% of patient sample), intermediate and more localized abnormalities in aspects of the corpus callosum and left cingulate; and subgroup 3 (31.0% of patient sample), possible mild alterations, but no statistically significant tract disruption after controlling for family-wise error. The neurocognitive impairment in each subgroup accompanied the white-matter alterations: subgroup 1, deficits in sustained attention and delayed memory; subgroup 2, dysfunction in delayed memory; and subgroup 3, no significant deficits. Three subtypes of white-matter abnormality exist in individuals with major depression, those having widespread abnormalities suffering more neurocognitive impairments, which may provide evidence for parsing the heterogeneity of the disorder and help optimize type-specific treatment approaches.