In order to improve the accuracy of classification with small amount of motor imagery training data on the development of brain-computer interface (BCD systems, we proposed an analyzing method to automatically select the characteristic parameters based on correlation coefficient analysis. Throughout the five sample data of dataset IV a from 2005 BCI Competition, we utilized short-time Fourier transform (STFT) and correlation coefficient calculation to reduce the number of primitive electroencephalogram dimension, then introduced feature extraction based on common spatial pattern (CSP) and classified by linear discriminant analysis (LDA). Simulation results showed that the average rate of classification accuracy could be improved by using correlation coefficient feature selection method than those without using this algorithm. Comparing with support vector machine (SVM) optimization features algorithm, the correlation coefficient analysis can lead better selection parameters to improve the accuracy of classification.
Algorithms ; Brain-Computer Interfaces ; Discriminant Analysis ; Electroencephalography ; Fourier Analysis ; Humans ; Support Vector Machine

AIM: To further investigate the immunologic mechanism of myasthenia gravis(MG). METHODS: Acetylcholine receptor antibodies(AchRab) and presynaptic membrane antibodies (PsMab) was determined by ELISA in 285 cases of MG patients. Tumor necrosis factor- alpha(TNF-?) and RBC-C3b receptor rosette rate(RBC-C3bRR)and RBC-IC rosette rate (RBC-ICR)was determined in 202 patients with MG. Furthermore, the peripheral blood lymphocyte subsets was examined in 104 cases MG patients. RESULTS: The positive rates of the AchRab and PsMab in MG were very significantly higher than that of control.The positive rate of PsMab in patients with negative AchRab was very significantly higher than that of patients with the positive AchRab.In 202 MG patients, the TNF-? was significantly higher, but the RBC-C3bRR was significantly lower than those of control, while the RBC-ICR has no significant change. CONCLUSION: MG is an autoimmune disease with damaged postsynaptic membrane by the AchRab, and some patients with both the AchRab and PsMab could manifest disfunction in the postsynaptic and presynaptic membrane. While the patients who just has the PsMab maybe damaged only in the presynaptic membrane. Other body fluid immune or/and cell immune mechanism may be involved in MG patients without AchRab and PsMab. [

AIM: To explore whether inhibition of NF-?B by antioxidant pvrrolidine dithiocarbamate (PDTC) sensitizes leukemia cells to cytotoxic drugs and its mechanism. METHODS: The indirect immunofluorescence method and electrophoretic mobility shift assay (EMSA) were used to measure the activation of NF-?B. The apoptotic cells were evaluated by flow cytometry (FCM) and the in vitro growth inhibitory effect was performed using a MTT assay. RESULTS: EMSA showed that NF-?B was activated by daunorubicin (DNR), VP-16 and then was inhibited by PDTC in a dose-dependent manner. NF-?B activation was further verified because of subunit RelA of NF-?B locating in the nuclei. FCM analysis showed that apoptotic index of HL-60 cells was up to (8.97?0.81)%, (16.01?1.06)%, (22.96?1.33)% from (5.34?0.62)%, (10.16?0.42)%, (17.32?1.15)% after exposure of HL-60 cells to 2.5-10 mg/L VP-16 combined with PDTC. VP-16 added with PDTC produced greater growth inhibitory effect to HL-60 cells than did VP-16 or DNR only (P

Objective To investigate the therapeutic outcomes of unilateral adrenalectomy for Cushing syndrome in patients with adrenocorticotropic hormone (ACTH) independent bilateral macronodular adrenal hyperplasia.Methods 22 patients diagnosed with Cushing syndrome caused by ACTH independent bilateral macronodular adrenal hyperplasia from January 2005 to December 2015 were retrospectively concluded.There are 17 male patients and 5 female patients with the median age of 46.5 years.All patients were presented with Cushing syndrome such as moon face, buffalo hump and other typical symptoms of Cushing syndrome.The laboratory tests showed disappearance of cortisol rhythm, elevated 24-hour urinary free cortisol, suppressed or normal ACTH and unsuppressed low dose dexamethasone suppressing test.CT scan showed bilateral macronodular adrenal hyperplasia in all patients.Results All the patients received unilateral adrenalectomy.Pathological results showed adrenal cortex nodular hyperplasia.16 patients had reexamination in the endocrine department.The median follow-up time was 26 (17-118)months for these 16 patients.In the follow-up between 3 to 9 months after surgery, laboratory test showed serum and urinary cortisol level returned to normal range and Cushing syndrome also disappeared in these 16 patients.CT scan showed no recurrence.And no adrenal insufficiency occurred.One patient had recurrence one year after surgery and two patients turned better after surgery but had recurrence at 3 years and 10 years after surgery.Two patients received contralateral adrenalectomy and cortisol hormone replacement therapy after surgery.Another patient with recurrence refused second surgery.No recurrence was observed in other patients.Four patients were followed up by telephone, and all recovered well after surgery.18 patients had hypertension before surgery and their blood pressure significantly decreased after surgery.Among them 13 cases blood pressure returned to normal range.5 patients had elevated blood glucose before surgery, and 3 patients' blood glucose returned to normal range.Conclusions Unilateral adrenalectomy for Cushing syndrome in patients with ACTH independent bilateral macronodular adrenal hyperplasia is safe and effective.

Objective To study gender-related differences of clinical characteristics and vascular complications in patients with aldosterone-producing adenoma(APA).Method Consecutive 315 patients with APA confirmed by pathological diagnosis were included and the clinical features and vascular complications were compared based on gender.Results (1) Of the 315 patients with APA,female accounted for 52.7％ (166/315).Male patients with APA presented a higher BMI,compared with females [(25.4± 2.9) vs (24.1 ± 3.2) kg/m2,P＜0.01],and the history of smoking and drinking was more common in male patients.No significant difference was found in regard to the age,duration,hypokalemia,tumor size,and family history of hypertension between two groups (P＞0.05).(2) No significant difference was found in the prevalence of hypertension,duration of hypertension,blood pressure,and antihypertensive medieation between two groups.However,the patients with grade 3 hypertension tended to be more prevalent in males(P =0.08).(3) Serum aldosterone concentrations were similar in two groups,but 24 h urinary aldosterone showed an increased trend in male group (P =0.07).(4) The overall prevalences of cardiovascular (51.0％ vs 36.1％) and cerebrovascular (9.4％ vs 3.0％) complications were significantly higher in male group (P ＜ 0.05).Further analysis of cardiac events revealed significantly higher rates of left ventricular hypertrophy (23.5％ vs 13.9％) and arrhythmia (21.5％ vs 10.8％) in males (P＜0.05).However,no significant difference in the prevalence between two groups was found in regard to cerebral hemorrhage,infarction,and chronic renal insufficiency.(5) The fall of blood pressure and recovery from hypokalemia were comparable between males and females in two weeks after sugery.However,in the patients with persistent hypertension,the number of antihypertensive drugs used in males was greater than that in females and more male patients needed ≥ 2 types of antihypertensive drugs.Conclusion There were significant gender-related differences with regard to clinical features and vascular complications in patients with APA.

A 31-year-old male normotensive patient with aldosterone-producmg adenoma complained of thirst,polydipsia,polyuria,and periodical paraplegia.The diagnosis is raised by signs of hypokalemia.Despite the lack of hypertension,primary aldosteronism was confirmed by persistent hypokalemia,increased urinary potassium,increased urinary and plasma aldosterone levels and suppressed plasma rennin activity (PRA).The blood pressure profile was studied by ambulatory monitoring,and the mean blood pressure of 24h was normal and the circadian rhythm remained normal. Surgical removal of the histologically typical aldosterone-producing adenomas normalized the kalemia.The patient had a marked fall in blood pressure with mean values of 21/17 mm Hg ( diurnal and nocturnal blood pressure were 19/17 and 22/17 mm Hg respectively)and recovery of normal urinary and plasma aldosterone levels and PRA 6 weeks after surgery.This suggests that excess serum aldosterone induced relative hypertension in those patients whose blood pressure was spontaneously very low.Our observations call for primary hyperaldosteronism assay in patients with hypokalemia and renal potassium leakage.

Objective:To analyze the risk factors of bronchopulmonary dysplasia(BPD)in very preterm infants(VPI), and to provide scientific basis for the prevention and treatment of BPD in VPI.Methods:A prospective multicenter study was designed to collect the clinical data of VPI in department of neonatology of 28 hospitals in 7 regions from September 2019 to December 2020.According to the continuous oxygen dependence at 28 days after birth, VPI were divided into non BPD group and BPD group, and the risk factors of BPD in VPI were analyzed.Results:A total of 2 514 cases of VPI including 1 364 cases without BPD and 1 150 cases with BPD were enrolled.The incidence of BPD was 45.7%.The smaller the gestational age and weight, the higher the incidence of BPD( P<0.001). Compared with non BPD group, the average birth age, weight and cesarean section rate in BPD group were lower, and the incidence of male infants, small for gestational age and 5-minute apgar score≤7 were higher( P<0.01). In BPD group, the incidences of neonatal respiratory distress syndrome(NRDS), hemodynamically significant patent ductus arteriosus, retinopathy of prematurity, feeding intolerance, extrauterine growth restriction, grade Ⅲ~Ⅳ intracranial hemorrhage, anemia, early-onset and late-onset sepsis, nosocomial infection, parenteral nutrition-associated cholestasis were higher( P<0.05), the use of pulmonary surfactant(PS), postnatal hormone exposure, anemia and blood transfusion were also higher, and the time of invasive and non-invasive mechanical ventilation, oxygen use and total hospital stay were longer( P<0.001). The time of starting enteral nutrition, cumulative fasting days, days of reaching total enteral nutrition, days of continuous parenteral nutrition, days of reaching 110 kcal/(kg·d) total calorie, days of reaching 110 kcal/(kg·d) oral calorie were longer and the breastfeeding rate was lower in BPD group than those in non BPD group( P<0.001). The cumulative doses of amino acid and fat emulsion during the first week of hospitalization were higher in BPD group( P<0.001). Multivariate Logistic regression analysis showed that NRDS, invasive mechanical ventilation, age of reaching total enteral nutrition, anemia and blood transfusion were the independent risk factors for BPD in VPI, and older gestational age was the protective factor for BPD. Conclusion:Strengthening perinatal management, avoiding premature delivery and severe NRDS, shortening the time of invasive mechanical ventilation, paying attention to enteral nutrition management, reaching whole intestinal feeding as soon as possible, and strictly mastering the indications of blood transfusion are very important to reduce the incidence of BPD in VPI.