1.Channel Selection for Multi-class Motor Imagery Based on Common Spatial Pattern.
Bangyan ZHOU ; Xiaopei WU ; Zhao LU ; Lei ZHANG ; Xianjing GUO ; Chao ZHANG
Journal of Biomedical Engineering 2015;32(3):520-525
High-density channels are often used to acquire electroencephalogram (EEG) spatial information in different cortical regions of the brain in brain-computer interface (BCI) systems. However, applying excessive channels is inconvenient for signal acquisition, and it may bring artifacts. To avoid these defects, the common spatial pattern (CSP) algorithm was used for channel selection and a selection criteria based on norm-2 is proposed in this paper. The channels with the highest M scores were selected for the purpose of using fewer channels to acquire similar rate with high density channels. The Dataset III a from BCI competition 2005 were used for comparing the classification accuracies of three motor imagery between whole channels and the selected channels with the present proposed method. The experimental results showed that the classification accuracies of three subjects using the 20 channels selected with the present method were all higher than the classification accuracies using all 60 channels, which convinced that our method could be more effective and useful.
Algorithms
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Brain-Computer Interfaces
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Electroencephalography
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Humans
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Pattern Recognition, Physiological
2.Correlation study between cerebral microbleeds and white matter lesions in patients with ischemic cerebrovascular disease
Xiaopei LYU ; Zhenjie TENG ; Shuai YUAN ; Congjie WANG ; Hong LI ; Na CHEN ; Haili LU ; Wanying SHI ; Yanhong DONG ; Bin JING ; Zhang LI
Chinese Journal of Behavioral Medicine and Brain Science 2017;26(11):999-1002
Objective To explore distribution characteristics and risk factors of cerebral microbleeds (CMBs),and the correlation between CMBs and white matter lesions (WML) in patients with ischemic cerebrovascular disease(ICVD).Methods 180 patients with ICVD in neurology department of Hebei General Hospital from February 2015 to January 2017 were recruited.Those patients were underwent brain magnetic resonance imaging (MRI),and magnetic susceptibility weighted imaging (SWI).Recorded the baseline data and risk factors of high blood pressure,diabetes,hyperlipidemia,and high homocysteine were recorded.Patients with CMBs were counted and graded to understand the characteristics of CMBs distribution.Logisitic regression analysis was used to analyze the influencing factors.ICVD patients were divided into CMBs group and non CMBs group.CMBs group was further divided into 4 groups according to the severity,which was divided into level 1-3.The correlation between CMBs influencing factors and classification was further studied.Then patients with ICVD were divided into WML group and non WML group.WML group scored each region with age-related white matter changes rating scale (ARWMCrs).The correlation between WML and CMBs classification was further studied.Results (1) The overall prevalence of CMBs in patients with ICVD was 61.7% (111/180).The most common location of CMBs in patients with ICVD was the cortical and subcortical regions (80/111,72.1%),followed by the basal ganglia and thalamus regions (61/111,55.0%),and the infratentorial regions(38/111,34.2%).The difference between them were significant (x2 =32.061,P=0.000).In cortical and subcortical regions of CMBs,temporal lobe was the most common (61.3%).(2) Age(B=0.046,Or=1.047,95%CI =1.017~ 1.077,P=0.002) and the high homocysteine (B =1.458,Or=4.299,95% CI =2.114 ~ 8.744,P<0.001) were the risk factors for CMBs.(3) Four classification of CMBs was positively correlated with and WML total score (r=0.393,P=0.393).Conclusion The temporal lobe was the most common region for CMBs in patients with ICVD.Age and high homocysteine were risk factors for CMBs.With the increase of WML total score,severity of CMBs was also increased.
3.Clinical significance of serum ferritin detection in myelodysplastic syndromes
Jiafeng CHENG ; Xiaopei WANG ; Qianqian ZHENG ; Xue LU ; Weiwei ZHANG
Journal of Leukemia & Lymphoma 2019;28(3):160-163
Objective To investigate the clinical significance of serum ferritin (SF) detection in myelodysplastic syndromes (MDS).Methods A total of 42 cases of MDS without blood transfusion who were admitted to General Hospital of Huainan Eastern Hospital Group from January 2010 to July 2017 were collected.There were 27 males and 15 females,aged 46-90 years old with a median age of 72 years old.In 42 cases of MDS,10 cases had refractory anemia (RA),4 cases had refractory anemia with ring increased iron bead young cell (RARS),8 cases had refractory blood cells decreased with more dysplasia (RCMD),and 20 cases had refractory anemia with primitive cells increased (RAEB).According to the International Prognostic Scoring System,22 cases had low risk,and 20 cases had high risk.At the same time,40 healthy checkers were chosen as healthy control group.SF levels were measured and compared between the MDS patients and healthy controls.Results The SF level in the MDS group was significantly higher than that in the healthy control group [(479±267) ng/ml vs.(153±56) ng/ml],and the difference was statistically significant (t =7.379,P < 0.05).The difference in SF levels among the patients with different subtypes of MDS was statistically significant (F =4.81,P =0.006).Among them,the RA group had the lowest SF level,while the RAEB group had the highest,and the difference between the two groups was statistically significant [(346±257) ng/ml vs.(818±443) ng/ml,P =0.005].The SF level in the low-risk group was lower than that in the high-risk group [(456±238) ng/ml vs.(788±467) ng/ml],and the difference was statistically significant (t =2.867,P =0.008).Conclusion Patients with MDS show a significant increase in SF level,and high-risk patients are associated with iron overload,and SF may be an auxiliary indicator for judging the prognosis of MDS.
4.Analysis of clinical and pathological characteristics in patients with type 2 diabetes mellitus complicated with renal damage
Li JIN ; Xiaopei WANG ; Zhigang WANG ; Ping LAN ; Hui LIU ; Wanhong LU
Chinese Journal of Nephrology 2023;39(7):532-535
It was a retrospective study. The patients with type 2 diabetes mellitus (T2DM) who underwent renal biopsy in the Department of Nephrology, the First Affiliated Hospital of Xi'an Jiaotong University from 2015 to 2021 were enrolled to analyze the pathological and clinical manifestations of kidney. There were 483 patients enrolled, including 136 patients who had no history of diabetes mellitus, newly diagnosed as T2DM according to an oral glucose tolerance test. The age was (52.80±13.13) years old. There were 337 males (69.77%). Based on the renal biopsy, the patients were classified as diabetic kidney disease (DKD, 22.15%, 107/483), DKD+non-diabetic kidney disease (NDKD)(6.63%, 32/483), and NDKD (71.22%, 344/483). Membranous nephropathy was the most common pathology in patients with NDKD (40.41%, 139/344) and DKD+NDKD (34.38%, 11/32). In the 136 newly diagnosed T2DM patients, there were 3 patients (2.21%) with DKD, 2 patients (1.47%) with DKD+NDKD, and 131 patients with NDKD (96.32%). The proportions of DKD in patients with diabetes history ≤3 months, 3-12 months, 1-5 years, 5-10 years and ≥10 years were 10.53% (6/57), 25.00% (16/64), 26.53% (26/98), 41.56% (32/77) and 47.06% (24/51), respectively. The proportions of DKD+NDKD in patients with diabetes history ≤3 months, 3-12 months, 1-5 years, 5-10 years and ≥10 years were 3.51% (2/57), 3.13% (2/64), 10.20% (10/98), 9.09% (7/77) and 17.65% (9/51), respectively. Multivariate logistic regression analysis results showed that, the duration of diabetes history ( OR=1.130, 95% CI 1.057-1.208, P<0.001), diabetes retinopathy ( OR=12.185, 95% CI 5.331-27.849, P<0.001), urinary red blood cell count ( OR=0.987, 95% CI 0.974-0.999, P=0.039), glycosylated hemoglobin ( OR=1.482, 95% CI 1.119-1.961, P=0.006) as well as hemoglobin ( OR=0.973, 95% CI 0.957-0.990, P=0.001) were independently correlated with DKD. The proportions of DKD and DKD+NDKD increase with the prolongation of diabetes history. Membranous nephropathy is the most common pathology in NDKD and DKD+NDKD patients. Even in patients newly diagnosed with T2DM, it is necessary to screen for DKD. The duration of diabetes history, diabetes retinopathy, urinary red blood cell count, glycosylated hemoglobin and hemoglobin may be used to identify DKD from NDKD.
5.Bone marrow mesenchymal stem cell-derived exosomal miR-30e-5p ameliorates high-glucose induced renal proximal tubular cell pyroptosis
Jia LÜ ; Yaning HAO ; Xiaopei WANG ; Wanhong LU ; Yali ZHANG ; Dan NIU
Journal of Xi'an Jiaotong University(Medical Sciences) 2023;44(6):859-865
【Objective】 To study the effects of miR-30e-5p from bone marrow mesenchymal stem cell-derived exosomes(BMSC-exos) on high glucose (HG)-induced HK-2 cell pyroptosis and explore an alternative strategy to manage diabetic kidney disease (DKD). 【Methods】 BMSC-exos were isolated and internalized into HK-2 cells treated with HG to measure viability and cytotoxicity. The secretion of IL-1β and IL-18 was measured by ELISA. Pyroptosis was assessed by flow cytometry. The levels of miR-30e-5p, IL-1β, and IL-18 were measured. The expression of pyroptosis-associated cytokine proteins was determined. 【Results】 BMSC-exos decreased LDH, IL-1β, and IL-18 secretion and inhibited the expression of the pyroptosis-related factors (IL-1β, caspase-1, GSDMD-N, and NLRP3) in HG-induced HK-2 cells. Moreover, miR-30e-5p depletion in BMSC-exos promoted HK-2 cell pyroptosis. 【Conclusion】 BMSC-derived exosomal miR-30e-5p inhibits caspase-1-mediated pyroptosis in HG-induced HK-2 cells, which might provide a new strategy for treating DKD.
6.Development and validation of an HPLC-MS/MS method to determine clopidogrel in human plasma.
Gangyi LIU ; Chunxia DONG ; Weiwei SHEN ; Xiaopei LU ; Mengqi ZHANG ; Yuzhou GUI ; Qinyi ZHOU ; Chen YU
Acta Pharmaceutica Sinica B 2016;6(1):55-63
A quantitative method for clopidogrel using online-SPE tandem LC-MS/MS was developed and fully validated according to the well-established FDA guidelines. The method achieves adequate sensitivity for pharmacokinetic studies, with lower limit of quantifications (LLOQs) as low as 10 pg/mL. Chromatographic separations were performed on reversed phase columns Kromasil Eternity-2.5-C18-UHPLC for both methods. Positive electrospray ionization in multiple reaction monitoring (MRM) mode was employed for signal detection and a deuterated analogue (clopidogrel-d 4) was used as internal standard (IS). Adjustments in sample preparation, including introduction of an online-SPE system proved to be the most effective method to solve the analyte back-conversion in clinical samples. Pooled clinical samples (two levels) were prepared and successfully used as real-sample quality control (QC) in the validation of back-conversion testing under different conditions. The result showed that the real samples were stable in room temperature for 24 h. Linearity, precision, extraction recovery, matrix effect on spiked QC samples and stability tests on both spiked QCs and real sample QCs stored in different conditions met the acceptance criteria. This online-SPE method was successfully applied to a bioequivalence study of 75 mg single dose clopidogrel tablets in 48 healthy male subjects.