3.Research on a successively increasing feature selection algorithm of EEG signal for driving fatigue based on SVM.
Hong XIE ; Shuofu YANG ; Bin XIA ; Wenlu YANG ; Nana ZHOU
Journal of Biomedical Engineering 2013;30(6):1321-1325
Electroencephalogram (EEG) signals provide an objective physiological index for the identification of the driver's fatigue state. It is very important to choose appropriate channels and EEG signal features adaptively due to the features varying with different subjects and time. A support vector machine (SVM) based increasing feature selection algorithm for driving fatigue EEG classification is presented in this paper. The algorithm is a method to select EEG channels and features for driving fatigue adaptively in an ascending order. We can select the optimal feature each time from the remaining candidate features using the optimized SVM model minimum error rate as the index. The experimental calculation has characteristics of using 16 electrode channels which cover the whole head in the main area, of selecting 208 candidate features as the initial set, of selecting to the EEG data calculation recorded in 5 different time periods of a subject, and of choosing error rate of 2% as the algorithm termination condition. The selected features and models, therefore, can reach a high level of classification and generalization ability.
Algorithms
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Automobile Driving
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Electrodes
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Electroencephalography
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Fatigue
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Humans
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Support Vector Machine
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Time Factors
4.The action time of parthenolide as selective nuclear factor-κB inhibitor in heart of rats
Xuemei WU ; Xia LIU ; Chen WANG ; Hong XIE
Chinese Journal of Biochemical Pharmaceutics 2009;30(6):365-367
Purpose To observe the action time of parthenolide (PTN) as selective nuclear factor-κB(NF-κB) inhibitor in heart of rats.Methods Forty SD rats were randomly divided into control(CON) group,PTN group,dimethyl sulfoxide(DMSO) group,lipopolysaccharide(LPS) group and PTN+LPS group.The first day:PTN group,DMSO group and PTN+LPS group rats were respectively injected interapertoneally PTN(500 μg/kg) and DMSO; other groups rats were injected interapertoneally equivalent saline.The second day(in equivalent to 24 h after injecting PTN):in LPS group and PTN+LPS group LPS(12.5 mg/kg) was administered subcutaneously; other group rats were injected subcutaneously equivalent saline.Every heart was obtained in equivalentce to 1 h after injecting LPS to measure the expression of NF-κB p50 in nucleus,inhibitory kappaB(IκBα) and phosphorylation inhibitory kappaB(p-IκBα) in cytoplasm of cardiac myocytes through Western blotting.Results Compared with CON group,the expression of NF-κB p50,IκBα and p-IκBα had no difference in PTN and DMSO group.And in LPS group and PTN + LPS group,the expression of NF-κB p50 up-regulated significantly(P<0.05),IκBα down-regulated(P<0.05) and p-IκBα up-regulated significantly(P<0.05).Conclusion LPS can activate NF-κB in 1 h and PTN in rats after 24 h has few effect.
5.Inhibitory effects of fluvastatin on activation of THP-1 cells induced by anti-beta2GPI/beta2GPI complex.
Ting WANG ; Hong ZHOU ; Hongxiang XIE ; Longfei XIA ; Yuan MU
Acta Pharmaceutica Sinica 2013;48(10):1550-6
This study is to explore the interventional effects of fluvastatin on anti-beta2GPI/beta2GPI-induced activation in THP-1 mononuclear cells. In vitro, human mononuclear cells THP-1 were treated with fluvastatin, LPS and anti-beta2GPI/beta2GPI, then the TF expression on THP-1 cells was detected by real-time quantitative PCR (RT-qPCR) or TF activity was detected by kit. TNF-alpha mRNA and its protein expression were investigated by RT-PCR and ELISA kit. The expression of phospho-NF-kappaB p65 and inhibitory protein of NF-kappaB (IkappaB-alpha) were measured by Western blotting. The results suggested that the expression of TF and TNF-alpha on THP-1 cells was significantly up-regulated with treatment of anti-beta2GPI/beta2GPI complex (100 mg x L(-1)), compared with that of untreated cells (P < 0.05). Fluvastatin (50 mg x L(-1)) could decrease TF (mRNA and activity) expression and the level of TNF-alpha (mRNA and protein) in THP-1 cells with anti-beta2GPI/beta2GPI complex. The expression of TF and TNF-alpha was shown in a concentration-dependent manner. Moreover, anti-beta2GPI/beta2GPI complex could downregulate IkappaB-alpha levels and increase the levels of phospho-NF-kappaB p65. And these effects of anti-beta2GPI/beta2GPI complex could be blocked by fluvastatin. In conclusion, fluvastatin may interfere the expression and regulation of NF-kappaB signal transduction pathway, thereby inhibit the effects of anti-beta2GPI/beta2GPI on activation of THP-1 cells, by decreasing the expression of TF and TNF-alpha.
6.Thought on Intensifying the Rehabilitation Medicine Education in Clinical Medicine
Renlan ZHOU ; Xinshu XIA ; Hong MU ; Biao LEI ; Peng XIE
Chinese Journal of Medical Education Research 2002;0(01):-
With the advent of the modern medical mode,rehabilitation medicine teaching becomes an important part of the whole system of medical education.Theory on rehabilitation medicine education infiltrates clinical specialities and brings about a great advance in promoting subject development throughly during clinical education.
7.Effects of integrative medicine protocols on the improvement of neural function deficit and disability outcomes in patients with acute ischemic cerebral stroke.
Ren-ming XIE ; Hong-xia CHEN ; Yan-ming XIE
Chinese Journal of Integrated Traditional and Western Medicine 2011;31(9):1175-1180
OBJECTIVETo study the effects of integrative medicine protocols on the neural function deficit and short-term disability outcomes in patients with acute ischemic cerebral stroke.
METHODS99 patients were randomly assigned to three groups, i.e., the Dengzhan Xixin (fleabane) group (Group A), the Kudiezi (sowthistle-leaf ixeris seedling) group (Group B), and the Western medicine control group (Group C). Dengzhan Xixin Injection was intravenously dripped to patients in Group A for 14 days. Chinese decoction was administered to them by pattern typing as well. Meanwhile, they took Dengzhan Shengmai Capsule for two months. Kudiezi Injection was intravenously dripped to patients in Group B for 14 days. Chinese decoction was administered to them by pattern typing as well. Meanwhile, they took Naoshuantong Capsule for two months. In addition to internal therapies, patients in Group A and B received acupuncture, massage, and external washing with Chinese medicine for 21 days. Patients in Group C also received modem rehabilitation therapy for 21 days, including rehabilitation training and electronic stimulus in addition to the internal medicine. The National Institute of Health Stroke Scale (NIHSS) and disability outcome (modified Rank Scale, mRS) were taken as main effect indices.
RESULTSThe NIHSS scores at each time point obviously decreased more than before treatment in all the three groups (P<0.01), but with no difference at each time point (P>0.05). The disability outcomes of all the three groups postponed as time went by. Significant difference existed among the three groups by log-lineal model (CATMOD) (P<0.05). The best effect was shown in Group B, with the markedly effective rate of 19. 35% and the total effective rate 54.84%.
CONCLUSIONSThe integrative medicine protocols could improve the nerve functions of ischemic stroke patients. Therefore, it could improve the disability outcomes. The comprehensive protocol (Kudiezi Injection + Naoshuantong Capsule + Chinese decoction according to pattern typing + acupuncture + massage + external washing with Chinese medicine) was better.
Aged ; Aged, 80 and over ; Brain Ischemia ; therapy ; Drugs, Chinese Herbal ; therapeutic use ; Female ; Humans ; Integrative Medicine ; Male ; Middle Aged ; Phytotherapy ; Stroke ; therapy ; Treatment Outcome
8.Clinical analysis of 255 dental crown fracture.
West China Journal of Stomatology 2009;27(1):58-59
OBJECTIVETo analyse dental crown fracture occurrence situation in the long-term mastication process, and discuss the correlation factor of crown fracture occurrence.
METHODSFrom December, 2005 to December, 2007, 255 crown fracture teeth were chosen as the object of study. The sex, age, teeth position, fracture position and occlusal state of patients were analyzed.
RESULTSIn 255 teeth, 1) 76 teeth (29.8%) were maxillary first molars, 45 teeth (17.6%) were mandibular first molars, 41 teeth (16.1%) were maxillary second molars, 37 teeth (14.5%) were mandibular second molars, 32 teeth (12.5%) were maxillary second premolars, 15 teeth (5.9%) were maxillary first premolars, 9 teeth (3.5%) were mandibular second premolars. 2) The fracture position of 158 teeth (62.0%) overlapped with pit and fissure. The fracture position of 97 teeth (38.0%) occurred in dental inclined surface. 3) The occlusal state of 85 patients (33.3%) was normal. The occlusal surface shape of 55 patients (21.6%) was unnormal. The occlusal shape of 115 patients (45.1%) was unnormal.
CONCLUSIONThe teeth position and occlusal state has certain relations with occurrence of dental crown fracture. Occlusal force was the basic factor for dental crown fracture, but it was not the only one.
Bicuspid ; Bite Force ; Crowns ; Humans ; Incisor ; Mastication ; Molar ; Molar, Third
9.Correlation between iron levels and degeneration of dopaminergic neurons in rat nigrostriatal system during the early 6-OHDA lesions in medial forebrain bundle.
Jun WANG ; Hong JIANG ; Jun-Xia XIE
Acta Physiologica Sinica 2003;55(4):422-427
In the present study, using fast cyclic voltammetry (FCV), atomic absorption/flame emission spectrophotometry and immunohistochemistry, we investigated the correlation between iron levels and degeneration of dopaminergic neurons in rat nigrostriatal system during the early 6-OHDA lesions in the medial forebrain bundle (MFB). The results showed that 1 d or 3 d after lesions in MFB, there was a 45% or 66% reduction, respectively, in the density of tyrosine hydroxylase (TH) immunoreactive cells in the substantia nigra (SN) of the lesioned side accompanied by an increase in iron staining intensity and iron concentration; while there was no change in dopamine (DA) release in the striatum (Str) of the lesioned side compared with the unlesioned side and the normal rats. There was no difference in the iron staining and concentration of SN and DA release of Str on the lesioned side between one-day group and three-days group. These results suggest that an iron level elevation in SN may be involved at the early stage of degeneration of DA neurons in SN. However, DA release in Str was unchanged due to the immense compensatory mechanism of DA system.
Animals
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Corpus Striatum
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metabolism
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pathology
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Dopamine
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metabolism
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Female
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Iron
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metabolism
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Medial Forebrain Bundle
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physiology
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Nerve Degeneration
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Neurons
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physiology
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Oxidopamine
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pharmacology
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Rats
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Rats, Wistar
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Substantia Nigra
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metabolism
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pathology
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Sympathectomy, Chemical
10.Clinical Observation on Angong Niuhuang Wan Including In-Vitro Cultured Calcul us Bovis in Treating Epi-demic Encephalitis B
Hongjiao CAI ; Xiaoqin ZHANG ; Genrong MAI ; Jinyu XIA ; Wei XIN ; Hong XIE ; Qi WANG ; Shilon LAI
Traditional Chinese Drug Research & Clinical Pharmacology 1993;0(03):-
0.05).The results of electrocardiography and the laboratory ex-amination showed that neither ANWin cluding natural Calculus Bovis nor A NWincluding in -vitro cultured Calc ulus Bo-vis had obviously toxic and side effe cts in treating epidemic encephalitis B.Conclusion ANW including in -vitro cul-tured Calculus Bovis has an markedly effect in the treatment of epidemic e ncephalitis B.