Classification of motor imagery tasks for BCI with multiresolution analysis and multiobjective feature selection

Background

Brain-computer interfacing (BCI) applications based on the classification of electroencephalographic (EEG) signals require solving high-dimensional pattern classification problems with such a relatively small number of training patterns that curse of dimensionality problems usually arise. Multiresolution analysis (MRA) has useful properties for signal analysis in both temporal and spectral analysis, and has been broadly used in the BCI field. However, MRA usually increases the dimensionality of the input data. Therefore, some approaches to feature selection or feature dimensionality reduction should be considered for improving the performance of the MRA based BCI.

Methods

This paper investigates feature selection in the MRA-based frameworks for BCI. Several wrapper approaches to evolutionary multiobjective feature selection are proposed with different structures of classifiers. They are evaluated by comparing with baseline methods using sparse representation of features or without feature selection.

Results and conclusion

The statistical analysis, by applying the Kolmogorov-Smirnoff and Kruskal–Wallis tests to the means of the Kappa values evaluated by using the test patterns in each approach, has demonstrated some advantages of the proposed approaches. In comparison with the baseline MRA approach used in previous studies, the proposed evolutionary multiobjective feature selection approaches provide similar or even better classification performances, with significant reduction in the number of features that need to be computed.

     

α-肿瘤坏死因子的肿瘤靶向性改造

α-肿瘤坏死因子(tumor necrosis factor-α,TNF-α)是一种多效性的细胞因子,能高效地杀伤或抑制肿瘤细胞。但是由于其对全身有毒副作用,这使T N F-α的应用受到了限制。提高T N F-α的抗肿瘤活性,降低毒副作用以及开发具有肿瘤靶向性的融合蛋白是将其应用于临床的关键。     

滞育和非滞育棉铃虫前胸腺的形态解剖学比较研究

该文用解剖镜和电子显微镜对滞育和非滞育棉铃虫Helicoverpa armigera前胸腺的形态解剖结构进行了比较研究。结果发现滞育棉铃虫的前胸腺细胞及其细胞间隙相对较小,不易着色,细胞核规则,较小,细胞质中几乎见不到光滑内质网和粗面内质网,线粒体极少,这些观察到的现象充分说明滞育棉铃虫的前胸腺活性较低。     

日本血吸虫中国株次黄嘌呤鸟嘌呤磷酸核糖转移酶的克隆、表达及其免疫保护性研究

根据基因库中日本血吸虫次黄嘌呤鸟嘌呤磷酸核糖转移酶 (HGPRT) EST (BU803192) 以及日本血吸虫成虫cDNA文库载体λgt11多克隆位点邻近核苷酸序列设计引物,以日本血吸虫成虫cDNA文库为模板,采用锚式PCR对SjHGPRT基因不完整的3′端和5′端进行扩增、测序,用电子软件拼接,获得SjHGPRT全长cDNA (1 270 bp),经序列分析,推断该片段含有编码SjHGPRT基因的完整阅读框,其编码基因与曼氏血吸虫次黄嘌呤鸟嘌呤磷酸核糖转移酶 (SmHGPRT) 全长编码基因碱基一致性为82%,其理论推导的氨基酸组成与曼氏血吸虫次黄嘌呤鸟嘌呤磷酸核糖转移酶的一致性约为83%. 将其编码基因克隆到表达载体pQE30上,在大肠杆菌M15中获得准确、高效表达,表达产物分子质量约为28 ku. 用日本血吸虫成虫抗原免疫血清对表达产物进行蛋白质印迹检测,在预测位置上出现明显的识别条带. 重组蛋白动物免疫保护性结果显示：在虫荷、每克肝卵、每克粪卵和雌子宫内卵数方面,疫苗组与对照组比较差异均具有显著性 (P < 0.05,P < 0.01). 结果表明,日本血吸虫次黄嘌呤鸟嘌呤磷酸核糖转移酶 (SjHGPRT) 全长cDNA成功克隆并在大肠菌中得到表达,表达产物具有良好的抗原性和动物免疫保护效果,是一种潜在的具有部分免疫保护性的抗血吸虫病疫苗候选分子.     

Cystine Deprivation Induces Oligodendroglial Death: Rescue by Free Radical Scavengers and by a Diffusible Glial Factor

Abstract: In this study we examined the effect on oligodendroglial survival of exogenous cystine deprivation. Oligodendroglia isolated from mixed glial primary cultures derived from brains of 1-day-old rats, and then grown for 3 days, were markedly dependent on extracellular cystine for survival. The EC₅₀ values for cystine for a 24-h exposure ranged from 2 to 65 µ M . After 6 h of cystine deprivation, the cellular glutathione level decreased to 21 ± 13% of the control. Free radical scavengers (α-tocopherol, ascorbate, idebenone, and N-tert -butyl-α-phenylnitrone) were protective against cystine deprivation but had no effect on the glutathione level. An iron chelator, desferrioxamine mesylate, also was protective. These findings suggest that intracellular hydroxyl radicals are important for this toxicity. In contrast to the observations in 3-day-old cultures, the dependence on exogenous cystine for cell viability was not observed consistently in oligodendroglia cultured for 6 days before the onset of cystine deprivation. Several observations suggested that this loss of cystine dependence was due to a diffusible factor. Sensitivity to the toxicity of cystine deprivation in day 6 cultures increased as the volume of medium was increased from 0.3 to 2 ml. Furthermore, preincubation of cystine-depleted medium with astrocyte cultures eliminated the toxicity of the cystine deprivation. HPLC assay of the conditioned cystine-depleted medium showed no significant change in cystine or cysteine concentration. We conclude that oligodendroglia are highly susceptible to cystine deprivation in day 3 cultures and that this susceptibility is due to the accumulation of intracellular free radicals in the setting of glutathione depletion. The resistance of day 6 oligodendroglial cultures is caused at least in part by a diffusible factor.     

皖西霍山县白马尖植物区系和植被

本文论述了北亚热带典型地段——大别山主峰白马尖的植被和植物区系的特点,提出白马尖地区是一“生物避难所”。与纬度相近地区的比较研究,结果表明,海拔1000米以上的山地,植被类型和植物区系成份与皖南黄山、浙北天目山较一致,而低海拔地区与江苏的宜溧山区相似,特别是常绿阔叶树的属、种极为一致。值得指出的是耐寒常绿阔叶林类型的发现,为北亚热带植被地带的概念增添了新内容。文中对原圈定佛子岭水库库区周围为水源涵养林自然保护区认为不妥,将白马尖主峰整个集水区包括在内,才是完善的。     

Monomeric solution structure of the helicase-binding domain of Escherichia coli DnaG primase

DnaG is the primase that lays down RNA primers on single-stranded DNA during bacterial DNA replication. The solution structure of the DnaB-helicase-binding C-terminal domain of Escherichia coli DnaG was determined by NMR spectroscopy at near-neutral pH. The structure is a rare fold that, besides occurring in DnaG C-terminal domains, has been described only for the N-terminal domain of DnaB. The C-terminal helix hairpin present in the DnaG C-terminal domain, however, is either less stable or absent in DnaB, as evidenced by high mobility of the C-terminal 35 residues in a construct comprising residues 1-171. The present structure identifies the previous crystal structure of the E. coli DnaG C-terminal domain as a domain-swapped dimer. It is also significantly different from the NMR structure reported for the corresponding domain of DnaG from the thermophile Bacillus stearothermophilus. NMR experiments showed that the DnaG C-terminal domain does not bind to residues 1-171 of the E. coli DnaB helicase with significant affinity.     

Repetitive Transcranial Magnetic Stimulation Ameliorates Anxiety-Like Behavior and Impaired Sensorimotor Gating in a Rat Model of Post-Traumatic Stress Disorder

BackgroundRepetitive transcranial magnetic stimulation (rTMS) has been employed for decades as a non-pharmacologic treatment for post-traumatic stress disorder (PTSD). Although a link has been suggested between PTSD and impaired sensorimotor gating (SG), studies assessing the effects of rTMS against PTSD or PTSD with impaired SG are scarce.AimTo assess the benefit of rTMS in a rat model of PTSD.MethodsUsing a modified single prolonged stress (SPS&S) rat model of PTSD, behavioral parameters were acquired using open field test (OFT), elevated plus maze test (EPMT), and prepulse inhibition trial (PPI), with or without 7 days of high frequency (10Hz) rTMS treatment of SPS&S rats.ResultsAnxiety-like behavior, impaired SG and increased plasma level of cortisol were observed in SPS&S animals after stress for a prolonged time. Interestingly, rTMS administered immediately after stress prevented those impairment.ConclusionStress-induced anxiety-like behavior, increased plasma level of cortisol and impaired PPI occur after stress and high-frequency rTMS has the potential to ameliorate this behavior, suggesting that high frequency rTMS should be further evaluated for its use as a method for preventing PTSD.     

红豆杉生物工程的研究进展

自从紫杉醇(taxol,又称paclitaxel,结构见图1)被批准作为植源性抗癌药应用以来,由于其天然资源的限制,使得近几年来对寻找及扩大紫杉醇药源途径的研究取得了极大的进展。这些途径大致包括:(1)筛选高产量红豆杉(Taxus)栽培品种,(2)化学合成,(3)生物技术,(4)微生物生产。在这些研究领域特别是生物技术研究领域中,由于目前对紫杉醇的生物合成及关键酶研究所取得的进展,已使人们相信通过基因工程手段作为最佳生产紫杉醇药源途径之一,在不久的将来将会变为现实。本文报道的就是有关紫杉醇在生物工程方面的研究进展概况。1　研究简史红豆杉体外培…