Extracting Drug-Drug Interaction from the Biomedical Literature Using a Stacked Generalization-Based Approach

Drug-drug interaction (DDI) detection is particularly important for patient safety. However, the amount of biomedical literature regarding drug interactions is increasing rapidly. Therefore, there is a need to develop an effective approach for the automatic extraction of DDI information from the biomedical literature. In this paper, we present a Stacked Generalization-based approach for automatic DDI extraction. The approach combines the feature-based, graph and tree kernels and, therefore, reduces the risk of missing important features. In addition, it introduces some domain knowledge based features (the keyword, semantic type, and DrugBank features) into the feature-based kernel, which contribute to the performance improvement. More specifically, the approach applies Stacked generalization to automatically learn the weights from the training data and assign them to three individual kernels to achieve a much better performance than each individual kernel. The experimental results show that our approach can achieve a better performance of 69.24% in F-score compared with other systems in the DDI Extraction 2011 challenge task.     

Down-Regulation of OsSPX1 Causes High Sensitivity to Cold and Oxidative Stresses in Rice Seedlings

Rice SPX domain gene, OsSPX1, plays an important role in the phosphate (Pi) signaling network. Our previous work showed that constitutive overexpression of OsSPX1 in tobacco and Arabidopsis plants improved cold tolerance while also decreasing total leaf Pi. In the present study, we generated rice antisense and sense transgenic lines of OsSPX1 and found that down-regulation of OsSPX1 caused high sensitivity to cold and oxidative stresses in rice seedlings. Compared to wild-type and OsSPX1-sense transgenic lines, more hydrogen peroxide accumulated in seedling leaves of OsSPX1-antisense transgenic lines for controls, cold and methyl viologen (MV) treatments. Glutathione as a ROS scavenger could protect the antisense transgenic lines from cold and MV stress. Rice whole genome GeneChip analysis showed that some oxidative-stress marker genes (e.g. glutathione S-transferase and P450s) and Pi-signaling pathway related genes (e.g. OsPHO2) were significantly down-regulated by the antisense of OsSPX1. The microarray results were validated by real-time RT-PCR. Our study indicated that OsSPX1 may be involved in cross-talks between oxidative stress, cold stress and phosphate homeostasis in rice seedling leaves.     

The mitogen-activated protein kinase p38 is necesssary for interleukin 1beta-induced monocyte chemoattractant protein 1 expression by human mesangial cells

Mitogen-activated protein (MAP) kinases have been suggested as potential mediators for interleukin 1beta (IL-1beta)-induced gene activation. This study investigated the role of the MAP kinases p38 and ERK2 in IL-1beta-mediated expression of the chemokine MCP-1 by human mesangial cells. Phosphorylation of p38 kinase, which is necessary for activation, increased significantly after IL-1beta treatment. p38 kinase immunoprecipitated from IL-1beta-treated cells phosphorylated target substrates to a greater extent than p38 kinase from controls. SB 203580, a selective p38 kinase inhibitor, was used to examine the role of p38 kinase in MCP-1 expression. SB 203580 decreased IL-1beta-induced MCP-1 mRNA and protein levels, but did not affect MCP-1 mRNA stability. Because NF-kappaB is necessary for MCP-1 gene expression, the effect of p38 kinase inhibition on IL-1beta induction of NF-kappaB was measured. SB 203580 (up to 25 microM) had no effect on IL-1beta-induced NF-kappaB nuclear translocation or DNA binding activity. Our previous work showed that IL-1beta also activates the MAP kinase ERK2 in human mesangial cells. PD 098059, a selective inhibitor of the ERK activating kinase MEK1, had no effect on IL-1beta-induced MCP-1 mRNA or protein levels, or on IL-1beta activation of NF-kappaB. These data indicate that p38 kinase is necessary for the induction of MCP-1 expression by IL-1beta, but is not involved at the level of cytoplasmic activation of NF-kappaB. In contrast, ERK2 does not mediate IL-1beta induced MCP-1 gene expression.     

Slit antagonizes netrin-1 attractive effects during the migration of inferior olivary neurons

Inferior olivary neurons (ION) migrate circumferentially around the caudal rhombencephalon starting from the alar plate to locate ventrally close to the floor-plate, ipsilaterally to their site of proliferation. The floor-plate constitutes a source of diffusible factors. Among them, netrin-1 is implied in the survival and attraction of migrating ION in vivo and in vitro. We have looked for a possible involvement of slit-1/2 during ION migration. We report that: (1) slit-1 and slit-2 are coexpressed in the floor-plate of the rhombencephalon throughout ION development; (2) robo-2, a slit receptor, is expressed in migrating ION, in particular when they reach the vicinity of the floor-plate; (3) using in vitro assays in collagen matrix, netrin-1 exerts an attractive effect on ION leading processes and nuclei; (4) slit has a weak repulsive effect on ION axon outgrowth and no effect on migration by itself, but (5) when combined with netrin-1, it antagonizes part of or all of the effects of netrin-1 in a dose-dependent manner, inhibiting the attraction of axons and the migration of cell nuclei. Our results indicate that slit silences the attractive effects of netrin-1 and could participate in the correct ventral positioning of ION, stopping the migration when cell bodies reach the floor-plate.     

Expression of PprI from Deinococcus radiodurans Improves Lactic Acid Production and Stress Tolerance in Lactococcus lactis

PprI is a general switch protein that regulates the expression of certain proteins involved in pathways of cellular resistance in the extremophilic bacterium Deinococcus radiodurans. In this study, we transformed pprI into Lactococcus lactis strain MG1363 using the lactococcal shuttle vector pMG36e and investigated its effects on the tolerance and lactic acid production of L. lactis while under stress. PprI was stably expressed in L. lactis as confirmed by western blot assays. L. lactis expressing PprI exhibited significantly improved resistance to oxidative stress and high osmotic pressure. This enhanced cellular tolerance to stressors might be due to the regulation of resistance-related genes (e.g., recA, recO, sodA, and nah) by pprI. Moreover, transformed L. lactis demonstrated increased lactic acid production, attributed to enhanced lactate dehydrogenase activity. These results suggest that pprI can improve the tolerance of L. lactis to environmental stresses, and this transformed bacterial strain is a promising candidate for industrial applications of lactic acid production.     

树突棘素在大鼠小脑中的表达和年龄变化

目的 观察树突棘素在大鼠小脑中的表达及年龄相关性变化。方法 应用免疫组织化学和Western blot方法,显示树突棘素在不同年龄组的大鼠小脑中的表达,并用图像分析系统对阳性免疫反应结果进行定量分析。结果 在中年组大鼠小脑中,树突棘素呈高表达,而在老年组和青年组大鼠小脑组织中表达水平相对较低。在小脑树突棘素的表达以分子层为主,其次表达在颗粒层细胞周围,少量树突棘素在大鼠小脑的蒲肯野细胞也有表达。结论 树突棘素的表达随着年龄的改变而变化;这种变化可能与不同年龄段大鼠小脑组织中突触的可塑性变化有关。     

Identification of two major loci that suppress hearing loss and cochlear dysmorphogenesis in Eya1bor/bor mice

The Eya1(bor) mutant hypomorph contains an intracisternal A particle insertion in intron 7 of the Eya1 gene that results in a 50% reduction in wild-type mRNA levels. The homozygous mutants have middle and inner ear defects and variable kidney abnormalities. The severity of the disorder is affected by genetic background. In contrast to complete deafness and cochlear agenesis in the C3HeB/FeJ strain, F2 Eya1(bor/bor) mutants from an intercross between C3HeB/FeJ-Eya1(bor/+) and C57BL/6J showed variable auditory brain-stem responses and cochlear coiling. In this study, using these F2 Eya1(bor/bor) mutants, we have identified two major loci, Mead1 (modifier of Eya1-associated deafness 1) and Mead2, that are responsible for suppression of the original phenotypes. We have narrowed these two loci to 5.4 and 4.4 cM, respectively, in congenic lines. Quantitative PCR demonstrated that this modifying effect did not result from an increase in wild-type Eya1 mRNA, suggesting Mead1 and Mead2 are interacting directly or indirectly with Eya1 during inner ear development.     

Cloning and characterization of prophenoloxidase A3 (proPOA3) from Culex pipiens pallens

The prophenoloxidase subunit A3 (proPOA3) gene was cloned from Culex pipiens pallens, which had an open reading frame of 2061 bp encoding a putative 686 amino acid protein. The deduced amino acid sequence shares 98% with proPOA3 from Culex quinquefasciatus. ProPOA3 is expressed at all developmental stages of C. pipiens pallens. Significant negative correlation was observed between proPOA3 expression and deltamethrin resistance in resistant C. pipiens pallens. Furthermore, proPOA3 expression levels were significantly lower in deltamethrin-resistant mosquitoes than in susceptible mosquitoes collected at four locations in Eastern China. However, we did not find any substantial change in proPOA3 expression in field-collected resistant Anopheles mosquitoes. Moreover, overexpressing proPOA3 in C6/36 cells led to more sensitivity to deltamethrin treatment. In laboratory and field-collected resistant C. pipiens pallens, a valine to isoleucine mutation (769G>A) and two synonymous mutations (1116G>C and 1116G>A) were identified in proPOA3. In addition, the mutation frequency of 769G>A and 1116G>C increased gradually, which corresponded with raised deltamethrin resistance levels. Taken together, our study provides the first evidence that proPOA3 may play a role in the regulation of deltamethrin-resistance in C. pipiens pallens.     

溶藻菌株NP23的紫外诱变选育

应用紫外诱变技术对溶藻菌株NP23进行紫外诱变处理。经过粗筛后,从8株诱变株中选出2株对绿藻中小球藻和蓝藻中惠氏微囊藻的去除效果明显优于原始菌株的突变株NP23-1和NP23-4,其溶藻率(叶绿素a的去除率)比原始菌株提高30%-35%。连续6代测试,2株诱变菌株NP23-1和NP23-4溶藻率都很稳定,表明所得突变株是比原始菌株更优秀的溶藻菌株。     

Organisational downsizing,sickness absence,and mortality: 10-town prospective cohort study

Objective To examine whether downsizing, the reduction of personnel in organisations, is a predictor of increased sickness absence and mortality among employees.Design Prospective cohort study over 7.5 years of employees grouped into categories on the basis of reductions of personnel in their occupation and workplace: no downsizing (< 8% reduction), minor downsizing (8-18%), and major downsizing (> 18%).Setting Four towns in Finland.Participants 5909 male and 16 521 female municipal employees, aged 19-62 years, who kept their jobs.Main outcome measures Annual sickness absence rate based on employers'' records before and after downsizing by employment contract; all cause and cause specific mortality obtained from the national mortality register.Results Major downsizing was associated with an increase in sickness absence (P for trend < 0.001) in permanent employees but not in temporary employees. The extent of downsizing was also associated with cardiovascular deaths (P for trend < 0.01) but not with deaths from other causes. Cardiovascular mortality was 2.0 (95% confidence interval 1.0 to 3.9) times higher after major downsizing than after no downsizing. Splitting the follow up period into two halves showed a 5.1 (1.4 to 19.3) times increase in cardiovascular mortality for major downsizing during the first four years after downsizing. The corresponding hazard ratio was 1.4 (0.6 to 3.1) during the second half of follow up.Conclusion Organisational downsizing may increase sickness absence and the risk of death from cardiovascular disease in employees who keep their jobs.