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Application of Principle Component Analysis and Logistic Regression in Analyzing miRNA Markers of Brain Arteriovenous Malformation
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作者 蒋路 黄俊 +2 位作者 张志君 杨国源 王永亭 《Journal of Shanghai Jiaotong university(Science)》 EI 2014年第6期641-645,共5页
Brain arteriovenous malformation(BAVM) is frequently described as vascular malformation. Although computer tomography(CT), magnetic resonance imaging(MRI) and angiography can clearly detect lesions, there are no diagn... Brain arteriovenous malformation(BAVM) is frequently described as vascular malformation. Although computer tomography(CT), magnetic resonance imaging(MRI) and angiography can clearly detect lesions, there are no diagnostic biological markers of BAVM available. Current study demonstrated that micro RNA(mi RNA)showed a feasible marker for vascular disease. To find key correlations between these mi RNAs and the onset of BAVM, we carried out chip analysis of serum mi RNAs by identifying 18 potential markers of BAVM. We then constructed a principle component analysis and logistic regression(PCA-LR) model to analyze the 18 mi RNAs collected from 77 patients. Another 9 independent samples were used to test the resulting model. The results showed that mi RNAs hsa-mir-126-3p and hsa-mir-140 are important protective factors, while hsa-mir-338 is a dominating risk factor, all of which have stronger correlation with BAVM than others. We also compared the testing results using PCA-LR model with those using LR model. The comparison revealed that PCA-LR model is better in predicting the disease. 展开更多
关键词 brain arteriovenous malformation(BAVM) microRNAs(miRNAs) principle component analysis(PCA) logistic regression(LR)
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Overexpression of netrin-1 improves neurological outcomes in mice following transient middle cerebral artery occlusion
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作者 Haiyan LU Yongting WANG +3 位作者 Falei YUAN Jianrong LIU Lili ZENG Guo-Yuan YANG 《Frontiers of Medicine》 SCIE CSCD 2011年第1期86-93,共8页
Netrin-1(NT-1)is one of the axon-guiding molecules that are critical for neuronal development.Because of its structural homology to the endothelial mitogens,NT-1 may have similar effects on vascular network formation.... Netrin-1(NT-1)is one of the axon-guiding molecules that are critical for neuronal development.Because of its structural homology to the endothelial mitogens,NT-1 may have similar effects on vascular network formation.NT-1 was shown to be able to stimulate the proliferation and migration of human cerebral endothelial cells in vitro and also promote focal neovascularization in adult brain in vivo.In the present study,we reported the delivery of NT-1 using an adeno-associated virus(AAV)vector(AAV-NT-1)into mouse brain followed by transient middle cerebral artery occlusion(tMCAO).We found that AAV vectors did not elicit a detectable inflammatory response,cell loss or neuronal damage after brain transduction.The level of NT-1 was increased in the AAV-NT-1-transduced tMCAO mice compared with the control mice.Furthermore,the neurobehavioral outcomes were significantly improved in AAV-NT-1-transduced mice compared with the control animals(P<0.05)7 days after tMCAO.Our data suggests that NT-1 plays a neuronal function recovery role in ischemic brain and that NT-1 gene transfer might present a valuable approach to treat brain ischemic disorders. 展开更多
关键词 adeno-associated virus ANGIOGENESIS gene transfer ISCHEMIA middle cerebral artery occlusion NETRIN-1
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