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高密度寡核苷酸阵列的数据标准化方法 被引量:1
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作者 刘琦 张引 +2 位作者 俞荣栋 王明怡 叶修梓 《浙江大学学报(工学版)》 EI CAS CSCD 北大核心 2008年第9期1653-1660,共8页
针对微阵列数据的标准化方法进行系统阐述,对高密度寡核苷酸阵列(Affymetrix芯片)的两类主要标准化算法:全数据算法和基线算法进行了探讨,同时对其他标准化算法(复合算法、VSN算法、全局loess算法I、nvari-ant set算法等)进行了综合的... 针对微阵列数据的标准化方法进行系统阐述,对高密度寡核苷酸阵列(Affymetrix芯片)的两类主要标准化算法:全数据算法和基线算法进行了探讨,同时对其他标准化算法(复合算法、VSN算法、全局loess算法I、nvari-ant set算法等)进行了综合的论述和分析.基于标准数据集对前两类标准化算法处理的效果和效率做了对比测试,结果表明,算法在数据变异性的消除方面,对于非差异表达数据,全数据算法可以达到比较优秀的处理结果;对于差异表达数据,Quantile和Non-linear算法比较有效.在算法的耗时方面,Scale算法最优.全面考虑时间效率和标准化处理效果,Quantile算法具有一定的综合优势. 展开更多
关键词 寡核苷酸阵列 affymetrix芯片 标准化 数据集 变异性
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Comparative Analysis of Gene Expression Profiling Between Resistant and Susceptible Varieties Infected With Soybean Cyst Nematode Race 4 in Glycine max 被引量:5
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作者 LI Bin SUN Jun-ming +2 位作者 WANG Lan ZHAO Rong-juan WANG Lian-zheng 《Journal of Integrative Agriculture》 SCIE CAS CSCD 2014年第12期2594-2607,共14页
Soybean cyst nematode (SCN) is one of the most devastating pathogen for soybean. Therefore, identiifcation of resistant germplasm resources and resistant genes is needed to improve SCN resistance for soybean. Soybea... Soybean cyst nematode (SCN) is one of the most devastating pathogen for soybean. Therefore, identiifcation of resistant germplasm resources and resistant genes is needed to improve SCN resistance for soybean. Soybean varieties Huipizhiheidou and Wuzhaiheidou were distributed in China and exhibited broad spectrums of resistance to various SCN races. In this study, these two resistant varieties, combined with standard susceptible varieties (Lee and Essex), were utilized to identify the differentially expressed transcripts after infection with SCN race 4 between resistant and susceptible reactions by using the Affymetrix Soybean Genome GeneChip. Comparative analyses indicated that 21 common genes changed signiifcantly in the resistant group, of which 16 increased and 5 decreased. However, 12 common genes changed signiifcantly in the susceptible group, of which 9 increased and 3 decreased. Additionally, 27 genes were found in common between resistant and susceptible reactions. The 21 signiifcantly changed genes in resistant reaction were associated with disease and defense, cell structure, transcription, metabolism, and signal transduction. The fold induction of 4 from the 21 genes was conifrmed by quantitative RT-PCR (qRT-PCR) analysis. Moreover, the gene ontology (GO) enrichment analyses demonstrated the serine family amino acid metabolic process and arginine metabolic process may play important roles in SCN resistance. This study provided a new insight on the genetic basis of soybean resistance to SCN race 4, and the identiifed resistant or resistant-related genes are potentially useful for SCN-resistance breeding in soybean. 展开更多
关键词 SOYBEAN soybean cyst nematode affymetrix Soybean Genome genechip gene ontology
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