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Quality Assessment of Transcriptome Data Using Intrinsic Statistical Properties

摘要In view of potential application to biomedical diagnosis,tight transcriptome data quality control is compulsory.Usually,quality control is achieved using labeling and hybridization controls added at different stages throughout the processing of the biologic RNA samples.These control measures,however,only reflect the performance of the individual technical manipulations during the entire process and have no bearing as to the continued integrity of the RNA sample itself.Here we demonstrate that intrinsic statistical properties of the resulting trauscriptome data signal and signal-variance distributions and their invariance can be identified independently of the animal species studied and the labeling protocol used.From these invariant properties we have developed a data model,the parameters of which can be estimated from individual experiments and used to compute relative quality measures based on similarity with large reference datasets.These quality measures add supplementary,non-redundant information to standard quality control estimates based on spike-in and hybridization controls,and are exploitable in data analysis.A software application for analyzing datasets as well as a reference dataset for AB 1700 arrays are provided.They should allow AB1700 users to easily integrate this method into their analysis pipeline,and might instigate similar developments for other transcriptome platforms.

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DOI 10.1016/S1672-0229(10)60006-X
发布时间 2010-06-28(万方平台首次上网日期,不代表论文的发表时间)
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基因组蛋白质组与生物信息学报(英文版)

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