Data Analysis of Multiplex Sequencing at SOLiD Platform: A Probabilistic Approach to Characterization and Reliability Increase

F. Lobato, C. Damasceno, Daniela Soares Leite, Â. Ribeiro-dos-Santos, Sylvain Darnet, C. L. Francês, N. Vijaykumar, Á. Santana
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引用次数: 1

Abstract

New sequencing technologies such as Illumina/Solexa, SOLiD/ABI, and 454/Roche, revolutionized the biological researches. In this context, the SOLiD platform has a particular sequencing type, known as multiplex run, which enables the sequencing of several samples in a single run. It implies in cost reduction and simplifies the analysis of related samples. Meanwhile, this sequencing type requires an additional filtering step to ensure the reliability of the results. Thus, we propose in this paper a probabilistic model which considers the intrinsic characteristics of each sequencing to characterize multiplex runs and filter low-quality data, increasing the data analysis reliability of multiplex sequencing performed on SOLiD. The results show that the proposed model proves to be satisfactory due to: 1) identification of faults in the sequencing process; 2) adaptation and development of new protocols for sample preparation; 3) the assignment of a degree of confidence to the data generated; and 4) guiding a filtering process, without discarding useful sequences in an arbitrary manner.
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固体平台多重测序的数据分析:一种表征和可靠性提高的概率方法
Illumina/Solexa、SOLiD/ABI、454/Roche等新型测序技术,使生物学研究发生了革命性的变化。在这种情况下,SOLiD平台具有特定的测序类型,称为多路运行,可以在一次运行中对多个样本进行测序。这意味着降低了成本,简化了相关样品的分析。同时,这种测序类型需要额外的滤波步骤,以确保结果的可靠性。因此,我们在本文中提出了一个概率模型,该模型考虑了每个测序的内在特征来表征多路运行并过滤低质量数据,从而提高了在SOLiD上进行多路测序的数据分析可靠性。结果表明,该模型具有以下特点:1)对序列过程中的故障进行了识别;2)适应和发展新的样品制备方案;3)对生成数据的置信度的赋值;以及4)指导过滤过程,而不以任意方式丢弃有用的序列。
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