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Sequencing bias: comparison of different protocols of MicroRNA library construction

机译:测序偏倚:比较MicroRNA文库构建的不同方案

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Background MicroRNAs(miRNAs) are 18-25 nt small RNAs playing critical roles in many biological processes. The majority of known miRNAs were discovered by conventional cloning and a Sanger sequencing approach. The next-generation sequencing (NGS) technologies enable in-depth characterization of the global repertoire of miRNAs, and different protocols for miRNA library construction have been developed. However, the possible bias between the relative expression levels and sequences introduced by different protocols of library preparation have rarely been explored. Results We assessed three different miRNA library preparation protocols, SOLiD, Illumina versions 1 and 1.5, using cloning or SBS sequencing of total RNA samples extracted from skeletal muscles from Hu sheep and Dorper sheep, and then validated 9 miRNAs by qRT-PCR. Our results show that SBS sequencing data highly correlate with Illumina cloning data. The SOLiD data, when compared to Illumina's, indicate more dispersed distribution of length, higher frequency variation for nucleotides near the 3'- and 5'-ends, higher frequency occurrence for reads containing end secondary structure (ESS), and higher frequency for reads that do not map to known miRNAs. qRT-PCR results showed the best correlation with SOLiD cloning data. Fold difference of Hu sheep and Dorper sheep between qRT-PCR result and SBS sequencing data correlated well (r = 0.937), and fold difference of miR-1 and miR-206 among SOLiD cloning data, qRT-PCR and SBS sequencing data was similar. Conclusions The sequencing depth can influence the quantitative measurement of miRNA abundance, but the discrepancy caused by it was not statistically significant as high correlation was observed between Illumina cloning and SBS sequencing data. Bias of length distribution, sequence variation, and ESS was observed between data obtained with the different protocols. SOLiD cloning data differ from Illumina cloning data mainly because of distinct methods of adapter ligation. The good correlation between qRT-PCR result and SOLiD data might be due to the similarities of the hybridization-based methods. The fold difference analysis indicated that methods based on hybridization may be superior for quantitative measurement of miRNA abundance. Because of the genome sequence of the sheep is not available, our data may not explain how the entire miRNA bias in the natural miRNAs in sheep or other mammal miRNA expression, unbiased artificially synthesized miRNA will help on evaluating the methodology of miRNA library preparation.
机译:背景MicroRNA(miRNA)是18-25 nt的小RNA,在许多生物学过程中起着至关重要的作用。通过常规克隆和Sanger测序方法发现了大多数已知的miRNA。下一代测序(NGS)技术可对miRNA的全球库进行深入表征,并且已开发出用于miRNA库构建的不同协​​议。但是,很少研究相对表达水平和由不同文库制备方法引入的序列之间的可能偏差。结果我们使用克隆或SBS测序法评估了三种不同的miRNA文库制备方案,即SOLiD,Illumina版本1和1.5,使用了从Hu羊和Dorper羊骨骼肌中提取的总RNA样品的克隆或SBS测序,然后通过qRT-PCR验证了9种miRNA。我们的结果表明,SBS测序数据与Illumina克隆数据高度相关。与Illumina的数据相比,SOLiD数据表明长度分布更分散,靠近3'和5'末端的核苷酸的频率变化较高,包含末端二级结构(ESS)的读取的频率较高,而读取的频率较高不会映射到已知的miRNA。 qRT-PCR结果显示出与SOLiD克隆数据的最佳相关性。 qRT-PCR结果与SBS测序数据之间的Hu绵羊和Dorper绵羊的倍数差异具有很好的相关性(r = 0.937),而SOLiD克隆数据,qRT-PCR和SBS测序数据之间的miR-1和miR-206的倍数差异相似。结论测序深度可影响miRNA丰度的定量测量,但由于Illumina克隆与SBS测序数据之间存在高度相关性,因此其引起的差异无统计学意义。在使用不同协议获得的数据之间观察到长度分布,序列变异和ESS的偏差。 SOLiD克隆数据与Illumina克隆数据不同,主要是由于不同的衔接子连接方法。 qRT-PCR结果与SOLiD数据之间的良好相关性可能是由于基于杂交的方法的相似性。倍数差异分析表明,基于杂交的方法可能对于定量测量miRNA的丰度是更好的。由于无法获得绵羊的基因组序列,我们的数据可能无法解释整个miRNA如何偏向绵羊或其他哺乳动物miRNA表达的天然miRNA,无偏人工合成的miRNA将有助于评估miRNA文库制备的方法。

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