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Gene-based single nucleotide polymorphism discovery in bovine muscle using next-generation transcriptomic sequencing

机译:下一代转录组测序技术在牛肌肉中发现基于基因的单核苷酸多态性

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摘要

Background: Genetic information based on molecular markers has increasingly being used in cattle breeding improvement programmes, as a mean to improve conventionally phenotypic selection. Advances in molecular genetics have led to the identification of several genetic markers associated with genes affecting economic traits. Until recently, the identification of the causative genetic variants involved in the phenotypes of interest has remained a difficult task. The advent of novel sequencing technologies now offers a new opportunity for the identification of such variants. Despite sequencing costs plummeting, sequencing whole-genomes or large targeted regions is still too expensive for most laboratories. A transcriptomic-based sequencing approach offers a cheaper alternative to identify a large number of polymorphisms and possibly to discover causative variants. In the present study, we performed a gene-based single nucleotide polymorphism (SNP) discovery analysis in bovine Longissimus thoraci, using RNA-Seq. To our knowledge, this represents the first study done in bovine muscle. Results: Messenger RNAs from Longissimus thoraci from three Limousin bull calves were subjected to high-throughput sequencing. Approximately 36–46 million paired-end reads were obtained per library. A total of 19,752 transcripts were identified and 34,376 different SNPs were detected. Fifty-five percent of the SNPs were found in coding regions and ~22% resulted in an amino acid change. Applying a very stringent SNP quality threshold, we detected 8,407 different high-confidence SNPs, 18% of which are non synonymous coding SNPs. To analyse the accuracy of RNA-Seq technology for SNP detection, 48 SNPs were selected for validation by genotyping. No discrepancies were observed when using the highest SNP probability threshold. To test the usefulness of the identified SNPs, the 48 selected SNPs were assessed by genotyping 93 bovine samples, representing mostly the nine major breeds used in France. Principal component analysis indicates a clear separation between the nine populations. Conclusions: The RNA-Seq data and the collection of newly discovered coding SNPs improve the genomic resources available for cattle, especially for beef breeds. The large amount of variation present in genes expressed in Limousin Longissimus thoracis, especially the large number of non synonymous coding SNPs, may prove useful to study the mechanisms underlying the genetic variability of meat quality traits.
机译:背景:基于分子标记的遗传信息已在牛育种改良计划中得到越来越多的使用,以此作为改善传统表型选择的手段。分子遗传学的进展已导致鉴定出几种与影响经济性状的基因相关的遗传标记。直到最近,鉴定涉及目标表型的致病基因变异仍是一项艰巨的任务。新型测序技术的出现为鉴定此类变异提供了新的机会。尽管测序成本暴跌,但对大多数实验室而言,对全基因组或大型目标区域进行测序仍然过于昂贵。基于转录组学的测序方法为鉴定大量的多态性并可能发现致病变异提供了一种更便宜的选择。在本研究中,我们使用RNA-Seq在牛Longissimus thoraci中进行了基于基因的单核苷酸多态性(SNP)发现分析。据我们所知,这是首次在牛肌肉中进行的研究。结果:来自三只利木赞公牛犊的胸果的长生牛信使RNA进行了高通量测序。每个文库获得约36–46百万个配对末端读取。总共鉴定出19,752个转录本,并检测到34,376个不同的SNP。 55%的SNP位于编码区,约22%的氨基酸发生了变化。应用非常严格的SNP质量阈值,我们检测到8,407个不同的高置信度SNP,其中18%是非同义编码SNP。为了分析RNA-Seq技术用于SNP检测的准确性,选择了48个SNP通过基因分型进行验证。使用最高SNP概率阈值时,未观察到差异。为了测试已鉴定的SNP的有用性,通过对93个牛样品进行基因分型来评估48个选定的SNP,这些样品主要代表了法国使用的9个主要品种。主成分分析表明,这九种人群之间存在明显的分离。结论:RNA-Seq数据和新发现的编码SNP的收集改善了牛特别是牛肉品种可获得的基因组资源。在Limousin Longissimus thoracis中表达的基因中存在大量变异,尤其是大量非同义编码SNP,可能被证明对研究肉品质性状遗传变异的机制很有用。

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