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使用整数规划鉴定核糖体保护的 mRNA 片段上的 A 位和 P 位。

Identifying A- and P-site locations on ribosome-protected mRNA fragments using Integer Programming.

机构信息

Bioinformatics and Genomics Graduate Program, The Huck Institutes of the Life Sciences, Pennsylvania State University, University Park, PA, USA.

Department of Chemistry, University of Cambridge, Cambridge, UK.

出版信息

Sci Rep. 2019 Apr 18;9(1):6256. doi: 10.1038/s41598-019-42348-x.

Abstract

Identifying the A- and P-site locations on ribosome-protected mRNA fragments from Ribo-Seq experiments is a fundamental step in the quantitative analysis of transcriptome-wide translation properties at the codon level. Many analyses of Ribo-Seq data have utilized heuristic approaches applied to a narrow range of fragment sizes to identify the A-site. In this study, we use Integer Programming to identify the A-site by maximizing an objective function that reflects the fact that the ribosome's A-site on ribosome-protected fragments must reside between the second and stop codons of an mRNA. This identifies the A-site location as a function of the fragment's size and its 5' end reading frame in Ribo-Seq data generated from S. cerevisiae and mouse embryonic stem cells. The correctness of the identified A-site locations is demonstrated by showing that this method, as compared to others, yields the largest ribosome density at established stalling sites. By providing greater accuracy and utilization of a wider range of fragment sizes, our approach increases the signal-to-noise ratio of underlying biological signals associated with translation elongation at the codon length scale.

摘要

从 Ribo-Seq 实验中鉴定核糖体保护的 mRNA 片段的 A 位和 P 位是在密码子水平上对转录组范围的翻译性质进行定量分析的基本步骤。许多 Ribo-Seq 数据分析都利用启发式方法应用于狭窄的片段大小范围来识别 A 位。在这项研究中,我们使用整数规划通过最大化一个目标函数来识别 A 位,该目标函数反映了核糖体在核糖体保护片段上的 A 位必须位于 mRNA 的第二个和终止密码子之间的事实。这将 A 位的位置确定为 Ribo-Seq 数据中片段大小及其 5' 端阅读框的函数,该数据来自酿酒酵母和小鼠胚胎干细胞。通过显示与其他方法相比,这种方法在已建立的停滞部位产生了最大的核糖体密度,从而证明了所识别的 A 位位置的正确性。通过提供更高的准确性和更广泛的片段大小利用,我们的方法增加了与密码子长度尺度上翻译延伸相关的潜在生物学信号的信噪比。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/557c/6472398/25182674a4cc/41598_2019_42348_Fig1_HTML.jpg

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