Estimation of peptide elongation times from ribosome profiling spectra

被引:6
|
作者
Pavlov, Michael Y. [1 ]
Ullman, Gustaf [1 ]
Ignatova, Zoya [2 ]
Ehrenberg, Mans [1 ]
机构
[1] Uppsala Univ, Biomed Ctr, Dept Cell & Mol Biol, S-75237 Uppsala, Sweden
[2] Univ Hamburg, Inst Biochem & Mol Biol, D-20146 Hamburg, Germany
基金
瑞典研究理事会;
关键词
TRANSFER-RNAS; TRANSLATION; FOOTPRINT; CODONS; BIASES;
D O I
10.1093/nar/gkab260
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Ribosome profiling spectra bear rich information on translation control and dynamics. Yet, due to technical biases in library generation, extracting quantitative measures of discrete translation events has remained elusive. Using maximum likelihood statistics and data set from Escherichia coli we develop a robust method for neutralizing technical biases (e.g. base specific RNase preferences in ribosome-protected mRNA fragments (RPF) generation), which allows for correct estimation of translation times at single codon resolution. Furthermore, we validated the method with available datasets from E. coli treated with antibiotic to inhibit isoleucyl-tRNA synthetase, and two datasets from Saccharomyces cerevisiae treated with two RNases with distinct cleavage signatures. We demonstrate that our approach accounts for RNase cleavage preferences and provides bias-corrected translation times estimates. Our approach provides a solution to the long-standing problem of extracting reliable information about peptide elongation times from highly noisy and technically biased ribosome profiling spectra.
引用
收藏
页码:5124 / 5142
页数:19
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