Estimation of peptide elongation times from ribosome profiling spectra |
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Authors: | Michael Y Pavlov,Gustaf Ullman,Zoya Ignatova,M ns Ehrenberg |
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Affiliation: | Department of Cell and Molecular Biology, Biomedical Center, University of Uppsala, 75237 Uppsala, Sweden;Institute for Biochemistry & Molecular Biology, University of Hamburg, 20146 Hamburg, Germany |
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Abstract: | 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. |
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