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Leveraging genome-wide datasets to quantify the functional role of the anti-Shine–Dalgarno sequence in regulating translation efficiency
Open accessPublished version of a preprint
Abstract
Studies dating back to the 1970s established that sequence complementarity between the anti-Shine–Dalgarno (aSD) sequence on prokaryotic ribosomes and the 5′ untranslated region of mRNAs helps to facilitate translation initiation. The optimal location of aSD sequence binding relative to the start codon, the full extents of the aSD sequence and the functional form of the relationship between aSD sequence complementarity and translation efficiency have not been fully resolved. Here, we investigate these relationships by leveraging the sequence diversity of endogenous genes and recently available genome-wide estimates of translation efficiency. We show that—after accounting for predicted mRNA structure—aSD sequence complementarity increases the translation of endogenous mRNAs by roughly 50%. Further, we observe that this relationship is nonlinear, with translation efficiency maximized for mRNAs with intermediate levels of aSD sequence complementarity. The mechanistic insights that we observe are highly robust: we find nearly identical results in multiple datasets spanning three distantly related bacteria. Further, we verify our main conclusions by re-analysing a controlled experimental dataset.
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Cites
Global quantification of mammalian gene expression control
Schwanhäusser, B., Busse, D., Li, N., Dittmar, G., Schuchhardt, J., Wolf, J., Chen, W., & Selbach, M. (2011) · Nature · doi:10.1038/nature10098 · Cited by 6,566
Quantifying E. coli Proteome and Transcriptome with Single-Molecule Sensitivity in Single Cells
Taniguchi, Y., Choi, P. J., Li, G.-W., Chen, H., Babu, M., Hearn, J., Emili, A., & Xie, X. S. (2010) · Science · doi:10.1126/science.1188308 · Cited by 1,982 · cited 6×
“coli genes (see Materials and methods for our quality control procedures) [4].”
InfluentialCoding-Sequence Determinants of Gene Expression in Escherichia coli
Kudla, G., Murray, A. W., Tollervey, D., & Plotkin, J. B. (2009) · Science · doi:10.1126/science.1170160 · Cited by 1,458
Lu, P., Vogel, C., Wang, R., Yao, X., & Marcotte, E. M. (2007) · Nature Biotechnology · doi:10.1038/nbt1270 · Cited by 1,139
Optimality and evolutionary tuning of the expression level of a protein
Dekel, E., & Alon, U. (2005) · Nature · doi:10.1038/nature03842 · Cited by 766
Gu, W., Zhou, T., & Wilke, C. O. (2010) · PLoS Computational Biology · doi:10.1371/journal.pcbi.1000664 · Cited by 313
Cortes, T., Schubert, O. T., Rose, G., Arnvig, K. B., Comas, I., Aebersold, R., & Young, D. B. (2013) · Cell Reports · doi:10.1016/j.celrep.2013.10.031 · Cited by 310
Csárdi, G., Franks, A., Choi, D. S., Airoldi, E. M., & Drummond, D. A. (2015) · PLOS Genetics · doi:10.1371/journal.pgen.1005206 · Cited by 181
IVT-seq reveals extreme bias in RNA sequencing
Lahens, N. F., Kavakli, I. H., Zhang, R., Hayer, K., Black, M. B., Dueck, H., Pizarro, A., Kim, J., Irizarry, R., Thomas, R. S., et al. (2014) · Genome Biology · doi:10.1186/gb-2014-15-6-r86 · Cited by 158
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Research works printed but not linked: 42
- 10.1038/nbt.1568 · DOI · Paper page
- 10.1093/nar/gku126 · DOI
- 10.1038/msb.2010.59 · DOI · Paper page
- 10.1038/nrg3185 · DOI · Paper page
- 10.1016/j.cell.2014.02.033 · DOI
- 10.1073/pnas.71.4.1342 · DOI
- 10.1093/nar/22.7.1287 · DOI
- 10.1093/nar/22.23.4953 · DOI
- 10.1016/S0022-2836(05)80024-5 · DOI
- 10.1073/pnas.87.19.7668 · DOI
- 10.1093/nar/22.15.3018 · DOI
- 10.1038/msb.2013.32 · DOI
- 10.1093/nar/gkt1139 · DOI
- 10.1126/science.1241934 · DOI · Paper page
- 10.1093/molbev/msu126 · DOI
- 10.1073/pnas.1301301110 · DOI · Paper page
- 10.1038/nmeth.2403 · DOI
- 10.1016/j.gene.2006.01.033 · DOI
- 10.1128/JB.184.20.5733-5745.2002 · DOI
- 10.1186/1752-0509-4-71 · DOI
- 10.1073/pnas.1002036107 · DOI
- 10.1007/s002390010145 · DOI
- 10.1371/journal.pcbi.0020057 · DOI
- 10.1186/1471-2164-12-361 · DOI
- 10.1126/science.1168978 · DOI · Paper page
- 10.1038/nature10965 · DOI
- 10.1371/journal.pgen.1004463 · DOI
- 10.1016/j.mib.2015.01.001 · DOI
- 10.1093/nar/gku1310 · DOI
- 10.1016/j.celrep.2015.12.073 · DOI
- 10.1038/nmeth.2714 · DOI · Paper page
- 10.1261/rna.045286.114 · DOI
- 10.7554/eLife.01501 · DOI
- 10.1073/pnas.1218066110 · DOI
- 10.1017/S1355838202029990 · DOI
- 10.1186/1471-2199-8-100 · DOI
- 10.1021/bi00011a019 · DOI
- 10.1016/j.bpj.2013.04.049 · DOI
- 10.1073/pnas.0900267106 · DOI
- 10.1038/nature14862 · DOI · Paper page
- 10.1093/nar/gkn188 · DOI
- 10.1093/nar/gkt1048 · DOI
Metadata
- Authors
- Hockenberry, A. J., Pah, A. R., Jewett, M. C., & Amaral, L. A. N.
- Affiliations
- Northwestern University (US)
- Department of Chemical and Biological Engineering, Northwestern University, Evanston, IL 60208, USA
- Corresponding author
- Jewett, Michael C.
- Venue
- Open Biology
- Publisher
- The Royal Society
- Published
- 2017-01
- Volume
- 7
- Issue
- 1
- Pages
- 160239
- ISSN
- 2046-2441 (ISSN-L)
- PMC
- PMC5303271
- OpenAlex
- W2574962082
- Cited by
- 29
- References
- 9
- Citations by year
- 2026: 2 · 2025: 4 · 2024: 1 · 2023: 1 · 2022: 3 · 2021: 3 · 2020: 2 · 2019: 3 · 2018: 6 · 2017: 4
- FWCI
- 1.67
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- Open Biology (publishedVersion, cc-by)
- bioRxiv (Cold Spring Harbor Laboratory) (acceptedVersion, cc-by-nc)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
- Funders
- National Science Foundation (MCB-0943393)
- NSF Materials Network (DMR-1108350)
- David and Lucille Packard Foundation (2011-37152)
- Department of Defense Army Research Office (W911NF-14-1-0259)
- John Templeton Foundation (FP053369-A//39147)
- NIH training grant in Cellular and Molecular Basis of Disease (2-T32GM008061-31)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › RNA and protein synthesis mechanisms
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Bacterial Genetics and Biotechnology
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › Genomics and Phylogenetic Studies
- Keywords
- anti-Shine-Dalgarno sequence, translation efficiency, translation initiation, 5' untranslated region, sequence complementarity, prokaryotic ribosomes, mRNA secondary structure, nonlinear relationship, bacterial gene expression
- MeSH terms
- Bacteria, Base Sequence, Ribosomes, RNA, Bacterial, RNA, Messenger, Protein Biosynthesis, Genome, Bacterial, Codon, Initiator, 5' Untranslated Regions
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