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Landscape and variation of RNA secondary structure across the human transcriptome
Open accessAbstract
In parallel to the genetic code for protein synthesis, a second layer of information is embedded in all RNA transcripts in the form of RNA structure. RNA structure influences practically every step in the gene expression program. However, the nature of most RNA structures or effects of sequence variation on structure are not known. Here we report the initial landscape and variation of RNA secondary structures (RSSs) in a human family trio (mother, father and their child). This provides a comprehensive RSS map of human coding and non-coding RNAs. We identify unique RSS signatures that demarcate open reading frames and splicing junctions, and define authentic microRNA-binding sites. Comparison of native deproteinized RNA isolated from cells versus refolded purified RNA suggests that the majority of the RSS information is encoded within RNA sequence. Over 1,900 transcribed single nucleotide variants (approximately 15% of all transcribed single nucleotide variants) alter local RNA structure. We discover simple sequence and spacing rules that determine the ability of point mutations to impact RSSs. Selective depletion of 'riboSNitches' versus structurally synonymous variants at precise locations suggests selection for specific RNA shapes at thousands of sites, including 3' untranslated regions, binding sites of microRNAs and RNA-binding proteins genome-wide. These results highlight the potentially broad contribution of RNA structure and its variation to gene regulation.
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“Some studies have shown that protein expression level drops if the 5′-end leader region has more secondary structure5,50–53.”
From Algorithm for optimized mRNA design improves stability and immunogenicity (2023) · cites this paper as [51]
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Bahrami, A., Taheri, M. N., Habibi, P., Soleimani, M., & Nouri, F. (2021) · Avicenna Journal of Pharmaceutical Research · doi:10.34172/ajpr.2021.06
Metadata
- Authors
- Wan, Y., Qu, K., Zhang, Q. C., Flynn, R. A., Manor, O., Ouyang, Z., Zhang, J., Spitale, R. C., Snyder, M. P., Segal, E., & Chang, H. Y.
- Affiliations
- Howard Hughes Medical Institute (US)
- Weizmann Institute of Science (IL)
- Stanford Medicine (US)
- Corresponding author
- Wan, Yue
- Chang, Howard Y.
- ORCID
- Venue
- Nature
- Published
- 2014-01-29
- Volume
- 505
- Issue
- 7485
- Pages
- 706-709
- ISSN
- 0028-0836 (ISSN-L)
- 1476-4687
- PMC
- PMC3973747
- OpenAlex
- W2071717527
- Cited by
- 555
- References
- 26
- Citations by year
- 2026: 29 · 2025: 24 · 2024: 26 · 2023: 30 · 2022: 40 · 2021: 50 · 2020: 52 · 2019: 37 · 2018: 61 · 2017: 40 · 2016: 56 · 2015: 71 · 2014: 39
- FWCI
- 28.31
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Licence
- Locations
- Nature (publishedVersion)
- PubMed (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- RePEc: Research Papers in Economics (submittedVersion)
- eScholarship (California Digital Library) (submittedVersion, cc-by)
- The Mouseion at the JAXlibrary (Jackson Laboratory) (submittedVersion)
- Funders
- Howard Hughes Medical Institute
- National Human Genome Research Institute (R01HG004361)
- National Cancer Institute (T32CA009302, P30CA034196)
- Topics
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › RNA and protein synthesis mechanisms
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › RNA Research and Splicing
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Molecular Biology › RNA regulation and disease
- Keywords
- RNA secondary structure, human transcriptome, single nucleotide variants, RNA structure prediction, gene expression regulation, single-stranded RNA, Arabidopsis thaliana, yeast, non-coding RNA, splice sites, polyadenylation
- MeSH terms
- Base Sequence, Binding Sites, Child, Female, Gene Expression Regulation, Humans, Male, Nucleic Acid Conformation, RNA, Genome, Human, Open Reading Frames, RNA-Binding Proteins, Point Mutation, 3' Untranslated Regions, RNA Splice Sites, MicroRNAs, Transcriptome
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