ArticlePLoS computational biology2015
Rich RNA Structure Landscapes Revealed by Mutate-and-Map Analysis.
Article in PLoS computational biology, 2015. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 40 papers.
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
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Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
40 citing papers in PubMed, 62 citations in OpenAlex.
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- Fine-scale structural information substantially improves mRNA therapeutic stability prediction.Molecular therapy. Nucleic acids · 2026Article
- Identification of conserved RNA regulatory switches in living cells using RNA secondary structure ensemble mapping and covariation analysis.Nature biotechnology · 2026Article
- Bioinformatics Approaches in Noncoding RNAs Research.Experientia supplementum (2012) · 2026Review
- TVAE-RNA: ensemble-based RNA secondary structure prediction via transformer variational autoencoders.Bioinformatics (Oxford, England) · 2025Article
- Discovery and Quantification of Long-Range RNA Base Pairs in Coronavirus Genomes with SEARCH-MaP and SEISMIC-RNA.Research square · 2024Article
- An intronic RNA element modulates Factor VIII exon-16 splicing.Nucleic acids research · 2024Article
- Probing the dynamic RNA structurome and its functions.Nature reviews. Genetics · 2023Review
- LazySampling and LinearSampling: fast stochastic sampling of RNA secondary structure with applications to SARS-CoV-2.Nucleic acids research · 2023Article
- RNA secondary structure packages evaluated and improved by high-throughput experiments.Nature methods · 2022Article
- Stability Modelling of mRNA Vaccine Quality Based on Temperature Monitoring throughout the Distribution Chain.Pharmaceutics · 2022Review
- 3D Modeling of Non-coding RNA Interactions.Advances in experimental medicine and biology · 2022Article
- Theoretical basis for stabilizing messenger RNA through secondary structure design.Nucleic acids research · 2021Article
- Engineering Crystal Packing in RNA Structures I: Past and Future Strategies for Engineering RNA Packing in Crystals.Crystals · 2021Article
- A structural intermediate pre-organizes the add adenine riboswitch for ligand recognition.Nucleic acids research · 2021Article
- Functional and structural basis of extreme conservation in vertebrate 5' untranslated regions.Nature genetics · 2021Article
- On the Problem of Reconstructing a Mixture of RNA Structures.Bulletin of mathematical biology · 2020Article
- IPANEMAP: integrative probing analysis of nucleic acids empowered by multiple accessibility profiles.Nucleic acids research · 2020Article
- LinearPartition: linear-time approximation of RNA folding partition function and base-pairing probabilities.Bioinformatics (Oxford, England) · 2020Article
- Advances in RNA 3D Structure Modeling Using Experimental Data.Frontiers in genetics · 2020Review
Corrections and comments
- Erratum issued
Authors and funding
2 authors at 1 institution in 1 country.
Funding
Abstract
Landscapes exhibiting multiple secondary structures arise in natural RNA molecules that modulate gene expression, protein synthesis, and viral infection [corrected]. We report herein that high-throughput chemical experiments can isolate an RNA's multiple alternative secondary structures as they are stabilized by systematic mutagenesis (mutate-and-map, M2) and that a computational algorithm, REEFFIT, enables unbiased reconstruction of these states' structures and populations. In an in silico benchmark on non-coding RNAs with complex landscapes, M2-REEFFIT recovers 95% of RNA helices present with at least 25% population while maintaining a low false discovery rate (10%) and conservative error estimates. In experimental benchmarks, M2-REEFFIT recovers the structure landscapes of a 35-nt MedLoop hairpin, a 110-nt 16S rRNA four-way junction with an excited state, a 25-nt bistable hairpin, and a 112-nt three-state adenine riboswitch with its expression platform, molecules whose characterization previously required expert mutational analysis and specialized NMR or chemical mapping experiments. With this validation, M2-REEFFIT enabled tests of whether artificial RNA sequences might exhibit complex landscapes in the absence of explicit design. An artificial flavin mononucleotide riboswitch and a randomly generated RNA sequence are found to interconvert between three or more states, including structures for which there was no design, but that could be stabilized through mutations. These results highlight the likely pervasiveness of rich landscapes with multiple secondary structures in both natural and artificial RNAs and demonstrate an automated chemical/computational route for their empirical characterization.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.