ArticleRNA (New York, N.Y.)2025
Unraveling unbreakable hairpins: characterizing RNA secondary structures that are persistent after dinucleotide shuffling.
Article in RNA (New York, N.Y.), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
What it found
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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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Who cites it
1 citing paper in PubMed.
- Energy-Dependent Changes in Ion Mobility Peak Width Reveal Stability Shifts in Ribonucleic Acid Stem Loops.Journal of the American Society for Mass Spectrometry · 2025Article
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Authors and funding
2 authors.
Funding
Abstract
The sequence of nucleotides that make up an RNA determines its structure, which determines its function. The RNA hairpin, also known as a stem-loop, is a ubiquitous and fundamental feature of RNA secondary structure. A common method of randomizing an RNA sequence is dinucleotide shuffling with the Altschul-Erickson algorithm, which preserves the dinucleotide content of the sequence. This algorithm generates randomized sequences by sampling Eulerian paths through the de Bruijn graph representation of the original sequence. We identified a subset of RNA hairpins in the bpRNA-1m meta-database that always form hairpins after repeated application of dinucleotide shuffling. We investigated these "unbreakable hairpins" and found several common properties. First, we found that unbreakable hairpins had on average similar folding energies compared to other hairpins of similar lengths, although they frequently contained ultra-stable hairpin loops. We found that they tend to be split by purines and pyrimidines on opposite sides of the stem. Furthermore, we found that this specific sequence feature restricts the number of distinct Eulerian paths through their de Bruijn graph representation, resulting in a small number of distinguishable dinucleotide-shuffled sequences. Beyond this algorithmic means of identification, these distinct sequences may have biological significance because we found that a significant percentage occur in a specific location of 16S ribosomal RNAs.
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