Folding and Finding RNA Secondary Structure
Overview
Molecular Biology
Affiliations
Optimal exploitation of the expanding database of sequences requires rapid finding and folding of RNAs. Methods are reviewed that automate folding and discovery of RNAs with algorithms that couple thermodynamics with chemical mapping, NMR, and/or sequence comparison. New functional noncoding RNAs in genome sequences can be found by combining sequence comparison with the assumption that functional noncoding RNAs will have more favorable folding free energies than other RNAs. When a new RNA is discovered, experiments and sequence comparison can restrict folding space so that secondary structure can be rapidly determined with the help of predicted free energies. In turn, secondary structure restricts folding in three dimensions, which allows modeling of three-dimensional structure. An example from a domain of a retrotransposon is described. Discovery of new RNAs and their structures will provide insights into evolution, biology, and design of therapeutics. Applications to studies of evolution are also reviewed.
RNADiffFold: generative RNA secondary structure prediction using discrete diffusion models.
Wang Z, Feng Y, Tian Q, Liu Z, Yan P, Li X Brief Bioinform. 2024; 26(1).
PMID: 39581872 PMC: 11586127. DOI: 10.1093/bib/bbae618.
Hassan M, Malik A, Yaseen Z, Shahzadi S, Yasir M, Kloczkowski A Methods Mol Biol. 2024; 2867:331-344.
PMID: 39576590 DOI: 10.1007/978-1-0716-4196-5_19.
DecoyFinder: Identification of Contaminants in Sets of Homologous RNA Sequences.
Zhu M, Zuber J, Tan Z, Sharma G, Mathews D bioRxiv. 2024; .
PMID: 39464058 PMC: 11507696. DOI: 10.1101/2024.10.12.618037.
Shin J, Cuevas L, Roy R, Bonilla S, Al-Hashimi H, Greenleaf W RNA. 2024; 30(12):1646-1659.
PMID: 39362695 PMC: 11571812. DOI: 10.1261/rna.080039.124.
GenerRNA: A generative pre-trained language model for de novo RNA design.
Zhao Y, Oono K, Takizawa H, Kotera M PLoS One. 2024; 19(10):e0310814.
PMID: 39352899 PMC: 11444397. DOI: 10.1371/journal.pone.0310814.