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PubMed2026

Functional analysis of stem-loop structures within the SARS-CoV-2 5' untranslated region using a plasmid-based reporter system.

The 5' untranslated region (5'UTR) of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) contains highly conserved stem-loop structures that regulate viral gene expression. This study investigated the functional contributions of selected 5'UTR stem-loop elements to reporter gene expression using a plasmid-based mammalian expression system. Five constructs were tested using a non-integrating plasmid: the wild-type (WT) 5'UTR fused to GFP under the CMV promoter, and four deletion variants (ΔB, ΔC, ΔD, and ΔE) corresponding to deletions of stem-loop 4 (SL4), SL4.5, SL5, and SL5a, respectively. Following transfection into HEK293 cells, GFP fluorescence was quantified using a fluorescence microplate reader, and relative GFP transcript abundance was assessed by RT-qPCR. Deletion of SL4 (ΔB) resulted in marked reduction in both fluorescence and relative transcript abundance compared to WT construct, indicating substantially reduced reporter gene expression. In contrast, deletion of SL4.5, SL5, or SL5a did not produce the pronounced reduction observed for ΔB, although descriptive RT-qPCR analysis indicated differences in relative transcript abundance among these variants. Statistical analysis of fluorescence data demonstrated significant differences among constructs (one-way ANOVA, p < 0.05). Because the reporter assay was based on plasmid expression, the observed differences likely reflect combined contributions from transcription, transcript abundance, RNA stability, and translation rather than translation alone. These findings demonstrate that the SL4 region contributes substantially to reporter gene expression in this experimental system, whereas the remaining stem-loop regions examined exert comparatively modest effects. This study provides additional insight into the functional organization of the SARS-CoV-2 5'UTR and establishes a framework for future investigations aimed at distinguished the transcriptional, post-transcriptional, and translational contributions of individual RNA structural elements.

5' Untranslated Regions↗

PubMed2025

Methods for purification and characterization of nicked tRNAs.

While tRNA-derived fragments (tDRs) play important roles in gene expression regulation, it is technically challenging to distinguish bona fide tDRs from nicked tRNAs. This is because analytical techniques used to study RNA, such as northern blot, RT-qPCR or sequencing involve the use of denaturing reagents (e.g., phenol, formamide, urea) or physical procedures (e.g., heat) that convert nicked tRNAs into tRNA halves or other tDRs. In this chapter, we describe a protocol that enables the purification of nicked tRNAs under non-denaturing conditions that preserve their 3D structure. Purified nicked tRNAs can then be either enzymatically repaired into almost full-length tRNAs, or chromatographically separated from single-stranded tDRs before detection. These protocols will allow researchers to distinguish between structurally distinct but sequence identical tDRs and nicked tRNAs, disentangling their biological functions.

RNA, Transfer↗

PubMed2024

Aptazyme-directed A-to-I RNA editing.

As a promising therapeutic approach, the RNA editing process can correct pathogenic mutations and is reversible and tunable, without permanently altering the genome. RNA editing mediated by human ADAR proteins offers unique advantages, including high specificity and low immunogenicity. Compared to CRISPR-based gene editing techniques, RNA editing events are temporary, which can reduce the risk of long-term unintended side effects, making off-target edits less concerning than DNA-targeting methods. Moreover, ADAR-based RNA editing tools are less likely to elicit immune reactions because ADAR proteins are of human origin, and their small size makes them relatively easy to incorporate into gene therapy vectors, such as adeno-associated virus vectors (AAVs), which have limited space. Despite the promise of RNA editing as a therapeutic approach, precise temporal and spatial control of RNA editing is still lacking. Therefore, we have developed a small molecule-inducible RNA editing strategy by incorporating aptazymes into the guide RNA of the BoxB-λN-ADAR system. This chapter provides detailed protocols for targeted RNA editing by ADAR deaminases using aptazyme-based guide RNAs controlled by exogenous small molecules, marking the earliest use of aptazymes to regulate RNA editing strategies. Once small molecules are added or removed, aptazymes trigger self-cleavage to release the guide RNA, thus achieving small molecule-controlled RNA editing. To satisfy different RNA editing applications, we have realized the conditional activation and deactivation of A-to-I RNA editing of target mRNA using switch aptazymes. We provide step-by-step protocols for constructing guide RNA plasmids for regulatory purposes and conducting small molecule-induced RNA regulatory editing experiments in cells.

Animals↗

PubMed2025

The influence of 10n and 10n+5 linker lengths on chromatin fiber topologies explored by mesoscale modeling.

The structural organization of chromatin is intricately influenced by the length of linker DNA connecting nucleosomes. Some studies have suggested preferred linker lengths of 10n and 10n+5 base pairs (bp) (n = integer). Because these lengths dictate the rotational orientation of successive nucleosomes in the fiber axis, they can markedly affect chromatin fiber compaction and topology. Using a refined mesoscale chromatin model with 5-bp resolution, we investigate the influence of linker DNA periodicity, linker histone density, salt concentration, and starting fiber topology on chromatin architecture for regular fibers versus "life-like" fibers, the latter with irregular spacing between nucleosomes. Our results reveal that regular fibers with 10n linkers exhibit compact zigzag configurations, whereas 10n+5 linkers generate more open and flexible structures. However, these effects are pronounced only for short linker lengths, as longer linkers are more heterogeneous. Moreover, increased linker histone density further enhances compaction for long linker lengths, and lower salt concentration modifies chromatin topologies, diminishing periodicity-driven effects. In addition, any periodicity effect in tightly packed solenoid configurations is much less pronounced. All these trends for regular fibers are reduced in life-like fibers with irregularly spaced nucleosomes, despite having the same average spacing. Moreover, the trend details depend highly on specific features of the fiber architecture as designed in experiments and simulations. Overall, our study highlights how reported differences depend on modeling details and emphasizes the role of linker DNA length in regulating chromatin fiber architecture and its potential implications for genome accessibility and expression.

Chromatin↗

PubMed2024

A RNA Dodecahedral Cage Inside a Human Virus Plays a Dual Biological Role in Virion Assembly and Genome Release Control.

Human rhinoviruses (RV) are among the most frequent human pathogens. As major causative agents of common colds they originate serious socioeconomic problems and huge expenditure every year, and they also exacerbate severe respiratory diseases. No anti-rhinoviral drugs or vaccines are available so far. Antiviral drug design may benefit from an understanding of the role during the infectious cycle of the interactions in the virion between the capsid and the viral nucleic acid. The genomic RNA inside the human RV virion forms a dodecahedral cage made of 30 double-stranded RNA elements that interact with equivalent sites at the capsid inner wall. RNA dodecahedral cages also occur in distantly related insect and plant viruses. However, the functional role(s) of the interactions between any dodecahedral cage and the capsid remained to be established. Here we describe an extensive structure-function mutational analysis of the capsid-RNA dodecahedral cage interface in the RV virion, to dissect the role of the interactions between the capsid and the cage-forming RNA duplexes in: (i) infection by RV; (ii) virus biological fitness; (iii) virion assembly; (iv) virion stability; and (v) viral RNA uncoating. The results reveal that the capsid-bound dsRNA dodecahedral cage in the human RV virion is a multifunctional structural element. Two structurally overlapping subsets of RNA duplex-capsid interactions promote virus infectivity and biological fitness by respectively facilitating virion assembly or restraining the untimely, unproductive uncoating of the viral RNA genome. These results provide new insights into virion morphogenesis and genome uncoating, and have implications for antiviral drug design.

RNA, Viral↗

PubMed2026

Stepwise DNA-unwinding gates TnpB genome-editing activity.

TnpB is a compact RNA-guided endonuclease and an evolutionary ancestor of CRISPR-Cas12 that offers a promising platform for genome engineering. However, the genome-editing activity of TnpBs remains limited, and its underlying determinants are poorly understood. Here, we used biochemical and single-molecule assays to examine the DNA-unwinding mechanism of Youngiibacter multivorans TnpB (Ymu1 TnpB). DNA unwinding proceeds through a discrete, long-lived, partially unwound intermediate state before reaching a fully unwound open state. The open state forms inefficiently and collapses readily in the absence of negative supercoiling. An optimized variant, H4W-L304F-V305R (Ymu1-WFR), stabilizes formation of both the intermediate and open states, resulting in enhanced DNA cleavage in vitro and increased genome editing in plants. These findings identify the physical basis for the observed minimal activities of natural TnpBs, revealing how stabilizing specific unwinding states enables efficient DNA targeting.

Gene Editing↗

PubMed2026

CONCR lncRNA organizes a 3'-end structural domain that engages DDX11 for DNA replication and sister chromatid cohesion.

CONCR (DDX11-AS1) is a long noncoding RNA (lncRNA) necessary for the establishment of sister chromatid cohesion. Despite its activity, whether it contains structural elements essential for its function remains unknown. We determined CONCR structural organization and its functional relevance by integrating selective 2'-hydroxyl acylation analyzed by primer extension and mutational profiling (SHAPE-MaP), atomic force microscopy (AFM), evolutionary analyses, cryo-electron microscopy (cryo-EM), and cellular genetic studies. We found that CONCR molecular topology is modular, with highly structured domains connected by flexible linkers. A large 3'-end domain is responsible for binding to DDX11 helicase, can trigger DDX11 ATPase activity, and is essential for proper DNA replication and sister chromatid cohesion. This 3' end comprises two helical arms connecting two multiway junctions with structural motifs conserved among all primate groups and required for DDX11 binding and sister chromatid cohesion. Our results highlight the critical role of RNA structure in CONCR function, with a highly structured 3'-end domain acting as a loading and activation platform for DDX11 helicase.

DEAD-box RNA Helicases↗

PubMed2026

Long-range mRNA folding shapes expression and sequence of bacterial genes.

Bacterial gene expression is strongly influenced by local mRNA secondary structure, yet the impact of long-range folding remains poorly understood. Here, we show that sequences hundreds of nucleotides from the mRNA 5' end can act as potent repressors of gene expression through long-range base pairing to the ribosome binding site (RBS), subjecting anti-RBS sequences to negative selection. Using massively parallel reporter assays in Bacillus subtilis, we identify anti-RBS sequences as among the strongest determinants of reduced mRNA abundance across the transcript body. We demonstrate that distal anti-RBS elements engage in long-range folding with the Shine-Dalgarno sequence, blocking ribosome entry and promoting mRNA decay. Consistent with these repressive effects, anti-RBS-like sequences are depleted throughout diverse bacterial coding sequences but not from leaderless transcripts, and introducing distal anti-RBS to native genes reduces expression. Our findings establish that long-range mRNA folding is a conserved force shaping gene expression and constrains coding sequence evolution.

Bacillus subtilis↗

PubMed2026

The Use of Deep Learning in RNA Therapeutic Development.

Ribonucleic acid (RNA)-based therapeutics have emerged as promising methods of disease treatment due to their ability to target the human genome and influence protein production, their versatility, and their relative lack of toxicity compared to other gene therapies. However, the RNA therapeutic design space is extremely large, encompassing multiple variables, including codon identities, secondary structure, and design of specific regions. RNA therapeutic optimization is difficult due to the impracticality of exploring such a vast design space experimentally. To address this limitation, deep learning methods have been employed to optimize RNA therapeutic development. In this review, we examine the application of deep learning models across three key aspects of RNA therapeutic development (RNA structure prediction, CRISPR activity, and RNA delivery), highlighting major contributions in these fields and analyzing how deep learning model architectures could affect model performance. We then discuss challenges associated with using deep learning for RNA therapeutics, such as computational and data limitations. Finally, we offer perspectives on areas for future exploration, such as emerging model architectures and methods of integration with more advanced high-throughput screening techniques. Ultimately, this review provides an overview of how deep learning is used in RNA therapeutic development and how it can evolve in the future.

Deep Learning↗

PubMed1975

Poly(8-aminoguanylic acid): formation of ordered self-structures and interaction with poly(cytidylic acid).

Poly(8-aminoguanylic acid) has in neutral solution a novel ordered structure of high stability. The 8-amino group permits formation of three hydrogen bonds between two residues along the "top", or long axis, of the purines. The usual hydrogen bonding protons and Watson-Crick pairing sites are not involved in the association. The bonding scheme has a twofold rotation axis and is hemiprotonated at N(7). Poly(8NH2G) is converted by alkaline titration (pK = 9.7) to a quite different ordered structure, which is the favored form over the range approximately pH 10-11. The bonding scheme appears to be composed of a planar, tetrameric array of guanine residues, in which the 8-amino group does not participate in interbase hydrogen bonding. Poly (8NH2G) does not interact with poly(C) in neutral solution because of the high stability of the hemiprotonated G-G self-structure. Titration to the alkaline plateau, however, permits ready formation of a two-stranded Watson-Crick helix. In contrast to the monomer 8NH2GMP, poly(8NH2G) does not form a triple helix with poly(C) under any conditions. The properties of the ordered structures are interpreted in terms of a strong tendency of the 8-amino group to form a third interbase hydrogen bond, when this possibility is not prevented by high pH.

Binding Sites↗

PubMed2025

Hyperpolarized NMR Reveals Low-Populated Folding Intermediates in DNA.

Nuclear magnetic resonance (NMR) spectroscopy is the only biophysical technique capable of characterizing nucleic acid structures at atomic resolution under near-physiological liquid-state conditions. Still, it is fundamentally limited by intrinsically low sensitivity, particularly when analyzing high-molecular-weight, low-abundance, or polymorphic targets, such as DNAs (DNA). In this study, we demonstrate that hyperpolarized aqueous buffers generated via dissolution dynamic nuclear polarization (dDNP) significantly enhance the 1H NMR signals of multiple DNA motifs. The resonances of labile imino and amino protons of DNAs dissolved in hyperpolarized buffers are enhanced up to ∼200-fold and ∼370-fold, respectively. These intense signals serve a 2-fold purpose: (i) as structural fingerprints of DNA folding topologies and (ii) they enable the direct observation of low-populated folding intermediates in DNA polymorphs, such as G-quadruplexes (G4) and i-motifs (iM), which remain undetectable by standard methods. Thus, our findings establish hyperpolarized NMR as a high-sensitivity method for probing DNA structures and folding intermediates across a wide range of motifs, opening possible avenues in liquid biopsy applications and cell-free DNA.

DNA↗

PubMed2023

Structural basis for pre-tRNA recognition and processing by the human tRNA splicing endonuclease complex.

Throughout bacteria, archaea and eukarya, certain tRNA transcripts contain introns. Pre-tRNAs with introns require splicing to form the mature anticodon stem loop. In eukaryotes, tRNA splicing is initiated by the heterotetrameric tRNA splicing endonuclease (TSEN) complex. All TSEN subunits are essential, and mutations within the complex are associated with a family of neurodevelopmental disorders known as pontocerebellar hypoplasia (PCH). Here, we report cryo-electron microscopy structures of the human TSEN-pre-tRNA complex. These structures reveal the overall architecture of the complex and the extensive tRNA binding interfaces. The structures share homology with archaeal TSENs but contain additional features important for pre-tRNA recognition. The TSEN54 subunit functions as a pivotal scaffold for the pre-tRNA and the two endonuclease subunits. Finally, the TSEN structures enable visualization of the molecular environments of PCH-causing missense mutations, providing insight into the mechanism of pre-tRNA splicing and PCH.

Humans↗

PubMed2026

Cleavage region organizes the structural architecture of the SINE-derived B2 repressive ribozyme.

The SINE-encoded B2 retrotransposon is an RNA Polymerase III (POL-III)-derived transcript whose expression is substantially upregulated during various cellular stress responses. Beyond retrotransposition, the B2 non-coding RNA can directly bind and repress the activity of RNA Polymerase II (POL-II), leading to a significant downregulation of transcripts during stress. Notably, our recent findings have shown that B2 is a self-cleaving ribozyme whose activity can be induced by interactions with chromatin-modifying factors through non-canonical epigenetic mechanisms that co-regulate its function across distinct chromatin-binding target loci. Here, by integrating RNA chemical probing, small-angle X-ray scattering, and 3D motif modeling, we determine structural ensemble-to-function relations for the B2 SINE ribozyme RNA. Genetic perturbations of the RNA suggest that the B2 SINE ribozyme has a well-defined secondary and dynamic tertiary structure that depends on the integrity of the critical region, which confers ribozymatic activity and repressive extent by POL-II. Using an RNA engineering approach, we examine the effects of point mutations, deletions of the main cleavage site, and deletions of the cleavage domain on the structural ensemble of the RNA. Combining this approach with in vitro and in vivo functional perturbation methods highlights the relationships between structural ensembles and various biologically relevant functional outcomes.

RNA, Catalytic↗

PubMed2025

RNase III cleavage sites spread across splice junctions enforce sequential snoRNA processing.

Small nucleolar RNAs (snoRNAs) are a class of eukaryotic non-coding RNA molecules whose precursor transcripts are capped and polyadenylated. However, these end modifications are detrimental to snoRNA function and must be removed, a process typically involving excision from introns and/or endonucleolytic cleavage. For RNA precursors that host multiple snoRNAs, the sequence of maturation events is potentially important, but not well understood. Here, we report a new mode of maturation concerning snoRNA pairs that are co-hosted in the intron and the adjacent 3' exon of a precursor transcript. For a snoRNA pair with this arrangement in Schizosaccharomyces pombe, we found that the sequence surrounding an exon-exon junction within their precursor transcript folds into a hairpin after splicing of the intron. This hairpin recruits the RNase III ortholog Pac1, which participates in the maturation of the downstream snoRNA by cleaving the precursor. Our findings suggest that conditional RNase III cleavage signals hidden in an exon-exon junction evolved to enforce sequential snoRNA processing. Sequence analysis suggests that this mechanism is conserved in animals and plants.

RNA, Small Nucleolar↗

PubMed2025

CAR-SPLASH identifies nascent pre-mRNA structures implicated in kinetic coupling and alternative splicing.

Pre-mRNA splicing is kinetically coupled to transcription as shown by the widespread effects of transcription speed on alternative splicing (AS) outcomes. The molecular basis for such kinetic coupling is incompletely understood, but one potential mechanism is through elongation rate-dependent alternative folding pathways of the nascent pre-messenger RNA (pre-mRNA). To search for RNA structures in nascent pre-mRNA, we modified Sequencing of Psoralen Crosslinked, Ligated And Selected Hybrids (SPLASH) [J. G. Ashley Aw et al., Mol. Cell 62, 603-617 (2016)] for use with Chromatin Associated RNA. We applied this method called Chromatin Associated RNA (CAR)-SPLASH to cells expressing wild-type and slow mutant RNA polymerase II and identified >3,000 intramolecular RNA duplexes of which >400 are proximal to splice sites. Antisense oligonucleotide (ASO) disruption of several such duplexes that sequester splice sites has a major impact on AS outcomes, even though the ASOs do not directly disrupt splice sites. ASO disruption of these regulatory elements that we designate "RNA kinetic switches" modified AS of NISCH Exon 18, GAK Exon 7, and MEGF8 Exon 14 in a way that depends on the rate of transcription elongation. We propose that these switches mediate kinetic coupling via the effects of transcription speed on folding of nascent RNA structures that modulate AS and that many nascent RNA structures can thereby serve as targets for splice-modifying ASOs.

RNA Precursors↗

PubMed2025

Precursor RNA structural patterns at SF3B1 mutation sensitive cryptic 3' splice sites.

SF3B1 is a core component of the spliceosome involved in branch point recognition and 3' splice site selection. The SF3B1 K700E mutation (lysine to glutamic acid) is common in myelodysplastic syndrome and other blood disorders. SF3B1 K700E mutants utilize novel cryptic 3' splice sites; however, the properties distinguishing SF3B1-sensitive splice junctions from other alternatively spliced junctions are unknown. We identify a subset of 192 cryptic 3' splice junctions with significantly altered use in SF3B1 K700E cells, termed SF3B1-sensitive cryptic 3' splice sites, and 2800 cryptic 3' splice sites used in SF3B1 wild-type, termed SF3B1-resistant. We find that SF3B1-sensitive cryptic 3' splice sites are embedded in extended polypyrimidine tracts. Furthermore, canonical splice sites paired to SF3B1-sensitive cryptic 3' splice sites are significantly weaker than canonical 3' splice sites paired to SF3B1-resistant cryptic 3' splice sites. We test whether SF3B1-sensitive splice sites are structurally different from SF3B1-resistant 3' splice sites using chemical probing. We develop experimental RNA structure data for 83 SF3B1-sensitive junctions and 39 SF3B1-resistant junctions. We find that the pattern of structural accessibility at the NAG splicing motif in cryptic and canonical 3' splice sites is similar. However, the magnitude of accessibility differences is less in paired SF3B1-sensitive splice sites than in paired SF3B1-mutant splice sites. Additionally, SF3B1-sensitive splice junctions are more flexible than SF3B1-resistant junctions. Our results suggest that SF3B1-sensitive splice junctions have unique structure and sequence properties, containing poorly differentiated, weak splice sites that lead to altered 3' splice site recognition in the presence of SF3B1 mutation.

RNA Splicing Factors↗

PubMed2004

Expression of a major surface protein of Trypanosoma brucei insect forms is controlled by the activity of mitochondrial enzymes.

In cycling between the mammalian host and the tsetse fly vector, trypanosomes undergo major changes in energy metabolism and surface coat composition. Early procyclic (insect) forms in the tsetse fly midgut are coated by glycoproteins known as EP and GPEET procyclins. EP expression continues in late procyclic forms, whereas GPEET is down-regulated. In culture, expression of GPEET is modulated by glycerol or glucose. Here, we demonstrate that a glycerol-responsive element of 25 nucleotides within the 3' untranslated region of GPEET mRNA also controls expression by glucose and during development in the fly. In trypanosomes, mitochondrial ATP is produced mainly by the acetate: succinate-CoA transferase/succinyl-CoA synthetase (ASCT) cycle, the citric acid cycle, and the cytochromes. Silencing of the pyruvate dehydrogenase or succinyl-CoA synthetase from the ASCT cycle by RNA interference induces reexpression of GPEET in late procyclic forms, whereas inhibition of the citric acid cycle or the cytochromes has no effect. In contrast, inhibition of the alternative oxidase, the second branch of the electron transport chain, with salicylhydroxamic acid overrides the effect of glucose or glycerol and causes a reduction in the level of GPEET mRNA. Our results reveal a new mechanism by which expression of a surface glycoprotein is controlled by the activity of mitochondrial enzymes.

3' Untranslated Regions↗

PubMed2025

TripLexicon: prediction and analysis of gene regulatory RNA-DNA interactions.

MOTIVATION: Non-coding RNA (ncRNA) plays a crucial role in gene regulation, including by forming sequence-specific RNA-DNA interactions at gene regulatory elements. One form of interaction takes place via the formation of RNA:DNA:DNA triple helices (triplexes). Accurate computational prediction of triplex formation from nucleotide sequences is an important tool in ncRNA research but remains somewhat inaccessible and complex. To address this, we created TripLexicon, a web-based interface for accessing and analyzing predicted gene regulatory RNA-DNA interactions in human and mouse. RESULTS: Predicted interactions can be accessed from RNA-, DNA-, and region-centric perspectives. For each RNA transcript, visualizations at genome and nucleotide resolution are available, providing insight into target genes and regions, as well as putative functional domains of the transcript. Predicted target genes can immediately be subjected to ontology and pathway enrichment analysis, providing rapid insight into potential functions mediated by the RNA-DNA interactions of the queried transcript. DNA and region queries are designed to identify potentially important ncRNA interactors at sites of interest. AVAILABILITY AND IMPLEMENTATION: TripLexicon is accessible at https://triplexicon.uni-frankfurt.de. This website is free and open to all users and there is no login requirement. All data and code is uploaded to Zenodo: https://zenodo.org/records/17143608 and the code for the webserver is available on Github: https://github.com/SchulzLab/TripLexicon.

Software↗