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1.
Nat Commun ; 15(1): 3955, 2024 May 10.
Article in English | MEDLINE | ID: mdl-38729929

ABSTRACT

Widespread manganese-sensing transcriptional riboswitches effect the dependable gene regulation needed for bacterial manganese homeostasis in changing environments. Riboswitches - like most structured RNAs - are believed to fold co-transcriptionally, subject to both ligand binding and transcription events; yet how these processes are orchestrated for robust regulation is poorly understood. Through a combination of single-molecule and bulk approaches, we discover how a single Mn2+ ion and the transcribing RNA polymerase (RNAP), paused immediately downstream by a DNA template sequence, are coordinated by the bridging switch helix P1.1 in the representative Lactococcus lactis riboswitch. This coordination achieves a heretofore-overlooked semi-docked global conformation of the nascent RNA, P1.1 base pair stabilization, transcription factor NusA ejection, and RNAP pause extension, thereby enforcing transcription readthrough. Our work demonstrates how a central, adaptable RNA helix functions analogous to a molecular fulcrum of a first-class lever system to integrate disparate signals for finely balanced gene expression control.


Subject(s)
DNA-Directed RNA Polymerases , Gene Expression Regulation, Bacterial , Lactococcus lactis , Nucleic Acid Conformation , RNA, Bacterial , Riboswitch , Transcription, Genetic , Riboswitch/genetics , Lactococcus lactis/genetics , Lactococcus lactis/metabolism , DNA-Directed RNA Polymerases/metabolism , DNA-Directed RNA Polymerases/genetics , RNA, Bacterial/metabolism , RNA, Bacterial/genetics , RNA, Bacterial/chemistry , Manganese/metabolism , Transcription Factors/metabolism , Transcription Factors/genetics , Bacterial Proteins/metabolism , Bacterial Proteins/genetics , Bacterial Proteins/chemistry , Single Molecule Imaging
2.
Chem Commun (Camb) ; 60(46): 5972-5975, 2024 Jun 04.
Article in English | MEDLINE | ID: mdl-38767578

ABSTRACT

Here we report two novel synthetic riboswitches that respond to ASP2905 and theophylline and function in reconstituted cell-free protein synthesis (CFPS) system. We encapsulated the CFPS system as well as DNA-templated encoding reporter genes regulated by these orthogonal riboswitches inside liposomes, and achieved switchable and orthogonal control over gene expression by external stimulation with the cognate ligands.


Subject(s)
Artificial Cells , Riboswitch , Theophylline , Theophylline/chemistry , Artificial Cells/chemistry , Artificial Cells/metabolism , Liposomes/chemistry , Gene Expression Regulation , Protein Biosynthesis , Cell-Free System , Genes, Reporter , Ligands
3.
Methods Mol Biol ; 2726: 347-376, 2024.
Article in English | MEDLINE | ID: mdl-38780738

ABSTRACT

Structural changes in RNAs are an important contributor to controlling gene expression not only at the posttranscriptional stage but also during transcription. A subclass of riboswitches and RNA thermometers located in the 5' region of the primary transcript regulates the downstream functional unit - usually an ORF - through premature termination of transcription. Not only such elements occur naturally, but they are also attractive devices in synthetic biology. The possibility to design such riboswitches or RNA thermometers is thus of considerable practical interest. Since these functional RNA elements act already during transcription, it is important to model and understand the dynamics of folding and, in particular, the formation of intermediate structures concurrently with transcription. Cotranscriptional folding simulations are therefore an important step to verify the functionality of design constructs before conducting expensive and labor-intensive wet lab experiments. For RNAs, full-fledged molecular dynamics simulations are far beyond practical reach because of both the size of the molecules and the timescales of interest. Even at the simplified level of secondary structures, further approximations are necessary. The BarMap approach is based on representing the secondary structure landscape for each individual transcription step by a coarse-grained representation that only retains a small set of low-energy local minima and the energy barriers between them. The folding dynamics between two transcriptional elongation steps is modeled as a Markov process on this representation. Maps between pairs of consecutive coarse-grained landscapes make it possible to follow the folding process as it changes in response to transcription elongation. In its original implementation, the BarMap software provides a general framework to investigate RNA folding dynamics on temporally changing landscapes. It is, however, difficult to use in particular for specific scenarios such as cotranscriptional folding. To overcome this limitation, we developed the user-friendly BarMap-QA pipeline described in detail in this contribution. It is illustrated here by an elaborate example that emphasizes the careful monitoring of several quality measures. Using an iterative workflow, a reliable and complete kinetics simulation of a synthetic, transcription-regulating riboswitch is obtained using minimal computational resources. All programs and scripts used in this contribution are free software and available for download as a source distribution for Linux® or as a platform-independent Docker® image including support for Apple macOS® and Microsoft Windows®.


Subject(s)
Molecular Dynamics Simulation , Nucleic Acid Conformation , RNA Folding , Transcription, Genetic , Riboswitch/genetics , RNA/chemistry , RNA/genetics , Software
4.
Methods Mol Biol ; 2726: 285-313, 2024.
Article in English | MEDLINE | ID: mdl-38780736

ABSTRACT

Applications in biotechnology and bio-medical research call for effective strategies to design novel RNAs with very specific properties. Such advanced design tasks require support by computational tools but at the same time put high demands on their flexibility and expressivity to model the application-specific requirements. To address such demands, we present the computational framework Infrared. It supports developing advanced customized design tools, which generate RNA sequences with specific properties, often in a few lines of Python code. This text guides the reader in tutorial format through the development of complex design applications. Thanks to the declarative, compositional approach of Infrared, we can describe this development as a step-by-step extension of an elementary design task. Thus, we start with generating sequences that are compatible with a single RNA structure and go all the way to RNA design targeting complex positive and negative design objectives with respect to single or even multiple target structures. Finally, we present a "real-world" application of computational design to create an RNA device for biotechnology: we use Infrared to generate design candidates of an artificial "AND" riboswitch, which activates gene expression in the simultaneous presence of two different small metabolites. In these applications, we exploit that the system can generate, in an efficient (fixed-parameter tractable) way, multiple diverse designs that satisfy a number of constraints and have high quality w.r.t. to an objective (by sampling from a Boltzmann distribution).


Subject(s)
Computational Biology , Nucleic Acid Conformation , RNA , Software , RNA/genetics , RNA/chemistry , Computational Biology/methods , Riboswitch/genetics , Biotechnology/methods
5.
Sci Rep ; 14(1): 12555, 2024 05 31.
Article in English | MEDLINE | ID: mdl-38821978

ABSTRACT

Fluorescent detection in cells has been tremendously developed over the years and now benefits from a large array of reporters that can provide sensitive and specific detection in real time. However, the intracellular monitoring of metabolite levels still poses great challenges due to the often complex nature of detected metabolites. Here, we provide a systematic analysis of thiamin pyrophosphate (TPP) metabolism in Escherichia coli by using a TPP-sensing riboswitch that controls the expression of the fluorescent gfp reporter. By comparing different combinations of reporter fusions and TPP-sensing riboswitches, we determine key elements that are associated with strong TPP-dependent sensing. Furthermore, by using the Keio collection as a proxy for growth conditions differing in TPP levels, we perform a high-throughput screen analysis using high-density solid agar plates. Our study reveals several genes whose deletion leads to increased or decreased TPP levels. The approach developed here could be applicable to other riboswitches and reporter genes, thus representing a framework onto which further development could lead to highly sophisticated detection platforms allowing metabolic screens and identification of orphan riboswitches.


Subject(s)
Biosensing Techniques , Escherichia coli , Metabolic Networks and Pathways , Riboswitch , Thiamine Pyrophosphate , Riboswitch/genetics , Biosensing Techniques/methods , Escherichia coli/genetics , Escherichia coli/metabolism , Thiamine Pyrophosphate/metabolism , Metabolic Networks and Pathways/genetics , Green Fluorescent Proteins/metabolism , Green Fluorescent Proteins/genetics , Genes, Reporter , Gene Expression Regulation, Bacterial , Genome, Bacterial
6.
SLAS Discov ; 29(4): 100161, 2024 Jun.
Article in English | MEDLINE | ID: mdl-38788976

ABSTRACT

Methylation of proteins and nucleic acids plays a fundamental role in epigenetic regulation, and discovery of methyltransferase (MT) inhibitors is an area of intense activity. Because of the diversity of MTs and their products, assay methods that detect S-adenosylhomocysteine (SAH) - the invariant product of S-adenosylmethionine (SAM)-dependent methylation reactions - offer some advantages over methods that detect specific methylation events. However, direct, homogenous detection of SAH requires a reagent capable of discriminating between SAH and SAM, which differ by a single methyl group. Moreover, MTs are slow enzymes and many have submicromolar affinities for SAM; these properties translate to a need for detection of SAH at low nanomolar concentrations in the presence of excess SAM. To meet these needs, we leveraged the exquisite molecular recognition properties of a naturally occurring SAH-sensing RNA aptamer, or riboswitch. By splitting the riboswitch into two fragments, such that SAH binding induces assembly of a trimeric complex, we engineered sensors that transduce binding of SAH into positive fluorescence polarization (FP) and time resolved Förster resonance energy transfer (TR-FRET) signals. The split riboswitch configuration, called the AptaFluor™ SAH Methyltransferase Assay, allows robust detection of SAH (Z' > 0.7) at concentrations below 10 nM, with overnight signal stability in the presence of typical MT assay components. The AptaFluor assay tolerates diverse MT substrates, including histones, nucleosomes, DNA and RNA, and we demonstrated its utility as a robust, enzymatic assay method for several methyltransferases with SAM Km values < 1 µM. The assay was validated for HTS by performing a pilot screen of 1,280 compounds against the SARS-CoV-2 RNA capping enzyme, nsp14. By enabling direct, homogenous detection of SAH at low nanomolar concentrations, the AptaFluor assay provides a universal platform for screening and profiling MTs at physiologically relevant SAM concentrations.


Subject(s)
Enzyme Assays , Methyltransferases , Riboswitch , S-Adenosylhomocysteine , S-Adenosylmethionine , S-Adenosylhomocysteine/metabolism , Riboswitch/genetics , Methyltransferases/metabolism , Methyltransferases/genetics , Enzyme Assays/methods , S-Adenosylmethionine/metabolism , Fluorescence Resonance Energy Transfer/methods , Methylation , Humans , Fluorescence Polarization/methods , Aptamers, Nucleotide/chemistry , Aptamers, Nucleotide/genetics
7.
J Chem Inf Model ; 64(11): 4570-4586, 2024 Jun 10.
Article in English | MEDLINE | ID: mdl-38800845

ABSTRACT

It is nowadays clear that RNA molecules can play active roles in several biological processes. As a result, an increasing number of RNAs are gradually being identified as potentially druggable targets. In particular, noncoding RNAs can adopt highly organized conformations that are suitable for drug binding. However, RNAs are still considered challenging targets due to their complex structural dynamics and high charge density. Thus, elucidating relevant features of drug-RNA binding is fundamental for advancing drug discovery. Here, by using Molecular Dynamics simulations, we compare key features of ligand binding to proteins with those observed in RNA. Specifically, we explore similarities and differences in terms of (i) conformational flexibility of the target, (ii) electrostatic contribution to binding free energy, and (iii) water and ligand dynamics. As a test case, we examine binding of the same ligand, namely riboflavin, to protein and RNA targets, specifically the riboflavin (RF) kinase and flavin mononucleotide (FMN) riboswitch. The FMN riboswitch exhibited enhanced fluctuations and explored a wider conformational space, compared to the protein target, underscoring the importance of RNA flexibility in ligand binding. Conversely, a similar electrostatic contribution to the binding free energy of riboflavin was found. Finally, greater stability of water molecules was observed in the FMN riboswitch compared to the RF kinase, possibly due to the different shape and polarity of the pockets.


Subject(s)
Molecular Dynamics Simulation , RNA , Riboflavin , Riboswitch , Riboflavin/chemistry , Riboflavin/metabolism , Ligands , RNA/chemistry , RNA/metabolism , Protein Binding , Nucleic Acid Conformation , Thermodynamics , Static Electricity , Protein Conformation , Water/chemistry
8.
Nucleic Acids Res ; 52(10): 5852-5865, 2024 Jun 10.
Article in English | MEDLINE | ID: mdl-38742638

ABSTRACT

Small RNAs (sRNAs) and riboswitches represent distinct classes of RNA regulators that control gene expression upon sensing metabolic or environmental variations. While sRNAs and riboswitches regulate gene expression by affecting mRNA and protein levels, existing studies have been limited to the characterization of each regulatory system in isolation, suggesting that sRNAs and riboswitches target distinct mRNA populations. We report that the expression of btuB in Escherichia coli, which is regulated by an adenosylcobalamin (AdoCbl) riboswitch, is also controlled by the small RNAs OmrA and, to a lesser extent, OmrB. Strikingly, we find that the riboswitch and sRNAs reduce mRNA levels through distinct pathways. Our data show that while the riboswitch triggers Rho-dependent transcription termination, sRNAs rely on the degradosome to modulate mRNA levels. Importantly, OmrA pairs with the btuB mRNA through its central region, which is not conserved in OmrB, indicating that these two sRNAs may have specific targets in addition to their common regulon. In contrast to canonical sRNA regulation, we find that OmrA repression of btuB is lost using an mRNA binding-deficient Hfq variant. Together, our study demonstrates that riboswitch and sRNAs modulate btuB expression, providing an example of cis- and trans-acting RNA-based regulatory systems maintaining cellular homeostasis.


Subject(s)
Cobamides , Escherichia coli Proteins , Escherichia coli , Gene Expression Regulation, Bacterial , RNA, Bacterial , RNA, Messenger , Riboswitch , Riboswitch/genetics , Escherichia coli/genetics , Escherichia coli/metabolism , Escherichia coli Proteins/genetics , Escherichia coli Proteins/metabolism , RNA, Messenger/metabolism , RNA, Messenger/genetics , Cobamides/metabolism , RNA, Bacterial/genetics , RNA, Bacterial/metabolism , RNA, Small Untranslated/genetics , RNA, Small Untranslated/metabolism , Peptide Chain Initiation, Translational , RNA Helicases/genetics , RNA Helicases/metabolism , Endoribonucleases/metabolism , Endoribonucleases/genetics , Multienzyme Complexes/genetics , Multienzyme Complexes/metabolism , Bacterial Outer Membrane Proteins , Polyribonucleotide Nucleotidyltransferase , Membrane Transport Proteins
9.
Methods Enzymol ; 696: 85-107, 2024.
Article in English | MEDLINE | ID: mdl-38658090

ABSTRACT

Fluorinated compounds, whether naturally occurring or from anthropogenic origin, have been extensively exploited in the last century. Degradation of these compounds by physical or biochemical processes is expected to result in the release of fluoride. Several fluoride detection mechanisms have been previously described. However, most of these methods are not compatible with high- and ultrahigh-throughput screening technologies, lack the ability to real-time monitor the increase of fluoride concentration in solution, or rely on costly reagents (such as cell-free expression systems). Our group recently developed "FluorMango" as the first completely RNA-based and direct fluoride-specific fluorogenic biosensor. To do so, we merged and engineered the Mango-III light-up RNA aptamer and the fluoride-specific aptamer derived from a riboswitch, crcB. In this chapter, we explain how this RNA-based biosensor can be produced in large scale before providing examples of how it can be used to quantitatively detect (end-point measurement) or monitor in real-time fluoride release in complex biological systems by translating it into measurable fluorescent signal.


Subject(s)
Aptamers, Nucleotide , Biosensing Techniques , Fluorescent Dyes , Fluorides , Biosensing Techniques/methods , Fluorides/analysis , Fluorides/chemistry , Aptamers, Nucleotide/chemistry , Fluorescent Dyes/chemistry , Riboswitch , RNA/analysis
10.
Proc Natl Acad Sci U S A ; 121(15): e2317197121, 2024 Apr 09.
Article in English | MEDLINE | ID: mdl-38579011

ABSTRACT

Riboswitches are messenger RNA (mRNA) fragments binding specific small molecules to regulate gene expression. A synthetic N1 riboswitch, inserted into yeast mRNA controls the translation of a reporter gene in response to neomycin. However, its regulatory activity is sensitive to single-point RNA mutations, even those distant from the neomycin binding site. While the association paths of neomycin to N1 and its variants remain unknown, recent fluorescence kinetic experiments indicate a two-step process driven by conformational selection. This raises the question of which step is affected by mutations. To address this, we performed all-atom two-dimensional replica-exchange molecular dynamics simulations for N1 and U14C, U14C[Formula: see text], U15A, and A17G mutants, ensuring extensive conformational sampling of both RNA and neomycin. The obtained neomycin association and binding paths, along with multidimensional free-energy profiles, revealed a two-step binding mechanism, consisting of conformational selection and induced fit. Neomycin binds to a preformed N1 conformation upon identifying a stable upper stem and U-turn motif in the riboswitch hairpin. However, the positioning of neomycin in the binding site occurs at different RNA-neomycin distances for each mutant, which may explain their different regulatory activities. The subsequent induced fit arises from the interactions of the neomycin's N3 amino group with RNA, causing the G9 backbone to rearrange. In the A17G mutant, the critical C6-A17/G17 stacking forms at a closer RNA-neomycin distance compared to N1. These findings together with estimated binding free energies coincide with experiments and elucidate why the A17G mutation decreases and U15A enhances N1 activity in response to neomycin.


Subject(s)
Neomycin , Riboswitch , Neomycin/metabolism , Neomycin/pharmacology , Molecular Dynamics Simulation , Riboswitch/genetics , Mutation , Molecular Conformation , Nucleic Acid Conformation , Ligands
11.
J Phys Chem B ; 128(18): 4336-4343, 2024 May 09.
Article in English | MEDLINE | ID: mdl-38657162

ABSTRACT

Riboswitches are widely distributed, conserved RNAs which regulate metabolite levels in bacterial cells through direct, noncovalent binding of their cognate metabolite. Various riboswitch families are highly enriched in gut bacteria, suggestive of a symbiotic relationship between the host and bacteria. Previous studies of the distribution of riboswitches have examined bacterial taxa broadly. Thus, the distribution of riboswitches associated with bacteria inhabiting the intestines of healthy individuals is not well understood. To address these questions, we survey the gut microbiome for riboswitches by including an international database of prokaryotic genomes from the gut samples. Using Infernal, a program that uses RNA-specific sequence and structural features, we survey this data set using existing riboswitch models. We identify 22 classes of riboswitches with vitamin cofactors making up the majority of riboswitch-associated pathways. Our finding is reproducible in other representative databases from the oral as well as the marine microbiomes, underscoring the importance of thiamine pyrophosphate, cobalamin, and flavin mononucleotide in gene regulation. Interestingly, riboswitches do not vary significantly across microbiome representatives from around the world despite major taxonomic differences; this suggests an underlying conservation. Further studies elucidating the role of bacterial riboswitches in the host metabolome are needed to illuminate the consequences of our finding.


Subject(s)
Gastrointestinal Microbiome , Riboswitch , Humans , Bacteria/metabolism , Bacteria/genetics , Bacteria/classification
12.
Nucleic Acids Res ; 52(8): 4691-4701, 2024 May 08.
Article in English | MEDLINE | ID: mdl-38567725

ABSTRACT

Understanding small molecule binding to RNA can be complicated by an intricate interplay between binding stoichiometry, multiple binding motifs, different occupancies of different binding motifs, and changes in the structure of the RNA under study. Here, we use native top-down mass spectrometry (MS) and nuclear magnetic resonance (NMR) spectroscopy to experimentally resolve these factors and gain a better understanding of the interactions between neomycin B and the 40 nt aptamer domain of a neomycin-sensing riboswitch engineered in yeast. Data from collisionally activated dissociation of the 1:1, 1:2 and 1:3 RNA-neomycin B complexes identified a third binding motif C of the riboswitch in addition to the two motifs A and B found in our previous study, and provided occupancies of the different binding motifs for each complex stoichiometry. Binding of a fourth neomycin B molecule was unspecific according to both MS and NMR data. Intriguingly, all major changes in the aptamer structure can be induced by the binding of the first neomycin B molecule regardless of whether it binds to motif A or B as evidenced by stoichiometry-resolved MS data together with titration data from 1H NMR spectroscopy in the imino proton region. Specific binding of the second and third neomycin B molecules further stabilizes the riboswitch aptamer, thereby allowing for a gradual response to increasing concentrations of neomycin B, which likely leads to a fine-tuning of the cellular regulatory mechanism.


Subject(s)
Aptamers, Nucleotide , Framycetin , Riboswitch , Aptamers, Nucleotide/chemistry , Aptamers, Nucleotide/metabolism , Aptamers, Nucleotide/genetics , Binding Sites , Framycetin/chemistry , Framycetin/metabolism , Magnetic Resonance Spectroscopy/methods , Mass Spectrometry/methods , Nuclear Magnetic Resonance, Biomolecular , Nucleic Acid Conformation , Nucleotide Motifs
13.
Nucleic Acids Res ; 52(8): 4466-4482, 2024 May 08.
Article in English | MEDLINE | ID: mdl-38567721

ABSTRACT

A central question in biology is how RNA sequence changes influence dynamic conformational changes during cotranscriptional folding. Here we investigated this question through the study of transcriptional fluoride riboswitches, non-coding RNAs that sense the fluoride anion through the coordinated folding and rearrangement of a pseudoknotted aptamer domain and a downstream intrinsic terminator expression platform. Using a combination of Escherichia coli RNA polymerase in vitro transcription and cellular gene expression assays, we characterized the function of mesophilic and thermophilic fluoride riboswitch variants. We showed that only variants containing the mesophilic pseudoknot function at 37°C. We next systematically varied the pseudoknot sequence and found that a single wobble base pair is critical for function. Characterizing thermophilic variants at 65°C through Thermus aquaticus RNA polymerase in vitro transcription showed the importance of this wobble pair for function even at elevated temperatures. Finally, we performed all-atom molecular dynamics simulations which supported the experimental findings, visualized the RNA structure switching process, and provided insight into the important role of magnesium ions. Together these studies provide deeper insights into the role of riboswitch sequence in influencing folding and function that will be important for understanding of RNA-based gene regulation and for synthetic biology applications.


Subject(s)
Base Pairing , Escherichia coli , Fluorides , Nucleic Acid Conformation , Riboswitch , Transcription, Genetic , Riboswitch/genetics , Fluorides/chemistry , Escherichia coli/genetics , Molecular Dynamics Simulation , DNA-Directed RNA Polymerases/metabolism , DNA-Directed RNA Polymerases/chemistry , DNA-Directed RNA Polymerases/genetics , RNA Folding , Magnesium/chemistry , Base Sequence , RNA, Bacterial/chemistry , RNA, Bacterial/genetics , RNA, Bacterial/metabolism , Thermus/genetics , Thermus/enzymology
14.
Nucleic Acids Res ; 52(9): 5152-5165, 2024 May 22.
Article in English | MEDLINE | ID: mdl-38647067

ABSTRACT

Structured noncoding RNAs (ncRNAs) contribute to many important cellular processes involving chemical catalysis, molecular recognition and gene regulation. Few ncRNA classes are broadly distributed among organisms from all three domains of life, but the list of rarer classes that exhibit surprisingly diverse functions is growing. We previously developed a computational pipeline that enables the near-comprehensive identification of structured ncRNAs expressed from individual bacterial genomes. The regions between protein coding genes are first sorted based on length and the fraction of guanosine and cytidine nucleotides. Long, GC-rich intergenic regions are then examined for sequence and structural similarity to other bacterial genomes. Herein, we describe the implementation of this pipeline on 50 bacterial genomes from varied phyla. More than 4700 candidate intergenic regions with the desired characteristics were identified, which yielded 44 novel riboswitch candidates and numerous other putative ncRNA motifs. Although experimental validation studies have yet to be conducted, this rate of riboswitch candidate discovery is consistent with predictions that many hundreds of novel riboswitch classes remain to be discovered among the bacterial species whose genomes have already been sequenced. Thus, many thousands of additional novel ncRNA classes likely remain to be discovered in the bacterial domain of life.


Subject(s)
Genome, Bacterial , RNA, Bacterial , RNA, Untranslated , DNA, Intergenic/genetics , Genome, Bacterial/genetics , Genomics/methods , Riboswitch/genetics , RNA, Bacterial/genetics , RNA, Bacterial/chemistry , RNA, Untranslated/genetics , RNA, Untranslated/classification , RNA, Untranslated/chemistry
15.
Nucleic Acids Res ; 52(10): 5465-5477, 2024 Jun 10.
Article in English | MEDLINE | ID: mdl-38661206

ABSTRACT

Generative probabilistic models emerge as a new paradigm in data-driven, evolution-informed design of biomolecular sequences. This paper introduces a novel approach, called Edge Activation Direct Coupling Analysis (eaDCA), tailored to the characteristics of RNA sequences, with a strong emphasis on simplicity, efficiency, and interpretability. eaDCA explicitly constructs sparse coevolutionary models for RNA families, achieving performance levels comparable to more complex methods while utilizing a significantly lower number of parameters. Our approach demonstrates efficiency in generating artificial RNA sequences that closely resemble their natural counterparts in both statistical analyses and SHAPE-MaP experiments, and in predicting the effect of mutations. Notably, eaDCA provides a unique feature: estimating the number of potential functional sequences within a given RNA family. For example, in the case of cyclic di-AMP riboswitches (RF00379), our analysis suggests the existence of approximately 1039 functional nucleotide sequences. While huge compared to the known <4000 natural sequences, this number represents only a tiny fraction of the vast pool of nearly 1082 possible nucleotide sequences of the same length (136 nucleotides). These results underscore the promise of sparse and interpretable generative models, such as eaDCA, in enhancing our understanding of the expansive RNA sequence space.


Subject(s)
Computational Biology , Models, Genetic , RNA , Algorithms , Base Sequence , Evolution, Molecular , Models, Statistical , Mutation , Nucleic Acid Conformation , Riboswitch/genetics , RNA/chemistry , RNA/genetics , Sequence Analysis, RNA , Computational Biology/methods
16.
Front Immunol ; 15: 1360063, 2024.
Article in English | MEDLINE | ID: mdl-38558809

ABSTRACT

Hepatocellular carcinoma (HCC) and solid cancers with liver metastases are indications with high unmet medical need. Interleukin-12 (IL-12) is a proinflammatory cytokine with substantial anti-tumor properties, but its therapeutic potential has not been realized due to severe toxicity. Here, we show that orthotopic liver tumors in mice can be treated by targeting hepatocytes via systemic delivery of adeno-associated virus (AAV) vectors carrying the murine IL-12 gene. Controlled cytokine production was achieved in vivo by using the tetracycline-inducible K19 riboswitch. AAV-mediated expression of IL-12 led to STAT4 phosphorylation, interferon-γ (IFNγ) production, infiltration of T cells and, ultimately, tumor regression. By detailed analyses of efficacy and tolerability in healthy and tumor-bearing animals, we could define a safe and efficacious vector dose. As a potential clinical candidate, we characterized vectors carrying the human IL-12 (huIL-12) gene. In mice, bioactive human IL-12 was expressed in a vector dose-dependent manner and could be induced by tetracycline, suggesting tissue-specific AAV vectors with riboswitch-controlled expression of highly potent proinflammatory cytokines as an attractive approach for vector-based cancer immunotherapy.


Subject(s)
Carcinoma, Hepatocellular , Liver Neoplasms , Riboswitch , Mice , Humans , Animals , Liver Neoplasms/genetics , Liver Neoplasms/therapy , Carcinoma, Hepatocellular/genetics , Carcinoma, Hepatocellular/therapy , Carcinoma, Hepatocellular/pathology , Genetic Therapy , Interleukin-12/genetics , Interleukin-12/metabolism , Tetracycline/pharmacology
17.
Wiley Interdiscip Rev RNA ; 15(2): e1832, 2024.
Article in English | MEDLINE | ID: mdl-38448799

ABSTRACT

MicroRNAs (miRNAs) are small non-coding RNAs that play a fundamental role in enabling miRNA-mediated target repression, a post-transcriptional gene regulatory mechanism preserved across metazoans. Loss of certain animal miRNA genes can lead to developmental abnormalities, disease, and various degrees of embryonic lethality. These short RNAs normally guide Argonaute (AGO) proteins to target RNAs, which are in turn translationally repressed and destabilized, silencing the target to fine-tune gene expression and maintain cellular homeostasis. Delineating miRNA-mediated target decay has been thoroughly examined in thousands of studies, yet despite these exhaustive studies, comparatively less is known about how and why miRNAs are directed for decay. Several key observations over the years have noted instances of rapid miRNA turnover, suggesting endogenous means for animals to induce miRNA degradation. Recently, it was revealed that certain targets, so-called target-directed miRNA degradation (TDMD) triggers, can "trigger" miRNA decay through inducing proteolysis of AGO and thereby the bound miRNA. This process is mediated in animals via the ZSWIM8 ubiquitin ligase complex, which is recruited to AGO during engagement with triggers. Since its discovery, several studies have identified that ZSWIM8 and TDMD are indispensable for proper animal development. Given the rapid expansion of this field of study, here, we summarize the key findings that have led to and followed the discovery of ZSWIM8-dependent TDMD. This article is categorized under: Regulatory RNAs/RNAi/Riboswitches > Regulatory RNAs RNA Turnover and Surveillance > Turnover/Surveillance Mechanisms RNA in Disease and Development > RNA in Development.


Subject(s)
MicroRNAs , Riboswitch , Animals , MicroRNAs/genetics , RNA Interference , Argonaute Proteins/genetics
18.
Nat Commun ; 15(1): 2161, 2024 Mar 09.
Article in English | MEDLINE | ID: mdl-38461302

ABSTRACT

Human and animal tuberculosis is caused by the Mycobacterium tuberculosis Complex (MTBC), which has evolved a genomic decay of cobalamin (vitamin B12) biosynthetic genes. Accordingly, and in sharp contrast to environmental, opportunistic and ancestor mycobacteria; we demonstrate that M. tuberculosis (Mtb), M. africanum, and animal-adapted lineages, lack endogenous production of cobalamin, yet they retain the capacity for exogenous uptake. A B12 anemic model in immunocompromised and immunocompetent mice, demonstrates improved survival, and lower bacteria in organs, in B12 anemic animals infected with Mtb relative to non-anemic controls. Conversely, no differences were observed between mice groups infected with M. canettii, an ancestor mycobacterium which retains cobalamin biosynthesis. Interrogation of the B12 transcriptome in three MTBC strains defined L-methionine synthesis by metE and metH genes as a key phenotype. Expression of metE is repressed by a cobalamin riboswitch, while MetH requires the cobalamin cofactor. Thus, deletion of metE predominantly attenuates Mtb in anemic mice; although inactivation of metH exclusively causes attenuation in non-anemic controls. Here, we show how sub-physiological levels of B12 in the host antagonizes Mtb virulence, and describe a yet unknown mechanism of host-pathogen cross-talk with implications for B12 anemic populations.


Subject(s)
Mycobacterium tuberculosis , Riboswitch , Tuberculosis , Animals , Humans , Mice , Vitamin B 12/metabolism , Mycobacterium tuberculosis/genetics , Mycobacterium tuberculosis/metabolism , Virulence/genetics
19.
ACS Chem Biol ; 19(3): 607-618, 2024 Mar 15.
Article in English | MEDLINE | ID: mdl-38412235

ABSTRACT

Translational riboswitches located in the 5' UTR of the messenger RNA (mRNA) regulate translation through variation of the accessibility of the ribosome binding site (RBS). These are the result of conformational changes in the riboswitch RNA governed by ligand binding. Here, we use a combination of single-molecule colocalization techniques (Single-Molecule Kinetic Analysis of RNA Transient Structure (SiM-KARTS) and Single-Molecule Kinetic Analysis of Ribosome Binding (SiM-KARB)) and microscale thermophoresis (MST) to investigate the adenine-sensing riboswitch in Vibrio vulnificus, focusing on the changes of accessibility between the ligand-free and ligand-bound states. We show that both methods faithfully report on the accessibility of the RBS within the riboswitch and that both methods identify an increase in accessibility upon adenine binding. Expanding on the regulatory context, we show the impact of the ribosomal protein S1 on the unwinding of the RNA secondary structure, thereby favoring ribosome binding even for the apo state. The determined rate constants suggest that binding of the ribosome is faster than the time required to change from the ON state to the OFF state, a prerequisite for efficient regulation decision.


Subject(s)
Riboswitch , Adenine/chemistry , Ligands , Kinetics , Ribosomes/metabolism , Nucleic Acid Conformation
20.
Nucleic Acids Res ; 52(6): 3164-3179, 2024 Apr 12.
Article in English | MEDLINE | ID: mdl-38375901

ABSTRACT

The capacity of riboswitches to undergo conformational changes in response to binding their native ligands is closely tied to their functional roles and is an attractive target for antimicrobial drug design. Here, we established a probe-based fluorescence anisotropy assay to monitor riboswitch conformational switching with high sensitivity and throughput. Using the Bacillus subtillis yitJ S-Box (SAM-I), Fusobacterium nucleatum impX RFN element of (FMN) and class-I cyclic-di-GMP from Vibrio cholerae riboswitches as model systems, we developed short fluorescent DNA probes that specifically recognize either ligand-free or -bound riboswitch conformational states. We showed that increasing concentrations of native ligands cause measurable and reproducible changes in fluorescence anisotropy that correlate with riboswitch conformational changes observed by native gel analysis. Furthermore, we applied our assay to several ligand analogues and confirmed that it can discriminate between ligands that bind, triggering the native conformational change, from those that bind without causing the conformational change. This new platform opens the possibility of high-throughput screening compound libraries to identify potential new antibiotics that specifically target functional conformational changes in riboswitches.


Subject(s)
High-Throughput Screening Assays , Riboswitch , Fluorescence Polarization , Ligands , Nucleic Acid Conformation , DNA Probes/metabolism , High-Throughput Screening Assays/methods , Bacteria/genetics , Bacteria/metabolism
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