The Distributions, Mechanisms, and Structures of Metabolite-Binding Riboswitches Jeffrey E Barrick*† and Ronald R Breaker*‡§
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Classification of Riboswitch Families Using Block Location-Based Feature Extraction
Adv Pharm Bull, 2020, 10(1), 97-105 doi: 10.15171/apb.2020.012 https://apb.tbzmed.ac.ir Research Article Classification of Riboswitch Families Using Block Location-Based Feature Extraction (BLBFE) Method Faegheh Golabi1,2 ID , Mousa Shamsi1* ID , Mohammad Hosein Sedaaghi3 ID , Abolfazl Barzegar2,4 ID , Mohammad Saeid Hejazi5,6* ID 1Genomic Signal Processing Laboratory, Faculty of Biomedical Engineering, Sahand University of Technology, Tabriz, Iran. 2School of Advanced Medical Sciences, Tabriz University of Medical Sciences, Tabriz, Iran. 3Faculty of Electrical Engineering, Sahand University of Technology, Tabriz, Iran. 4Research Institute for Fundamental Sciences (RIFS), University of Tabriz, Tabriz, Iran. 5Molecular Medicine Research Center, Biomedicine Institute, Tabriz University of Medical Sciences, Tabriz, Iran. 6Faculty of Pharmacy, Tabriz University of Medical Sciences, Tabriz, Iran. Article info Abstract Article History: Purpose: Riboswitches are special non-coding sequences usually located in mRNAs’ Received: 25 May 2019 un-translated regions and regulate gene expression and consequently cellular function. Revised: 4 Sep. 2019 Furthermore, their interaction with antibiotics has been recently implicated. This raises more Accepted: 30 Sep. 2019 interest in development of bioinformatics tools for riboswitch studies. Herein, we describe the epublished: 11 Dec. 2019 development and employment of novel block location-based feature extraction (BLBFE) method for classification of riboswitches. Keywords: Methods: We have already developed and reported a sequential block finding (SBF) algorithm • Riboswitch which, without operating alignment methods, identifies family specific sequential blocks for • Non-coding RNA riboswitch families. Herein, we employed this algorithm for 7 riboswitch families including • Sequential blocks lysine, cobalamin, glycine, SAM-alpha, SAM-IV, cyclic-di-GMP-I and SAH. -
Comparative Genomics of Metabolic Capacities of Regulons Controlled by Cis-Regulatory RNA Motifs in Bacteria
UC San Diego UC San Diego Previously Published Works Title Comparative genomics of metabolic capacities of regulons controlled by cis-regulatory RNA motifs in bacteria Permalink https://escholarship.org/uc/item/9hf0n826 Journal BMC Genomics, 14(1) Authors Sun, EI Leyn, SA Kazanov, MD et al. Publication Date 2013-09-02 DOI 10.1186/1471-2164-14-597 Peer reviewed eScholarship.org Powered by the California Digital Library University of California Sun et al. BMC Genomics 2013, 14:597 http://www.biomedcentral.com/1471-2164/14/597 RESEARCH ARTICLE Open Access Comparative genomics of metabolic capacities of regulons controlled by cis-regulatory RNA motifs in bacteria Eric I Sun1, Semen A Leyn2,3, Marat D Kazanov3, Milton H Saier Jr.1, Pavel S Novichkov4 and Dmitry A Rodionov2,3* Abstract Background: In silico comparative genomics approaches have been efficiently used for functional prediction and reconstruction of metabolic and regulatory networks. Riboswitches are metabolite-sensing structures often found in bacterial mRNA leaders controlling gene expression on transcriptional or translational levels. An increasing number of riboswitches and other cis-regulatory RNAs have been recently classified into numerous RNA families in the Rfam database. High conservation of these RNA motifs provides a unique advantage for their genomic identification and comparative analysis. Results: A comparative genomics approach implemented in the RegPredict tool was used for reconstruction and functional annotation of regulons controlled by RNAs from 43 Rfam families in diverse taxonomic groups of Bacteria. The inferred regulons include ~5200 cis-regulatory RNAs and more than 12000 target genes in 255 microbial genomes. All predicted RNA-regulated genes were classified into specific and overall functional categories. -
Developing a Riboswitch-Mediated Regulatory System for Metabolic Flux Control in Thermophilic Bacillus Methanolicus
International Journal of Molecular Sciences Article Developing a Riboswitch-Mediated Regulatory System for Metabolic Flux Control in Thermophilic Bacillus methanolicus Marta Irla , Sigrid Hakvåg and Trygve Brautaset * Department of Biotechnology and Food Sciences, Norwegian University of Science and Technology, 7034 Trondheim, Norway; [email protected] (M.I.); [email protected] (S.H.) * Correspondence: [email protected]; Tel.: +47-73593315 Abstract: Genome-wide transcriptomic data obtained in RNA-seq experiments can serve as a re- liable source for identification of novel regulatory elements such as riboswitches and promoters. Riboswitches are parts of the 50 untranslated region of mRNA molecules that can specifically bind various metabolites and control gene expression. For that reason, they have become an attractive tool for engineering biological systems, especially for the regulation of metabolic fluxes in industrial microorganisms. Promoters in the genomes of prokaryotes are located upstream of transcription start sites and their sequences are easily identifiable based on the primary transcriptome data. Bacillus methanolicus MGA3 is a candidate for use as an industrial workhorse in methanol-based biopro- cesses and its metabolism has been studied in systems biology approaches in recent years, including transcriptome characterization through RNA-seq. Here, we identify a putative lysine riboswitch in B. methanolicus, and test and characterize it. We also select and experimentally verify 10 putative B. methanolicus-derived promoters differing in their predicted strength and present their functionality in combination with the lysine riboswitch. We further explore the potential of a B. subtilis-derived purine riboswitch for regulation of gene expression in the thermophilic B. methanolicus, establishing a Citation: Irla, M.; Hakvåg, S.; novel tool for inducible gene expression in this bacterium. -
Structural and Mechanistic Studies of the THI Box and SMK Box Riboswitches
Structural and Mechanistic Studies of the THI Box and SMK Box Riboswitches Dissertation Presented in Partial Fulfillment of the Requirements for the Degree Doctor of Philosophy in the Graduate School of The Ohio State University By Angela Mae Smith, M.S. Graduate Program in Microbiology The Ohio State University 2009 Dissertation Committee: Professor Tina Henkin, Advisor Professor Kurt Fredrick Professor Michael Ibba Professor Ross Dalbey ABSTRACT Organisms have evolved a variety of mechanisms for regulating gene expression. Expression of individual genes is carefully modulated during different stages of cell development and in response to changing environmental conditions. A number of regulatory mechanisms involve structural elements within messenger RNAs (mRNAs) that, in response to an environmental signal, undergo a conformational change that affects expression of a gene encoded on that mRNA. RNA elements of this type that operate independently of proteins or translating ribosomes are termed riboswitches. In this work, the THI box and SMK box riboswitches were investigated in order to gain insight into the structural basis for ligand recognition and the mechanism of regulation employed by each of these RNAs. Both riboswitches are predicted to regulate at the level of translation initiation using a mechanism in which the Shine-Dalgarno (SD) sequence is occluded in response to ligand binding. For the THI box riboswitch, the studies presented here demonstrated that 30S ribosomal subunit binding at the SD region decreases in the presence of thiamin pyrophosphate (TPP). Mutation of conserved residues in the ligand binding domain resulted in loss of TPP-dependent repression in vivo. Based on these experiments two classes of mutant phenotypes were identified. -
RIBOSWITCHES: CLASSIFICATION, FUNCTION and INSILICO APPROACH
Mehta Neel B. et. al. / International Journal of Pharma Sciences and Research (IJPSR) Vol.1(9), 2010, 409-420 RIBOSWITCHES: CLASSIFICATION, FUNCTION and INSILICO APPROACH. MEHTA NEEL B.1* and PRASHANNA BALAJI 1 1 Final year B.Tech student, Department of Bioinformatics, Maulana Azad National Institute of Technology – Bhopal (M.A.N.I.T.), Madhya Pradesh, India ABSTRACT: Extensive study on RNA in recent times has resulted into discovering a type of genetic regulatory elements which are found in number of organism and undergoes different folding and functional process leading to repression of gene expression, termed as Riboswitches. Riboswitches are present in three kingdoms of life and have been identified in the genomes of plants, archaea and fungi. They are highly structured cis-acting elements located in the 5’-UnTranslated Region (UTR) of mRNA in the organism and the most important characteristic of riboswitches is that they fold into complex three dimensional structures to serve as precise receptors for their target molecules, organized around helical junctions with varying degrees of complexity. The combinations of computational and molecular approaches have significantly led to the identification of an increasing number of existing and novel riboswitches. In this paper we have classified all main types of riboswitches according to their functional characteristics and various tools (software) are mentioned to identify them through in silico approach. KEYWORDS: Cis-acting elements, Gene expression, Riboswitches and UnTranslated Region (UTR) INTRODUCTION: Precise genetic control is an essential feature of living systems, as cells must respond to a multitude of biochemical signals and environmental cues by varying genetic expression patterns. -
Using Deep Learning to Classify Riboswitches with 99
fbioe-08-00808 July 10, 2020 Time: 18:46 # 1 ORIGINAL RESEARCH published: 14 July 2020 doi: 10.3389/fbioe.2020.00808 Riboflow: Using Deep Learning to Classify Riboswitches With ∼99% Accuracy Keshav Aditya R. Premkumar1†, Ramit Bharanikumar2† and Ashok Palaniappan3* 1 MS Program in Computer Science, Department of Computer Science, College of Engineering and Applied Sciences, Stony Brook University, Stony Brook, NY, United States, 2 MS in Bioinformatics, Georgia Institute of Technology, Atlanta, GA, United States, 3 Department of Bioinformatics, School of Chemical and Biotechnology, SASTRA Deemed University, Thanjavur, India Riboswitches are cis-regulatory genetic elements that use an aptamer to control gene expression. Specificity to cognate ligand and diversity of such ligands have expanded the functional repertoire of riboswitches to mediate mounting apt responses to sudden metabolic demands and signal changes in environmental conditions. Given their critical role in microbial life, riboswitch characterisation remains a challenging Edited by: computational problem. Here we have addressed the issue with advanced deep Yusuf Akhter, learning frameworks, namely convolutional neural networks (CNN), and bidirectional Babasaheb Bhimrao Ambedkar University, India recurrent neural networks (RNN) with Long Short-Term Memory (LSTM). Using a Reviewed by: comprehensive dataset of 32 ligand classes and a stratified train-validate-test approach, Ahsan Z. Rizvi, we demonstrated the accurate performance of both the deep learning models (CNN and Mewar University, India RNN) relative to conventional hyperparameter-optimized machine learning classifiers Joohyun Kim, Vanderbilt University Medical Center, on all key performance metrics, including the ROC curve analysis. In particular, the United States bidirectional LSTM RNN emerged as the best-performing learning method for identifying *Correspondence: the ligand-specificity of riboswitches with an accuracy >0.99 and macro-averaged Ashok Palaniappan [email protected] F-score of 0.96. -
Riboswitch Rnas: Using RNA to Sense Cellular Metabolism
Downloaded from genesdev.cshlp.org on September 26, 2021 - Published by Cold Spring Harbor Laboratory Press REVIEW Riboswitch RNAs: using RNA to sense cellular metabolism Tina M. Henkin1 Department of Microbiology and Center for RNA Biology, The Ohio State University, Columbus, Ohio 43210, USA Riboswitches are RNA elements that undergo a shift in very rapid response to changing environmental condi- structure in response to binding of a regulatory mol- tions. ecule. These elements are encoded within the transcript Gene regulation in bacteria can also use RNA-binding they regulate, and act in cis to control expression of the proteins that interact with the RNA transcript to control coding sequence(s) within that transcript; their function its fate. Regulatory outcomes include effects on attenu- is therefore distinct from that of small regulatory RNAs ation of transcription (in transcriptional units that con- (sRNAs) that act in trans to regulate the activity of other tain a termination signal, designated an attenuator, early RNA transcripts. Riboswitch RNAs control a broad in the transcript), mRNA stability, and translation ini- range of genes in bacterial species, including those in- tiation. Like DNA-binding proteins, RNA-binding pro- volved in metabolism or uptake of amino acids, cofac- teins that function in gene regulation are often expressed tors, nucleotides, and metal ions. Regulation occurs as a constitutively, and their activity is modulated in re- consequence of direct binding of an effector molecule, or sponse to the environmental signal (e.g., Bacillus subti- through sensing of a physical parameter such as tempera- lis TRAP protein is activated by tryptophan). -
Comparative Genomics and Phylogenomic Analyses of Lysine Riboswitch Distributions in Bacteria
RESEARCH ARTICLE Comparative genomics and phylogenomic analyses of lysine riboswitch distributions in bacteria Sumit Mukherjee1, Danny Barash2, Supratim Sengupta1* 1 Department of Physical Sciences, Indian Institute of Science Education and Research Kolkata, Mohanpur, India, 2 Department of Computer Science, Ben-Gurion University of the Negev, Beer-Sheva, Israel * [email protected] a1111111111 a1111111111 a1111111111 Abstract a1111111111 a1111111111 Riboswitches are cis-regulatory elements that regulate the expression of genes involved in biosynthesis or transport of a ligand that binds to them. Among the nearly 40 classes of riboswitches discovered so far, three are known to regulate the concentration of biologically encoded amino acids glycine, lysine, and glutamine. While some comparative genomics studies of riboswitches focusing on their gross distribution across different bacterial taxa OPEN ACCESS have been carried out recently, systematic functional annotation and analysis of lysine ribos- Citation: Mukherjee S, Barash D, Sengupta S (2017) Comparative genomics and phylogenomic witches and the genes they regulate are still lacking. We analyzed 2785 complete bacterial analyses of lysine riboswitch distributions in genome sequences to systematically identify 468 lysine riboswitches (not counting hits from bacteria. PLoS ONE 12(9): e0184314. https://doi. multiple strains of the same species) and obtain a detailed phylogenomic map of gene-spe- org/10.1371/journal.pone.0184314 cific lysine riboswitch distribution across diverse prokaryotic phyla. We find that lysine ribos- Editor: Young-Hwa Song, Fachhochschule Lubeck, witches are most abundant in Firmicutes and Gammaproteobacteria where they are found GERMANY upstream to both biosynthesis and/or transporter genes. They are relatively rare in all other Received: March 14, 2017 prokaryotic phyla where if present they are primarily found upstream to operons containing Accepted: August 22, 2017 many lysine biosynthesis genes. -
Analyzing Riboswitches As a Function of Genome Size and Genus Ancestry in Gammaproteobacteria
Portland State University PDXScholar University Honors Theses University Honors College 2015 Analyzing Riboswitches as a Function of Genome Size and Genus Ancestry in Gammaproteobacteria Robyn Reid Portland State University Follow this and additional works at: https://pdxscholar.library.pdx.edu/honorstheses Let us know how access to this document benefits ou.y Recommended Citation Reid, Robyn, "Analyzing Riboswitches as a Function of Genome Size and Genus Ancestry in Gammaproteobacteria" (2015). University Honors Theses. Paper 159. https://doi.org/10.15760/honors.191 This Thesis is brought to you for free and open access. It has been accepted for inclusion in University Honors Theses by an authorized administrator of PDXScholar. For more information, please contact [email protected]. Analyzing Riboswitches as a Function of Genome Size and Genus Ancestry in Gammaproteobacteria by Robyn Reid An undergraduate honors thesis submitted in partial fulfillment of the requirements for the degree of Bachelor of Science in University Honors and Mathematics and Chemistry Thesis Adviser Rahul Raghavan Portland State University 2015 Analyzing Riboswitches as a Function of Genome Size and Genus Ancestry in Gammaproteobacteria Robyn Reid Advisor: Dr. Rahul Raghavan Abstract: Riboswitches are RNA molecules that regulate gene expression, without the need for protein factors, at the mRNA level in the bacterial kingdom. This paper focuses on nine riboswitches: TPP, FMN, SAM, Lysine, Cobalamine, Glycine, Molybdenum, Mg, and SAH, and whether or not there exists a relationship between genome size and riboswitch existence. The hypothesis of this paper is that there does exist a direct relationship because it is assumed that the more basepairs (bp) in a genome, the higher the chance that an old characteristic, such as a riboswitch, is conserved. -
Tuning a Riboswitch Response Through Structural Extension of a Pseudoknot
Tuning a riboswitch response through structural PNAS PLUS extension of a pseudoknot Marie F. Soulièrea,1, Roger B. Altmanb,1, Veronika Schwarza, Andrea Hallera, Scott C. Blanchardb,2, and Ronald Micuraa,2 aInstitute of Organic Chemistry and Center for Molecular Biosciences, University of Innsbruck, A-6020 Innsbruck, Austria; and bDepartment of Physiology and Biophysics, Weill Medical College of Cornell University, New York, NY 10021 Edited by David A. Tirrell, California Institute of Technology, Pasadena, CA, and approved July 23, 2013 (received for review March 8, 2013) Structural and dynamic features of RNA folding landscapes rep- been extensively investigated (18–28), preQ1 class II (preQ1-II) resent critical aspects of RNA function in the cell and are par- riboswitches have been largely overlooked despite the fact that ticularly central to riboswitch-mediated control of gene expression. a different mode of ligand binding has been postulated (14). Here, using single-molecule fluorescence energy transfer imaging, The consensus sequence and the secondary structure model we explore the folding dynamics of the preQ1 class II riboswitch, an for the preQ1-II motif (COG4708 RNA) (Fig. 1A) comprise upstream mRNA element that regulates downstream encoded mod- ∼80–100 nt (14). The minimal Streptococcus pneumoniae R6 fi i cation enzymes of queuosine biosynthesis. For reasons that are aptamer domain sequence binds preQ1 with submicromolar af- not presently understood, the classical pseudoknot fold of this sys- finity and consists of an RNA segment forming two stem–loops, tem harbors an extra stem–loop structure within its 3′-terminal re- P2 and P4, and a pseudoknot P3 (Fig. -
Small-Molecule-Binding Riboswitches THEA S
Small-Molecule-Binding Riboswitches THEA S. LOTZ1 and BEATRIX SUESS1 1Synthetic Genetic Circuits, Department of Biology, TU Darmstadt, 64287 Darmstadt, Germany ABSTRACT RNA is a versatile biomolecule capable of moieties is imperative in enabling RNA to function as a transferring information, taking on distinct three-dimensional biological catalyst, regulator, or structural scaffold. shapes, and reacting to ambient conditions. RNA molecules In the last 15 years, many different types of regula- utilize a wide range of mechanisms to control gene expression. tory RNA molecules have been discovered in nature. An An example of such regulation is riboswitches. Consisting exclusively of RNA, they are able to control important metabolic abundance of riboswitches, ribozymes, RNA thermom- processes, thus providing an elegant and efficient RNA-only eters, and short and long noncoding RNAs have been regulation system. Existing across all domains of life, found in all three domains of life. However, plenty of riboswitches appear to represent one of the most highly questions regarding how RNA influences cell physio- conserved mechanisms for the regulation of a broad range of logy, differentiation, and development still remain un- biochemical pathways. Through binding of a wide range of answered and the subject of extensive research (1). There small-molecule ligands to their so-called aptamer domain, are several advantages when gene expression is regulated riboswitches undergo a conformational change in their downstream “expression platform.” In consequence, the pattern via RNA alone as opposed to regulation in combination of gene expression changes, which in turn results in increased or with proteins. It allows (i) faster regulatory responses, decreased protein production. -
Transcriptional Pausing at the Translation Start Site Operates As a Critical Checkpoint for Riboswitch Regulation
ARTICLE Received 20 Jul 2016 | Accepted 10 Nov 2016 | Published 10 Jan 2017 DOI: 10.1038/ncomms13892 OPEN Transcriptional pausing at the translation start site operates as a critical checkpoint for riboswitch regulation Adrien Chauvier1,Fre´de´ric Picard-Jean1, Jean-Christophe Berger-Dancause1, Laure`ne Bastet1, Mohammad Reza Naghdi2, Audrey Dube´1, Pierre Turcotte1, Jonathan Perreault2 & Daniel A. Lafontaine1 On the basis of nascent transcript sequencing, it has been postulated but never demonstrated that transcriptional pausing at translation start sites is important for gene regulation. Here we show that the Escherichia coli thiamin pyrophosphate (TPP) thiC riboswitch contains a regulatory pause site in the translation initiation region that acts as a checkpoint for thiC expression. By biochemically probing nascent transcription complexes halted at defined positions, we find a narrow transcriptional window for metabolite binding, in which the downstream boundary is delimited by the checkpoint. We show that transcription complexes at the regulatory pause site favour the formation of a riboswitch intramolecular lock that strongly prevents TPP binding. In contrast, cotranscriptional metabolite binding increases RNA polymerase pausing and induces Rho-dependent transcription termination at the checkpoint. Early transcriptional pausing may provide a general mechanism, whereby transient transcriptional windows directly coordinate the sensing of environmental cues and bacterial mRNA regulation. 1 Department of Biology, Faculty of Science, RNA Group, Universite´ de Sherbrooke, Sherbrooke, J1K 2R1 Quebec, Canada. 2 INRS-Institut Armand-Frappier, Laval, H7V 1B7 Quebec, Canada. Correspondence and requests for materials should be addressed to D.A.L. (email: [email protected]). NATURE COMMUNICATIONS | 8:13892 | DOI: 10.1038/ncomms13892 | www.nature.com/naturecommunications 1 ARTICLE NATURE COMMUNICATIONS | DOI: 10.1038/ncomms13892 ene expression is a highly regulated process that is Results vital for cellular homoeostasis.