1
|
Li HY, Granger L, Raimi-Abraham BT, Shattock RJ, Makatsoris C, Forbes B. Pulmonary delivery of LNP-mRNAs aerosolised by vibrating mesh nebulizer: An emphasis on variations and in-depth analyses of physicochemical properties. Int J Pharm 2025; 680:125796. [PMID: 40446870 DOI: 10.1016/j.ijpharm.2025.125796] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2025] [Revised: 05/19/2025] [Accepted: 05/27/2025] [Indexed: 06/02/2025]
Abstract
The delivery of lipid nanoparticle (LNP)-mRNAs to the lungs attracts fast increasing interests for vaccination, as the mucosal immunity in the airway can prevent the establishment of an infection rather than only reduce the level of infection associated with systemic immunity triggered via intramuscular injection. The vibrating mesh nebuliser was well utilized to atomize inhalation solutions/suspensions for pulmonary delivery hence employed in this study for aerosolising LNP-mRNAs. In comparison with pre-aerosolised LNP-mRNAs, the post-aerosolised vectors demonstrated a significant increase (t-test, unpaired, p < 0.05) in particle size (215-363 nm vs. 116-130 nm), polydispersity index (PDI: > 0.33 vs. < 0.27), zeta potential (ZP: 11-14 mV vs. 2.6-7.7 mV), and encapsulation efficiency (EE: ∼99 % w/w vs. ∼91 % w/w), indicating a structural alteration upon high-frequency mesh vibration (HFMV). The particle sizes of LNP-mRNAs were further enlarged upon inertial impaction, and the size increments were dependent on the velocities of airflow for impaction and the N/P ratios. The aerosolised mists were fine, with >54 % w/w deposited in lower respiratory tract and >28.5 % w/w further delivered to alveolar regions. Further, a model was created to elucidate the variations of physicochemical properties for LNP-mRNAs upon HFMV and inertial impaction, and it disclosed that the fluidity and shear-induced fusion of LNPs were the fundamental reasons to cause these unfavourable changes particularly the size enlargement. These insights reveal that the effective development of inhaled LNP-mRNAs will rely on shear-less devices, formulation optimizations, inhalable dry powders, and their potential combinations.
Collapse
Affiliation(s)
- Hao-Ying Li
- Institute of Pharmaceutical Sciences, King's College London, London SE1 9NH, United Kingdom.
| | - Luke Granger
- Department of Infectious Diseases, Section of Immunology of Infection, Imperial College London, London W2 1PG, United Kingdom
| | | | - Robin J Shattock
- Department of Infectious Diseases, Section of Immunology of Infection, Imperial College London, London W2 1PG, United Kingdom
| | - Charalampos Makatsoris
- Department of Engineering, Faculty of Natural/Mathematical Sciences, King's College London, London WC2R 2LS, United Kingdom
| | - Ben Forbes
- Institute of Pharmaceutical Sciences, King's College London, London SE1 9NH, United Kingdom.
| |
Collapse
|
2
|
Chen X, Wang L, Xie J, Nowak JS, Luo B, Zhang C, Jia G, Zou J, Huang D, Glatt S, Yang Y, Su Z. RNA sample optimization for cryo-EM analysis. Nat Protoc 2025; 20:1114-1157. [PMID: 39548288 DOI: 10.1038/s41596-024-01072-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2023] [Accepted: 09/12/2024] [Indexed: 11/17/2024]
Abstract
RNAs play critical roles in most biological processes. Although the three-dimensional (3D) structures of RNAs primarily determine their functions, it remains challenging to experimentally determine these 3D structures due to their conformational heterogeneity and intrinsic dynamics. Cryogenic electron microscopy (cryo-EM) has recently played an emerging role in resolving dynamic conformational changes and understanding structure-function relationships of RNAs including ribozymes, riboswitches and bacterial and viral noncoding RNAs. A variety of methods and pipelines have been developed to facilitate cryo-EM structure determination of challenging RNA targets with small molecular weights at subnanometer to near-atomic resolutions. While a wide range of conditions have been used to prepare RNAs for cryo-EM analysis, correlations between the variables in these conditions and cryo-EM visualizations and reconstructions remain underexplored, which continue to hinder optimizations of RNA samples for high-resolution cryo-EM structure determination. Here we present a protocol that describes rigorous screenings and iterative optimizations of RNA preparation conditions that facilitate cryo-EM structure determination, supplemented by cryo-EM data processing pipelines that resolve RNA dynamics and conformational changes and RNA modeling algorithms that generate atomic coordinates based on moderate- to high-resolution cryo-EM density maps. The current protocol is designed for users with basic skills and experience in RNA biochemistry, cryo-EM and RNA modeling. The expected time to carry out this protocol may range from 3 days to more than 3 weeks, depending on the many variables described in the protocol. For particularly challenging RNA targets, this protocol could also serve as a starting point for further optimizations.
Collapse
Affiliation(s)
- Xingyu Chen
- The State Key Laboratory of Biotherapy, Department of Geriatrics and National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, China
| | - Liu Wang
- The State Key Laboratory of Oral Diseases, National Clinical Research Center for Oral Diseases, National Center for Stomatology, Department of Cardiology and Endodontics, West China Hospital of Stomatology, Sichuan University, Chengdu, China
| | - Jiahao Xie
- The State Key Laboratory of Biotherapy, Department of Geriatrics and National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, China
| | - Jakub S Nowak
- Malopolska Centre of Biotechnology, Jagiellonian University, Krakow, Poland
| | - Bingnan Luo
- The State Key Laboratory of Biotherapy, Department of Geriatrics and National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, China
- Department of Molecular Biophysics and Biochemistry, Yale University, New Haven, CT, USA
| | - Chong Zhang
- The State Key Laboratory of Biotherapy, Department of Geriatrics and National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, China
| | - Guowen Jia
- The State Key Laboratory of Biotherapy, Department of Geriatrics and National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, China
| | - Jian Zou
- The State Key Laboratory of Biotherapy, Department of Geriatrics and National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, China
| | - Dingming Huang
- The State Key Laboratory of Oral Diseases, National Clinical Research Center for Oral Diseases, National Center for Stomatology, Department of Cardiology and Endodontics, West China Hospital of Stomatology, Sichuan University, Chengdu, China
| | - Sebastian Glatt
- Malopolska Centre of Biotechnology, Jagiellonian University, Krakow, Poland
- Department for Biological Sciences and Pathobiology, University of Veterinary Medicine Vienna, Vienna, Austria
| | - Yang Yang
- Department of Prosthodontics, West China Hospital of Stomatology, Sichuan University, Chengdu, China
| | - Zhaoming Su
- The State Key Laboratory of Biotherapy, Department of Geriatrics and National Clinical Research Center for Geriatrics, West China Hospital, Sichuan University, Chengdu, China.
| |
Collapse
|
3
|
Li J, Tan Y, Lu R, Liang P, Liu H, Yao X. Artificial intelligence for RNA-ligand interaction prediction: advances and prospects. Drug Discov Today 2025; 30:104366. [PMID: 40286982 DOI: 10.1016/j.drudis.2025.104366] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/01/2025] [Revised: 04/17/2025] [Accepted: 04/22/2025] [Indexed: 04/29/2025]
Abstract
Accurate prediction of RNA-ligand interactions is vital for understanding biological processes and advancing RNA-targeted drug discovery. Given their complexity, artificial intelligence (AI) is revolutionizing the study of RNA-ligand interactions, offering insights into the complex dynamics and therapeutic potential of RNA. In this review, we highlight advances in AI-driven RNA-ligand binding site identification, structure modeling, binding mode and binding affinity prediction, and virtual screening (VS). We also discuss key challenges, such as data set scarcity and modeling RNA flexibility. Future directions emphasize integrating cutting-edge AI techniques with physics-based models and expanding experimental data sets to enhance RNA-ligand interaction predictions.
Collapse
Affiliation(s)
- Jing Li
- Center for Artificial Intelligence Driven Drug Discovery, Faculty of Applied Science, Macao Polytechnic University, 999078 Macao, China
| | - Yi Tan
- Center for Artificial Intelligence Driven Drug Discovery, Faculty of Applied Science, Macao Polytechnic University, 999078 Macao, China
| | - Ruiqiang Lu
- Center for Artificial Intelligence Driven Drug Discovery, Faculty of Applied Science, Macao Polytechnic University, 999078 Macao, China
| | - Pengyu Liang
- Center for Artificial Intelligence Driven Drug Discovery, Faculty of Applied Science, Macao Polytechnic University, 999078 Macao, China
| | - Huanxiang Liu
- Center for Artificial Intelligence Driven Drug Discovery, Faculty of Applied Science, Macao Polytechnic University, 999078 Macao, China.
| | - Xiaojun Yao
- Center for Artificial Intelligence Driven Drug Discovery, Faculty of Applied Science, Macao Polytechnic University, 999078 Macao, China.
| |
Collapse
|
4
|
Yadav R, Das S, Mukherjee M, Mukherjee S. Probing the nucleobase-specific binding interaction of hydroxychloroquine sulfate with RNA and subsequent sequestration by a water-soluble molecular basket. Phys Chem Chem Phys 2025; 27:7365-7374. [PMID: 40125860 DOI: 10.1039/d4cp04687k] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/25/2025]
Abstract
A thorough understanding of the binding interactions of small molecules with genetic materials of the cell (DNA/RNA) has a persistent importance in pharmaceutical industries for the development of new drugs for treating various life-threatening ailments. Hydroxychloroquine sulfate (HCQS), an antimalarial drug, was potentially used for clinical trials with the hope of treating patients suffering from SARS-CoV-2 during the COVID-19 pandemic. Herein, we have extensively delineated the binding interactions of HCQS with RNA under physiological conditions using multi-spectroscopic and calorimetric approaches. Our results demonstrated that HCQS binds to RNA through the groove-binding mode in uridine- and cytidine-rich regions. The mode of binding was meticulously characterized by fluorescence quenching studies and circular dichroism spectroscopy, well complemented by other experiments. Our results obtained from isothermal titration calorimetry reveal the phenomenon of the release of bound water molecules when HCQS binds at the groove position of RNA, the process being entropically driven. Furthermore, we have employed the concept of host-guest chemistry for the sequestration of RNA-bound HCQS using a water-soluble, non-toxic, 4-sulfocalix[4]arene as a basket-type macrocyclic host. This investigation may be conducive to the development of safe RNA-based therapeutics like RNA-based vaccines that comprise small molecule-RNA interactions.
Collapse
Affiliation(s)
- Rahul Yadav
- Department of Chemistry, Indian Institute of Science Education and Research Bhopal, Bhopal Bypass Road, Bhauri, Bhopal, 462 066, Madhya Pradesh, India.
| | - Subhasis Das
- Department of Chemistry, Indian Institute of Science Education and Research Bhopal, Bhopal Bypass Road, Bhauri, Bhopal, 462 066, Madhya Pradesh, India.
| | - Madhumita Mukherjee
- Department of Chemistry, Indian Institute of Science Education and Research Bhopal, Bhopal Bypass Road, Bhauri, Bhopal, 462 066, Madhya Pradesh, India.
| | - Saptarshi Mukherjee
- Department of Chemistry, Indian Institute of Science Education and Research Bhopal, Bhopal Bypass Road, Bhauri, Bhopal, 462 066, Madhya Pradesh, India.
| |
Collapse
|
5
|
Taghavi A, Springer NA, Zanon PRA, Li Y, Li C, Childs-Disney JL, Disney MD. The evolution and application of RNA-focused small molecule libraries. RSC Chem Biol 2025; 6:510-527. [PMID: 39957993 PMCID: PMC11824871 DOI: 10.1039/d4cb00272e] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2024] [Accepted: 02/06/2025] [Indexed: 02/18/2025] Open
Abstract
RNA structure plays a role in nearly every disease. Therefore, approaches that identify tractable small molecule chemical matter that targets RNA and affects its function would transform drug discovery. Despite this potential, discovery of RNA-targeted small molecule chemical probes and medicines remains in its infancy. Advances in RNA-focused libraries are key to enable more successful primary screens and to define structure-activity relationships amongst hit molecules. In this review, we describe how RNA-focused small molecule libraries have been used and evolved over time and provide underlying principles for their application to develop bioactive small molecules. We also describe areas that need further investigation to advance the field, including generation of larger data sets to inform machine learning approaches.
Collapse
Affiliation(s)
- Amirhossein Taghavi
- Department of Chemistry, The Herbert Wertheim UF Scripps Institute for Biomedical Innovation and Technology 130 Scripps Way Jupiter FL 33458 USA
| | - Noah A Springer
- Department of Chemistry, The Herbert Wertheim UF Scripps Institute for Biomedical Innovation and Technology 130 Scripps Way Jupiter FL 33458 USA
- Department of Chemistry, The Scripps Research Institute 130 Scripps Way Jupiter FL 33458 USA
| | - Patrick R A Zanon
- Department of Chemistry, The Herbert Wertheim UF Scripps Institute for Biomedical Innovation and Technology 130 Scripps Way Jupiter FL 33458 USA
| | - Yanjun Li
- Department of Medicinal Chemistry, Center for Natural Products, Drug Discovery and Development, The University of Florida Gainesville FL 32610 USA
- Department of Computer & Information Science & Engineering, University of Florida Gainesville FL 32611 USA
| | - Chenglong Li
- Department of Medicinal Chemistry, Center for Natural Products, Drug Discovery and Development, The University of Florida Gainesville FL 32610 USA
| | - Jessica L Childs-Disney
- Department of Chemistry, The Herbert Wertheim UF Scripps Institute for Biomedical Innovation and Technology 130 Scripps Way Jupiter FL 33458 USA
| | - Matthew D Disney
- Department of Chemistry, The Herbert Wertheim UF Scripps Institute for Biomedical Innovation and Technology 130 Scripps Way Jupiter FL 33458 USA
- Department of Chemistry, The Scripps Research Institute 130 Scripps Way Jupiter FL 33458 USA
| |
Collapse
|
6
|
Travagliante G, Gaeta M, Purrello R, D’Urso A. Porphyrins as Chiroptical Conformational Probes for Biomolecules. Molecules 2025; 30:1512. [PMID: 40286092 PMCID: PMC11990877 DOI: 10.3390/molecules30071512] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2025] [Revised: 03/18/2025] [Accepted: 03/24/2025] [Indexed: 04/29/2025] Open
Abstract
Porphyrins are highly conjugated macrocyclic compounds that possess exceptional photophysical and chemical properties, progressively establishing themselves as versatile tools in the structural investigation of biomolecules. This review explores their role as chiroptical conformational probes, focusing on their interactions with DNA and RNA. The planar electron rich structure of porphyrin macrocycle that promote π-π interactions, their easy functionalization at the meso positions, and their capacity to coordinate metal ions enable their use in probing nucleic acid structures with high sensitivity. Emphasis is placed on their induced circular dichroism (ICD) signals in the Soret region, which provide precise diagnostic insights into binding mechanisms and molecular interactions. The review examines the interactions of porphyrins with various DNA structures, including B-, Z-, and A-DNA, single-stranded DNA, and G-quadruplex DNA, as well as less common structures like I-motif and E-motif DNA. The last part highlights recent advancements in the use of porphyrins to probe RNA structures, emphasizing binding behaviors and chiroptical signals observed with RNA G-quadruplexes, as well as the challenges in interpreting ICD signals with other RNA motifs due to their inherent structural complexity.
Collapse
Affiliation(s)
| | | | | | - Alessandro D’Urso
- Dipartimento di Scienze Chimiche, Università degli Studi di Catania, Viale Andrea Doria, 6, 95125 Catania, Italy; (G.T.); (M.G.); (R.P.)
| |
Collapse
|
7
|
Kaur J, Jain R, Roychowdhury S, Roy R, Chattopadhyay K, Roy I. Influence of Magnesium Ions and Crowding Agents on Structure and Stability of RNA Aptamers. Biochemistry 2025; 64:1233-1243. [PMID: 39791862 DOI: 10.1021/acs.biochem.4c00468] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/12/2025]
Abstract
Aptamers bind to their targets with exceptional affinity and specificity. However, their intracellular application is hampered by the lack of knowledge about the effect of the cellular milieu on the RNA structure/stability. In this study, cellular crowding was mimicked using polyethylene glycol (PEG), and the crucial role of Mg2+ ions in stabilizing the structure of an RNA aptamer was investigated. Increasing the concentration of Mg2+ or PEG increased the thermal stability of the aptamer. The crowding effect lowered the requirement of the Mg2+ ion to form the binding-competent conformer of the aptamer. This suggests that crowding and other factors may compensate for a lower concentration of Mg2+ for proper folding of aptamers inside cells. Selective 2'-hydroxyl acylation and primer extension (SHAPE) probing permitted residue-level analysis of the aptamer. Mg2+ and/or PEG were shown to be involved in increasing the rigidity or flexibility of different regions of the aptamer. Fluorescence correlation spectroscopy showed a significantly low hydrodynamic radius (RH) in the presence of molecular crowders and Mg2+ ions. We believe that the decreased water activity due to crowding may be responsible for reduced RH. Our results show that in a crowded environment, the RNA aptamer was exposed to conformers that were not available to it in simple buffer solutions or solely in the presence of lower concentrations of Mg2+.
Collapse
Affiliation(s)
- Jaskirat Kaur
- Department of Biotechnology, National Institute of Pharmaceutical Education and Research, Sector 67, S.A.S. Nagar 160062, Punjab, India
| | - Rajeev Jain
- Structural Biology and Bioinformatics Division, CSIR-Indian Institute of Chemical Biology, 4, Raja S. C. Mullick Road, Kolkata 700 032, India
- Academy of Scientific and Innovative Research (AcSIR), CSIR-Human Resource Development Centre, (CSIR-HRDC) Campus, Postal Staff College Area, Sector 19, Kamla Nehru Nagar, Ghaziabad 201002, Uttar Pradesh, India
| | - Sumangal Roychowdhury
- Structural Biology and Bioinformatics Division, CSIR-Indian Institute of Chemical Biology, 4, Raja S. C. Mullick Road, Kolkata 700 032, India
| | - Rajanya Roy
- Department of Biotechnology, National Institute of Pharmaceutical Education and Research, Sector 67, S.A.S. Nagar 160062, Punjab, India
| | - Krishnananda Chattopadhyay
- Structural Biology and Bioinformatics Division, CSIR-Indian Institute of Chemical Biology, 4, Raja S. C. Mullick Road, Kolkata 700 032, India
- Academy of Scientific and Innovative Research (AcSIR), CSIR-Human Resource Development Centre, (CSIR-HRDC) Campus, Postal Staff College Area, Sector 19, Kamla Nehru Nagar, Ghaziabad 201002, Uttar Pradesh, India
| | - Ipsita Roy
- Department of Biotechnology, National Institute of Pharmaceutical Education and Research, Sector 67, S.A.S. Nagar 160062, Punjab, India
| |
Collapse
|
8
|
Mougkogiannis P, Adamatzky A. On the Response of Proteinoid Ensembles to Fibonacci Sequences. ACS OMEGA 2025; 10:10401-10424. [PMID: 40124033 PMCID: PMC11923683 DOI: 10.1021/acsomega.4c10571] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/20/2024] [Revised: 02/14/2025] [Accepted: 02/26/2025] [Indexed: 03/25/2025]
Abstract
This work investigates the integration of Fibonacci patterns and Golden Ratio principles into proteinoid-based systems, connecting fundamental mathematical concepts with contemporary biomimetic approaches. Proteinoids are thermal proteins that can self-assemble and have enzyme-like capabilities. They provide a distinct platform for biomimetic information processing. Our study examines the impact of integrating Fibonacci sequences and the Golden Ratio (ϕ = 1.618) into the design and synthesis of proteinoids on their structural organization and response characteristics. We developed two categories of stimuli: auditory signals generated using frequencies derived from the Fibonacci sequence, and electrical patterns that correspond to the proportions of the Golden Ratio. The proteinoid microsphere assemblies were subjected to these stimuli, and their electrical and structural responses were recorded and analyzed. The results indicate that proteinoid systems reveal unique reactivity to acoustic stimuli based on the Fibonacci sequence, exhibiting heightened sensitivity to particular combinations of frequencies and demonstrating nonlinear amplification effects. The proteinoid assemblies exhibited distinctive temporal dynamics and emergent oscillatory behaviors when exposed to voltage patterns inspired by the Golden Ratio, which were not detected with ordinary input signals. These findings provide opportunities for developing advanced bioinspired information transfer and security systems and might improve our understanding of information processing in early chemical systems.
Collapse
Affiliation(s)
| | - Andrew Adamatzky
- Unconventional Computing
Laboratory, University of the West of England, Bristol BS16 1QY, U.K.
| |
Collapse
|
9
|
Fedorova O, Luo M, Jagdmann GE, Van Zandt MC, Sisto L, Pyle AM. Novel Quinazoline Derivatives Inhibit Splicing of Fungal Group II Introns. ACS Chem Biol 2025; 20:378-385. [PMID: 39824511 PMCID: PMC11851433 DOI: 10.1021/acschembio.4c00631] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/18/2024] [Revised: 01/06/2025] [Accepted: 01/07/2025] [Indexed: 01/20/2025]
Abstract
We report the discovery of small molecules that target the RNA tertiary structure of self-splicing group II introns and display potent antifungal activity against yeasts, including the major public health threat Candida parapsilosis. High-throughput screening efforts against a yeast group II intron resulted in an inhibitor class which was then synthetically optimized for enhanced inhibitory activity and antifungal efficacy. The most highly refined compounds in this series display strong, gene-specific antifungal activity against C. parapsilosis. This work demonstrates the utility of combining advanced RNA screening methodologies with medicinal chemistry pipelines to identify high-affinity ligands targeting RNA tertiary structures with important roles in human health and disease.
Collapse
Affiliation(s)
- Olga Fedorova
- Howard
Hughes Medical Institute, Chevy Chase, Maryland 20815, United States
- Department
of Molecular, Cellular and Developmental Biology, Yale University, New Haven, Connecticut 06520, United States
| | - Michelle Luo
- Department
of Chemistry, Yale University, New Haven, Connecticut 06520, United States
| | - G. Erik Jagdmann
- New
England Discovery Partners, Branford, Connecticut 06405, United States
| | | | - Luke Sisto
- Department
of Molecular, Cellular and Developmental Biology, Yale University, New Haven, Connecticut 06520, United States
| | - Anna Marie Pyle
- Howard
Hughes Medical Institute, Chevy Chase, Maryland 20815, United States
- Department
of Molecular, Cellular and Developmental Biology, Yale University, New Haven, Connecticut 06520, United States
- Department
of Chemistry, Yale University, New Haven, Connecticut 06520, United States
| |
Collapse
|
10
|
Abramyan AM, Bochicchio A, Wu C, Damm W, Langley DR, Shivakumar D, Lupyan D, Wang L, Harder E, Oloo EO. Accurate Physics-Based Prediction of Binding Affinities of RNA- and DNA-Targeting Ligands. J Chem Inf Model 2025; 65:1392-1403. [PMID: 39883536 DOI: 10.1021/acs.jcim.4c01708] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/01/2025]
Abstract
Accurate prediction of the affinity of ligand binding to nucleic acids represents a formidable challenge for current computational approaches. This limitation has hindered the use of computational methods to develop small-molecule drugs that modulate the activity of nucleic acids, including those associated with anticancer, antiviral, and antibacterial effects. In recent years, significant scientific and technological advances as well as easier access to compute resources have contributed to free-energy perturbation (FEP) becoming one of the most consistently reliable approaches for predicting relative binding affinities of ligands to proteins. Nevertheless, FEP's applicability to nucleic-acid targeting ligands has remained largely undetermined. In this work, we present a systematic assessment of the accuracy of FEP, as implemented in FEP+ software and facilitated by the OPLS4 force field, in predicting relative binding free energies of congeneric series of ligands interacting with a variety of DNA/RNA systems. The study encompassed more than 100 ligands exhibiting diverse binding modes, some partially exposed and others deeply buried. Using a consistent simulation protocol, more than half of the predictions are within 1 kcal/mol of the experimentally measured values. Across the data set, we report a combined average pairwise root-mean-square-error of <1.4 kcal/mol, which falls within one log unit of the experimentally measured dissociation constants. These results suggest that FEP+ has sufficient accuracy to guide the optimization of lead series in drug discovery programs targeting RNA and DNA.
Collapse
Affiliation(s)
- Ara M Abramyan
- Schrödinger Incorporated, San Diego, California 92121, United States
| | | | - Chuanjie Wu
- Schrödinger Incorporated, New York, New York 10036, United States
| | - Wolfgang Damm
- Schrödinger Incorporated, New York, New York 10036, United States
| | - David R Langley
- Arvinas Incorporated, New Haven, Connecticut 06511, United States
| | | | - Dmitry Lupyan
- Schrödinger Incorporated, Cambridge, Massachusetts 02142, United States
| | - Lingle Wang
- Schrödinger Incorporated, New York, New York 10036, United States
| | - Edward Harder
- Schrödinger Incorporated, New York, New York 10036, United States
| | - Eliud O Oloo
- Schrödinger Incorporated, Cambridge, Massachusetts 02142, United States
| |
Collapse
|
11
|
Hassan M, Malik A, Yaseen Z, Shahzadi S, Yasir M, Kloczkowski A. A Glimpse of Noncoding RNAs: Secondary Structure, Emerging Trends, and Potential Applications in Human Diseases. Methods Mol Biol 2025; 2867:331-344. [PMID: 39576590 DOI: 10.1007/978-1-0716-4196-5_19] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2024]
Abstract
An appealing strategy for the treatment of several diseases is the therapeutic targeting of noncoding RNAs (ncRNAs), such as microRNAs (miRNAs) and long noncoding RNAs (lncRNAs). Many antisense oligonucleotides and small interfering RNAs have been tested in clinical studies over the past 10 years, and several of these have received FDA approval. However, trial results have thus far been mixed, with some studies reporting strong effects and others showing low effectiveness or side effects, including toxicity. Clinical trials for alternative entities like antimiRNAs are underway, and interest in lncRNA-based therapies is constantly growing. From this perspective, we discuss the basic overview of ncRNAs, their significant role as therapeutic biomarkers against different diseases, and the role of secondary structure in noncoding RNAs.
Collapse
Affiliation(s)
- Mubashir Hassan
- The Steve and Cindy Rasmussen Institute for Genomic Medicine, Nationwide Children's Hospital, Columbus, OH, USA
| | - Amal Malik
- Institute of Molecular Biology and Biotechnology, The University of Lahore, Lahore, Pakistan
| | - Zainab Yaseen
- Faculty of Science and Technology, University of Central Punjab, Lahore, Pakistan
| | - Saba Shahzadi
- The Steve and Cindy Rasmussen Institute for Genomic Medicine, Nationwide Children's Hospital, Columbus, OH, USA
| | - Muhammad Yasir
- Department of Pharmacology, College of Medicine, Kangwon National University, Chuncheon, Republic of Korea
| | - Andrzej Kloczkowski
- The Steve and Cindy Rasmussen Institute for Genomic Medicine, Nationwide Children's Hospital, Columbus, OH, USA.
- Department of Pediatrics, The Ohio State University, Columbus, OH, USA.
- Department of Biomedical Informatics, The Ohio State University, Columbus, OH, USA.
| |
Collapse
|
12
|
Hou J, Guo P, Wang J, Han D, Tan W. Artificial dynamic structure ensemble-guided rational design of a universal RNA aptamer-based sensing tag. Proc Natl Acad Sci U S A 2024; 121:e2414793121. [PMID: 39705306 DOI: 10.1073/pnas.2414793121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/23/2024] [Accepted: 11/20/2024] [Indexed: 12/22/2024] Open
Abstract
Artificially functional RNAs, such as fluorogenic RNA aptamer (FRApt)-based biosensing tag, represent significant advancements in various biological applications but are limited by the lack of insight into dynamic structure ensembles and universal design concepts. Through the development of an artificial RNA structure ensemble, we rationally established an RNA reconstitution model, "SSPepper-Apt," to generate a universal fluorogenic RNA biosensing tag. By utilizing various target-recognizing RNA motifs, SSPepper-Apt enables the modular generation of sensing tags for low-background, highly selective imaging of metabolites, peptides, and proteins in living cells. Additionally, by employing single guide RNA (sgRNA) as the recognition RNA motif, SSPepper-Apt generates fluorescence in both CRISPR-mediated imaging and gene editing only when the Cas9-sgRNA complex is successfully assembled; therefore, it can be an effective sgRNA screening tool for gene editing. Our fluorogenic RNA-sensing tag provides a universal approach for constructing functional RNA systems, avoiding the laborious and time-consuming process of sequence combination, and expanding the application of synthetic biological tools.
Collapse
Affiliation(s)
- Jianing Hou
- Institute of Molecular Medicine, Renji Hospital, School of Medicine Shanghai Jiao Tong University, Shanghai 200127, China
- Hangzhou Institute of Medicine, Chinese Academy of Sciences, Hangzhou, Zhejiang 310022, China
| | - Pei Guo
- Hangzhou Institute of Medicine, Chinese Academy of Sciences, Hangzhou, Zhejiang 310022, China
| | - Junyan Wang
- Hangzhou Institute of Medicine, Chinese Academy of Sciences, Hangzhou, Zhejiang 310022, China
| | - Da Han
- Institute of Molecular Medicine, Renji Hospital, School of Medicine Shanghai Jiao Tong University, Shanghai 200127, China
- Hangzhou Institute of Medicine, Chinese Academy of Sciences, Hangzhou, Zhejiang 310022, China
| | - Weihong Tan
- Institute of Molecular Medicine, Renji Hospital, School of Medicine Shanghai Jiao Tong University, Shanghai 200127, China
- Hangzhou Institute of Medicine, Chinese Academy of Sciences, Hangzhou, Zhejiang 310022, China
| |
Collapse
|
13
|
Zhu Y, Chaubey B, Olsen GL, Varani G. Structure of Essential RNA Regulatory Elements in the West Nile Virus 3'-Terminal Stem Loop. J Mol Biol 2024; 436:168767. [PMID: 39214284 PMCID: PMC11563921 DOI: 10.1016/j.jmb.2024.168767] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2024] [Revised: 08/19/2024] [Accepted: 08/23/2024] [Indexed: 09/04/2024]
Abstract
Flaviviruses, such as West Nile and Dengue Virus, pose a significant and growing threat to global health. Central to the flavivirus life cycle are highly structured 5'- and 3'-untranslated regions (UTRs), which harbor conserved cis-acting RNA elements critical for viral replication and host adaptation. Despite their essential roles, detailed molecular insights into these RNA elements have been limited. By employing nuclear magnetic resonance (NMR) spectroscopy in conjunction with SAXS experiments, we determined the three-dimensional structure of the West Nile Virus (WNV) 3'-terminal stem-loop core, a highly conserved element critical for viral genome cyclization and replication. Single nucleotide mutations at several sites within this RNA abolish the ability of the virus to replicate. These critical sites are located within a short 18-nucleotide hairpin stem, a substructure notable for its conformational flexibility, while the adjoining main stem-loop adopts a well-defined extended helix interrupted by three non-Watson-Crick pairs. This study enhances our understanding of several metastable RNA structures that play key roles in regulating the flavivirus lifecycle, and thereby also opens up potential new avenues for the development of antivirals targeting these conserved RNA structures. In particular, the structure we observe suggests that the plastic junction between the small hairpin and the tail of the longer stem-loop could provide a binding pocket for small molecules, for example potentially stabilizing the RNA in a conformation which hinders the conformational rearrangements critical for viral replication.
Collapse
Affiliation(s)
- Ying Zhu
- Department of Chemistry, University of Washington, Seattle, WA 98195, USA
| | - Bhawna Chaubey
- Department of Chemistry, University of Washington, Seattle, WA 98195, USA
| | - Gregory L Olsen
- Department of Chemistry, University of Washington, Seattle, WA 98195, USA
| | - Gabriele Varani
- Department of Chemistry, University of Washington, Seattle, WA 98195, USA.
| |
Collapse
|
14
|
Mao FY, Tu MJ, Traber GM, Yu AM. Comparison of Three Computational Tools for the Prediction of RNA Tertiary Structures. Noncoding RNA 2024; 10:55. [PMID: 39585047 PMCID: PMC11587127 DOI: 10.3390/ncrna10060055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2024] [Revised: 10/27/2024] [Accepted: 11/05/2024] [Indexed: 11/26/2024] Open
Abstract
Understanding the structures of noncoding RNAs (ncRNAs) is important for the development of RNA-based therapeutics. There are inherent challenges in employing current experimental techniques to determine the tertiary (3D) structures of RNAs with high complexity and flexibility in folding, which makes computational methods indispensable. In this study, we compared the utilities of three advanced computational tools, namely RNAComposer, Rosetta FARFAR2, and the latest AlphaFold 3, to predict the 3D structures of various forms of RNAs, including the small interfering RNA drug, nedosiran, and the novel bioengineered RNA (BioRNA) molecule showing therapeutic potential. Our results showed that, while RNAComposer offered a malachite green aptamer 3D structure closer to its crystal structure, the performances of RNAComposer and Rosetta FARFAR2 largely depend upon the secondary structures inputted, and Rosetta FARFAR2 predictions might not even recapitulate the typical, inverted "L" shape tRNA 3D structure. Overall, AlphaFold 3, integrating molecular dynamics principles into its deep learning framework, directly predicted RNA 3D structures from RNA primary sequence inputs, even accepting several common post-transcriptional modifications, which closely aligned with the experimentally determined structures. However, there were significant discrepancies among three computational tools in predicting the distal loop of human pre-microRNA and larger BioRNA (tRNA fused pre-miRNA) molecules whose 3D structures have not been characterized experimentally. While computational predictions show considerable promise, their notable strengths and limitations emphasize the needs for experimental validation of predictions besides characterization of more RNA 3D structures.
Collapse
Affiliation(s)
| | | | | | - Ai-Ming Yu
- Department of Biochemistry and Molecular Medicine, School of Medicine, University of California Davis, 2700 Stockton Blvd, Sacramento, CA 95817, USA
| |
Collapse
|
15
|
Zhao Z, Yang Y, Iqbal A, Wu Q, Zhou L. Biological Insights and Recent Advances in Plant Long Non-Coding RNA. Int J Mol Sci 2024; 25:11964. [PMID: 39596034 PMCID: PMC11593582 DOI: 10.3390/ijms252211964] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2024] [Revised: 11/03/2024] [Accepted: 11/04/2024] [Indexed: 11/28/2024] Open
Abstract
Long non-coding RNA (lncRNA) refers to an RNA molecule longer than 200 nucleotides (nt) that plays a significant role in regulating essential molecular and biological processes. It is commonly found in animals, plants, and viruses, and is characterized by features such as epigenetic markers, developmental stage-specific expression, and tissue-specific expression. Research has shown that lncRNA participates in anatomical processes like plant progression, while also playing a crucial role in plant disease resistance and adaptation mechanisms. In this review, we provide a concise overview of the formation mechanism, structural characteristics, and databases related to lncRNA in recent years. We primarily discuss the biological roles of lncRNA in plant progression as well as its involvement in response to biotic and abiotic stresses. Additionally, we examine the current challenges associated with lncRNA and explore its potential application in crop production and breeding. Studying plant lncRNAs is highly significant for multiple reasons: It reveals the regulatory mechanisms of plant growth and development, promotes agricultural production and food security, and drives research in plant genomics and epigenetics. Additionally, it facilitates ecological protection and biodiversity conservation.
Collapse
Affiliation(s)
- Zhihao Zhao
- National Key Laboratory for Tropical Crop Breeding, Chinese Academy of Tropical Agricultural Sciences, Haikou 571101, China; (Z.Z.); (Y.Y.); (Q.W.)
- Hainan Key Laboratory of Tropical Oil Crops Biology/Coconut Research Institute, Chinese Academy of Tropical Agricultural Sciences, Wenchang 571339, China;
- Industrial Development Department, Chinese Academy of Tropical Agricultural Sciences, Haikou 571101, China
| | - Yaodong Yang
- National Key Laboratory for Tropical Crop Breeding, Chinese Academy of Tropical Agricultural Sciences, Haikou 571101, China; (Z.Z.); (Y.Y.); (Q.W.)
- Hainan Key Laboratory of Tropical Oil Crops Biology/Coconut Research Institute, Chinese Academy of Tropical Agricultural Sciences, Wenchang 571339, China;
| | - Amjad Iqbal
- Hainan Key Laboratory of Tropical Oil Crops Biology/Coconut Research Institute, Chinese Academy of Tropical Agricultural Sciences, Wenchang 571339, China;
- Department of Food Science & Technology, Abdul Wali Khan University Mardan, Khyber Pakhtunkhwa 23200, Pakistan
| | - Qiufei Wu
- National Key Laboratory for Tropical Crop Breeding, Chinese Academy of Tropical Agricultural Sciences, Haikou 571101, China; (Z.Z.); (Y.Y.); (Q.W.)
- Hainan Key Laboratory of Tropical Oil Crops Biology/Coconut Research Institute, Chinese Academy of Tropical Agricultural Sciences, Wenchang 571339, China;
| | - Lixia Zhou
- National Key Laboratory for Tropical Crop Breeding, Chinese Academy of Tropical Agricultural Sciences, Haikou 571101, China; (Z.Z.); (Y.Y.); (Q.W.)
- Hainan Key Laboratory of Tropical Oil Crops Biology/Coconut Research Institute, Chinese Academy of Tropical Agricultural Sciences, Wenchang 571339, China;
| |
Collapse
|
16
|
Dowerah D, V N Uppuladinne M, Paul S, Das D, Gour NK, Biswakarma N, Sarma PJ, Sonavane UB, Joshi RR, Ray SK, Deka RC. A Study Modeling Bridged Nucleic Acid-Based ASOs and Their Impact on the Structure and Stability of ASO/RNA Duplexes. LANGMUIR : THE ACS JOURNAL OF SURFACES AND COLLOIDS 2024; 40:21407-21426. [PMID: 39370641 DOI: 10.1021/acs.langmuir.4c02171] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/08/2024]
Abstract
Antisense medications treat diseases that cannot be treated using traditional pharmacological technologies. Nucleotide monomers of bare and phosphorothioate (PS)-modified LNA, N-MeO-amino-BNA, 2',4'-BNANC[NH], 2',4'-BNANC[NMe], and N-Me-aminooxy-BNA antisense modifications were considered for a detailed DFT-based quantum chemical study to estimate their molecular-level structural and electronic properties. Oligomer hybrid duplex stability is described by performing an elaborate MD simulation study by incorporating the PS-LNA and PS-BNA antisense modifications onto 14-mer ASO/RNA hybrid gapmer type duplexes targeting protein PTEN mRNA nucleic acid sequence (5'-CTTAGCACTGGCCT-3'/3'-GAAUCGUGACCGGA-5'). Replica sets of MD simulations were performed accounting to two data sets, each set simulated for 1 μs simulation time. Bulk properties of oligomers are regulated by the chemical properties of their monomers. As such, the primary goal of this work focused on establishing an organized connection between the monomeric BNA nucleotide's electronic effects observed in DFT studies and the macroscopic behavior of the BNA antisense oligomers, as observed in MD simulations. The results from this study predicted that spatial orientation of MO-isosurfaces of the BNA nucleotides are concentrated in the nucleobase region. These BNA nucleotides may become less accessible for various electronic interactions when coupled as ASOs forming duplexes with target RNAs and when the ASO/RNA duplexes further bind with the RNase H. Understanding such electronic interactions is crucial to design superior antisense modifications with specific electronic properties. Also, for the particular nucleic acid sequence solvation of the duplexes although were higher compared to the natural oligonucleotides, their binding energies being relatively lower may lead to decreased antisense activity compared to existing analogs such as the LNAs and MOEs. Fine tuning these BNAs to obtain superior binding affinity is thus a necessity.
Collapse
Affiliation(s)
- Dikshita Dowerah
- CMML-Catalysis and Molecular Modelling Lab, Department of Chemical Sciences, Tezpur University, Napaam, Sonitpur, Assam 784028, India
| | - Mallikarjunachari V N Uppuladinne
- HPC - Medical & Bioinformatics Applications Group, Centre for Development of Advanced Computing (C-DAC), Panchavati, Pashan, Pune 411008, India
| | - Subrata Paul
- CMML-Catalysis and Molecular Modelling Lab, Department of Chemical Sciences, Tezpur University, Napaam, Sonitpur, Assam 784028, India
- Department of Chemistry, Assam University, Silchar, Assam 788011, India
| | - Dharitri Das
- CMML-Catalysis and Molecular Modelling Lab, Department of Chemical Sciences, Tezpur University, Napaam, Sonitpur, Assam 784028, India
| | - Nand K Gour
- CMML-Catalysis and Molecular Modelling Lab, Department of Chemical Sciences, Tezpur University, Napaam, Sonitpur, Assam 784028, India
| | - Nishant Biswakarma
- CMML-Catalysis and Molecular Modelling Lab, Department of Chemical Sciences, Tezpur University, Napaam, Sonitpur, Assam 784028, India
| | - Plaban J Sarma
- CMML-Catalysis and Molecular Modelling Lab, Department of Chemical Sciences, Tezpur University, Napaam, Sonitpur, Assam 784028, India
- Department of Chemistry, Gargaon College, Simaluguri, Sivasagar, Assam 785686, India
| | - Uddhavesh B Sonavane
- HPC - Medical & Bioinformatics Applications Group, Centre for Development of Advanced Computing (C-DAC), Panchavati, Pashan, Pune 411008, India
| | - Rajendra R Joshi
- HPC - Medical & Bioinformatics Applications Group, Centre for Development of Advanced Computing (C-DAC), Panchavati, Pashan, Pune 411008, India
| | - Suvendra K Ray
- Department of Molecular Biology and Biotechnology, Tezpur University, Napaam, Sonitpur, Assam 784028, India
- Center for Multidisciplinary Research, Tezpur University, Napaam, Sonitpur, Assam 784028, India
| | - Ramesh Ch Deka
- CMML-Catalysis and Molecular Modelling Lab, Department of Chemical Sciences, Tezpur University, Napaam, Sonitpur, Assam 784028, India
- Center for Multidisciplinary Research, Tezpur University, Napaam, Sonitpur, Assam 784028, India
| |
Collapse
|
17
|
Mainan A, Kundu R, Singh RK, Roy S. Magnesium Regulates RNA Ring Dynamics and Folding in Subgenomic Flaviviral RNA. J Phys Chem B 2024; 128:9680-9691. [PMID: 39344128 DOI: 10.1021/acs.jpcb.4c03981] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/01/2024]
Abstract
Mosquito-borne flaviviruses including dengue, Zika, yellow fever, and regional encephalitis produce a large amount of short subgenomic flaviviral RNAs during infection. A segment of these RNAs named as xrRNA1 features a multi-pseudoknot (PK)-associated structure, which resists the host cell enzyme (XRN1) from degrading the viral RNA. We investigate how this long-range RNA PK folds in the presence of counterions, specifically in a mix of monovalent (K+) and divalent (Mg2+) salts at physiological concentrations. In this study, we use extensive explicit solvent molecular dynamics (MD) simulations to characterize the RNA ion environment of the folded RNA conformation, as determined by the crystal structure. This allowed us to identify the precise locations of various coordinated RNA-Mg2+ interactions, including inner-sphere/chelated and outer-sphere coordinated Mg2+. Given that RNA folding involves large-scale conformational changes, making it challenging to explore through classical MD simulations, we investigate the folding mechanism of xrRNA1 using an all-atom structure-based RNA model with a hybrid implicit-explicit treatment of the ion environment via the dynamic counterion condensation model, both with and without physiological Mg2+ concentration. The study reveals potential folding pathways for this xrRNA1, which is consistent with the results obtained from optical tweezer experiments. The equilibrium and free energy simulations both capture a dynamic equilibrium between the ring-open and ring-close states of the RNA, driven by a long-range PK interaction. Free energy calculations reveal that with the addition of Mg2+ ions, the equilibrium shifts more toward the ring-close state. A detailed analysis of the free energy pathways and ion-mediated contact probability map highlights the critical role of Mg2+ in bridging G50 and A33. This Mg2+-mediated connection helps form the long-range PK which in turn controls the transition between the ring-open and ring-close states. The study underscores the critical role of Mg2+ in the RNA folding transition, highlighting specific locations of Mg2+ contributing to the stabilization of long-range PK connections likely to enhance the robustness of Xrn1 resistance of flaviviral xrRNAs.
Collapse
Affiliation(s)
- Avijit Mainan
- Department of Chemical Sciences, Indian Institute of Science Education and Research Kolkata, Mohanpur, West Bengal 741246, India
| | - Rimi Kundu
- Department of Chemical Sciences, Indian Institute of Science Education and Research Kolkata, Mohanpur, West Bengal 741246, India
| | - Rishabh K Singh
- Department of Chemical Sciences, Indian Institute of Science Education and Research Kolkata, Mohanpur, West Bengal 741246, India
| | - Susmita Roy
- Department of Chemical Sciences, Indian Institute of Science Education and Research Kolkata, Mohanpur, West Bengal 741246, India
| |
Collapse
|
18
|
Ye R, Zhao H, Wang X, Xue Y. Technological advancements in deciphering RNA-RNA interactions. Mol Cell 2024; 84:3722-3736. [PMID: 39047724 DOI: 10.1016/j.molcel.2024.06.036] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2024] [Revised: 06/11/2024] [Accepted: 06/28/2024] [Indexed: 07/27/2024]
Abstract
RNA-RNA interactions (RRIs) can dictate RNA molecules to form intricate higher-order structures and bind their RNA substrates in diverse biological processes. To elucidate the function, binding specificity, and regulatory mechanisms of various RNA molecules, especially the vast repertoire of non-coding RNAs, advanced technologies and methods that globally map RRIs are extremely valuable. In the past decades, many state-of-the-art technologies have been developed for this purpose. This review focuses on those high-throughput technologies for the global mapping of RRIs. We summarize the key concepts and the pros and cons of different technologies. In addition, we highlight the novel biological insights uncovered by these RRI mapping methods and discuss the future challenges for appreciating the crucial roles of RRIs in gene regulation across bacteria, viruses, archaea, and mammals.
Collapse
Affiliation(s)
- Rong Ye
- Key Laboratory of Epigenetic Regulation and Intervention, Institute of Biophysics, Chinese Academy of Sciences, Beijing 100101, China
| | - Hailian Zhao
- Key Laboratory of Epigenetic Regulation and Intervention, Institute of Biophysics, Chinese Academy of Sciences, Beijing 100101, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Xi Wang
- State Key Laboratory of Female Fertility Promotion, Clinical Stem Cell Research Center, Peking University Third Hospital, Beijing 100191, China
| | - Yuanchao Xue
- Key Laboratory of Epigenetic Regulation and Intervention, Institute of Biophysics, Chinese Academy of Sciences, Beijing 100101, China; University of Chinese Academy of Sciences, Beijing 100049, China.
| |
Collapse
|
19
|
Lange B, Gil RG, Anderson GS, Yesselman JD. High-throughput determination of RNA tertiary contact thermodynamics by quantitative DMS chemical mapping. Nucleic Acids Res 2024; 52:9953-9965. [PMID: 39082277 PMCID: PMC11381326 DOI: 10.1093/nar/gkae633] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2024] [Revised: 06/25/2024] [Accepted: 07/05/2024] [Indexed: 09/10/2024] Open
Abstract
Structured RNAs often contain long-range tertiary contacts that are critical to their function. Despite the importance of tertiary contacts, methods to measure their thermodynamics are low throughput or require specialized instruments. Here, we introduce a new quantitative chemical mapping method (qMaPseq) to measure Mg2+-induced formation of tertiary contact thermodynamics in a high-throughput manner using standard biochemistry equipment. With qMaPseq, we measured the ΔG of 98 unique tetraloop/tetraloop receptor (TL/TLR) variants in a one-pot reaction. These results agree well with measurements from specialized instruments (R2= 0.64). Furthermore, the DMS reactivity of the TL directly correlates to the stability of the contact (R2= 0.68), the first direct evidence that a single DMS reactivity measurement reports on thermodynamics. Combined with structure prediction, DMS reactivity allowed the development of experimentally accurate 3D models of TLR mutants. These results demonstrate that qMaPseq is broadly accessible, high-throughput and directly links DMS reactivity to thermodynamics.
Collapse
Affiliation(s)
- Bret Lange
- Department of Chemistry, University of Nebraska, 639 North 12th St, Lincoln, NE 68588, USA
| | - Ricardo G Gil
- Department of Chemistry, University of Nebraska, 639 North 12th St, Lincoln, NE 68588, USA
| | - Gavin S Anderson
- Department of Chemistry, University of Nebraska, 639 North 12th St, Lincoln, NE 68588, USA
| | - Joseph D Yesselman
- Department of Chemistry, University of Nebraska, 639 North 12th St, Lincoln, NE 68588, USA
| |
Collapse
|
20
|
Muñoz-Velasco I, Cruz-González A, Hernández-Morales R, Campillo-Balderas JA, Cottom-Salas W, Jácome R, Vázquez-Salazar A. Pioneering role of RNA in the early evolution of life. Genet Mol Biol 2024; 47Suppl 1:e20240028. [PMID: 39437147 PMCID: PMC11445735 DOI: 10.1590/1678-4685-gmb-2024-0028] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2024] [Accepted: 06/26/2024] [Indexed: 10/25/2024] Open
Abstract
The catalytic, regulatory and structural properties of RNA, combined with their extraordinary ubiquity in cellular processes, are consistent with the proposal that this molecule played a much more conspicuous role in heredity and metabolism during the early stages of biological evolution. This review explores the pivotal role of RNA in the earliest life forms and its relevance in modern biological systems. It examines current models that study the early evolution of life, providing insights into the primordial RNA world and its legacy in contemporary biology.
Collapse
Affiliation(s)
- Israel Muñoz-Velasco
- Universidad Nacional Autónoma de México, Facultad de Ciencias, Departamento de Biología Celular, Mexico City, Mexico
| | - Adrián Cruz-González
- Universidad Nacional Autónoma de México, Facultad de Ciencias, Departamento de Biología Evolutiva, Mexico City, Mexico
| | - Ricardo Hernández-Morales
- Universidad Nacional Autónoma de México, Facultad de Ciencias, Departamento de Biología Evolutiva, Mexico City, Mexico
| | | | - Wolfgang Cottom-Salas
- Universidad Nacional Autónoma de México, Facultad de Ciencias, Departamento de Biología Evolutiva, Mexico City, Mexico
| | - Rodrigo Jácome
- Universidad Nacional Autónoma de México, Facultad de Ciencias, Departamento de Biología Evolutiva, Mexico City, Mexico
| | - Alberto Vázquez-Salazar
- University of California Los Angeles, Department of Chemical and Biomolecular Engineering, California, USA
| |
Collapse
|
21
|
Devi C, Ranjan P, Raj S, Das P. Computational exploration of protein structure dynamics and RNA structural consequences of PKD1 missense variants: implications in ADPKD pathogenesis. 3 Biotech 2024; 14:211. [PMID: 39188533 PMCID: PMC11344749 DOI: 10.1007/s13205-024-04057-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2024] [Accepted: 08/14/2024] [Indexed: 08/28/2024] Open
Abstract
We analyzed the impact of nine previously identified missense PKD1 variants from our studies, including c.6928G > A p.G2310R, c.8809G > A p.E2937K, c.2899 T > C p.W967R, c.6284A > G p.D2095G, c.6644G > A p.R2215Q, c.7810G > A p.D2604N, c.11249G > C p.R3750P, c.1001C > T p.T334M, and c.3101A > G p.N1034S on RNA structures and PC1 protein structure dynamics utilizing computational tools. RNA structure analysis was done using short RNA snippets of 41 nucleotides with the variant position at the 21st nucleotide, ensuring 20 bases on both sides. The secondary structures of these RNA snippets were predicted using RNAstructure. Structural changes of the mutants compared to the wild type were analyzed using the MutaRNA webserver. Molecular dynamics (MD) simulation of PC1 wild-type and mutant protein regions were performed using GROMACS 2018 (GROMOS96 54a7 force field). Findings revealed that five variants including c.8809G > A (p.E2937K), c.11249G > C (p.R3750P), c.3101A > G (p.N1034S), c.6928G > A (p.G2310R), c.6644G > A (p.R2215Q) exhibited major alterations in RNA structures and thereby their interactions with other proteins or RNAs affecting protein structure dynamics. While certain variants have minimal impact on RNA conformations, their observed alterations in MD simulations indicate impact on protein structure dynamics highlighting the importance of evaluating the functional consequences of genetic variants by considering both RNA and protein levels. The study also emphasizes that each missense variant exerts a unique impact on RNA stability, and protein structure dynamics, potentially contributing to the heterogeneous clinical manifestations and progression observed in Autosomal Dominant Polycystic Kidney Disease (ADPKD) patients offering a novel perspective in this direction. Thus, the utility of studying the structure dynamics through computational tools can help in prioritizing the variants for their functional implications, understanding the molecular mechanisms underlying variability in ADPKD presentation and developing targeted therapeutic interventions. Supplementary Information The online version contains supplementary material available at 10.1007/s13205-024-04057-9.
Collapse
Affiliation(s)
- Chandra Devi
- Centre for Genetic Disorders, Institute of Science, Banaras Hindu University, Varanasi, Uttar Pradesh 221005 India
| | - Prashant Ranjan
- Centre for Genetic Disorders, Institute of Science, Banaras Hindu University, Varanasi, Uttar Pradesh 221005 India
| | - Sonam Raj
- National Cancer Institute, National Institutes of Health, Bethesda, MD 20892 USA
| | - Parimal Das
- Centre for Genetic Disorders, Institute of Science, Banaras Hindu University, Varanasi, Uttar Pradesh 221005 India
| |
Collapse
|
22
|
Raguette LE, Gunasekera SS, Diaz Ventura RI, Aminov E, Linzer JT, Parwana D, Wu Q, Simmerling C, Nagan MC. Adjusting the Energy Profile for CH-O Interactions Leads to Improved Stability of RNA Stem-Loop Structures in MD Simulations. J Phys Chem B 2024; 128:7921-7933. [PMID: 39110091 DOI: 10.1021/acs.jpcb.4c01910] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/23/2024]
Abstract
The role of ribonucleic acid (RNA) in biology continues to grow, but insight into important aspects of RNA behavior is lacking, such as dynamic structural ensembles in different environments, how flexibility is coupled to function, and how function might be modulated by small molecule binding. In the case of proteins, much progress in these areas has been made by complementing experiments with atomistic simulations, but RNA simulation methods and force fields are less mature. It remains challenging to generate stable RNA simulations, even for small systems where well-defined, thermostable structures have been established by experiments. Many different aspects of RNA energetics have been adjusted in force fields, seeking improvements that are transferable across a variety of RNA structural motifs. In this work, the role of weak CH···O interactions is explored, which are ubiquitous in RNA structure but have received less attention in RNA force field development. By comparing data extracted from high-resolution RNA crystal structures to energy profiles from quantum mechanics and force field calculations, it is shown that CH···O interactions are overly repulsive in the widely used Amber RNA force fields. A simple, targeted adjustment of CH···O repulsion that leaves the remainder of the force field unchanged was developed. Then, the standard and modified force fields were tested using molecular dynamics (MD) simulations with explicit water and salt, amassing over 300 μs of data for multiple RNA systems containing important features such as the presence of loops, base stacking interactions as well as canonical and noncanonical base pairing. In this work and others, standard force fields lead to reproducible unfolding of the NMR-based structures. Including a targeted CH···O adjustment in an otherwise identical protocol dramatically improves the outcome, leading to stable simulations for all RNA systems tested.
Collapse
Affiliation(s)
- Lauren E Raguette
- Laufer Center for Physical and Quantitative Biology, Stony Brook University, Stony Brook, New York 11794, United States
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| | - Sarah S Gunasekera
- Department of Applied Mathematics and Statistics, Stony Brook University, Stony Brook, New York 11794, United States
| | - Rebeca I Diaz Ventura
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| | - Ethan Aminov
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| | - Jason T Linzer
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| | - Diksha Parwana
- Biochemistry & Structural Biology Program, Stony Brook University, Stony Brook, New York 11794, United States
| | - Qin Wu
- Center for Functional Nanomaterials, Brookhaven National Laboratory, Upton, New York 11973, United States
| | - Carlos Simmerling
- Laufer Center for Physical and Quantitative Biology, Stony Brook University, Stony Brook, New York 11794, United States
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
- Department of Applied Mathematics and Statistics, Stony Brook University, Stony Brook, New York 11794, United States
| | - Maria C Nagan
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| |
Collapse
|
23
|
Abstract
How did specific useful protein sequences arise from simpler molecules at the origin of life? This seemingly needle-in-a-haystack problem has remarkably close resemblance to the old Protein Folding Problem, for which the solution is now known from statistical physics. Based on the logic that Origins must have come only after there was an operative evolution mechanism-which selects on phenotype, not genotype-we give a perspective that proteins and their folding processes are likely to have been the primary driver of the early stages of the origin of life.
Collapse
Affiliation(s)
- Charles D. Kocher
- Laufer Center for Physical and Quantitative Biology, Stony Brook University, Stony Brook, NY11794
- Department of Physics and Astronomy, Stony Brook University, Stony Brook, NY11794
| | - Ken A. Dill
- Laufer Center for Physical and Quantitative Biology, Stony Brook University, Stony Brook, NY11794
- Department of Physics and Astronomy, Stony Brook University, Stony Brook, NY11794
- Department of Chemistry, Stony Brook University, Stony Brook, NY11794
| |
Collapse
|
24
|
Linzer JT, Aminov E, Abdullah AS, Kirkup CE, Diaz Ventura RI, Bijoor VR, Jung J, Huang S, Tse CG, Álvarez Toucet E, Onghai HP, Ghosh AP, Grodzki AC, Haines ER, Iyer AS, Khalil MK, Leong AP, Neuhaus MA, Park J, Shahid A, Xie M, Ziembicki JM, Simmerling C, Nagan MC. Accurately Modeling RNA Stem-Loops in an Implicit Solvent Environment. J Chem Inf Model 2024; 64:6092-6104. [PMID: 39002142 PMCID: PMC11584990 DOI: 10.1021/acs.jcim.4c00756] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/15/2024]
Abstract
Ribonucleic acid (RNA) molecules can adopt a variety of secondary and tertiary structures in solution, with stem-loops being one of the more common motifs. Here, we present a systematic analysis of 15 RNA stem-loop sequences simulated with molecular dynamics simulations in an implicit solvent environment. Analysis of RNA cluster ensembles showed that the stem-loop structures can generally adopt the A-form RNA in the stem region. Loop structures are more sensitive, and experimental structures could only be reproduced with modification of CH···O interactions in the force field, combined with an implicit solvent nonpolar correction to better model base stacking interactions. Accurately modeling RNA with current atomistic physics-based models remains challenging, but the RNA systems studied herein may provide a useful benchmark set for testing other RNA modeling methods in the future.
Collapse
Affiliation(s)
- Jason T Linzer
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| | - Ethan Aminov
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| | - Aalim S Abdullah
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| | - Colleen E Kirkup
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| | - Rebeca I Diaz Ventura
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| | - Vinay R Bijoor
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| | - Jiyun Jung
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| | - Sophie Huang
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| | - Chi Gee Tse
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| | - Emily Álvarez Toucet
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| | - Hugo P Onghai
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| | - Arghya P Ghosh
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| | - Alex C Grodzki
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| | - Emilee R Haines
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| | - Aditya S Iyer
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| | - Mark K Khalil
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| | - Alexander P Leong
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| | - Michael A Neuhaus
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| | - Joseph Park
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| | - Asir Shahid
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| | - Matthew Xie
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| | - Jan M Ziembicki
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| | - Carlos Simmerling
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
- Laufer Center for Physical and Quantitative Biology, Stony Brook University, Stony Brook, New York 11794, United States
| | - Maria C Nagan
- Department of Chemistry, Stony Brook University, Stony Brook, New York 11794, United States
| |
Collapse
|
25
|
Ellenbroek BD, Kahler JP, Evers SR, Pomplun SJ. Synthetic Peptides: Promising Modalities for the Targeting of Disease-Related Nucleic Acids. Angew Chem Int Ed Engl 2024; 63:e202401704. [PMID: 38456368 DOI: 10.1002/anie.202401704] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/24/2024] [Revised: 03/06/2024] [Accepted: 03/08/2024] [Indexed: 03/09/2024]
Abstract
DNA and RNA play pivotal roles in life processes by storing and transferring genetic information, modulating gene expression, and contributing to essential cellular machinery such as ribosomes. Dysregulation and mutations in nucleic acid-related processes are implicated in numerous diseases. Despite the critical impact on health of nucleic acid mutations or dysregulation, therapeutic compounds addressing these biomolecules remain limited. Peptides have emerged as a promising class of molecules for biomedical research, offering potential solutions for challenging drug targets. This review focuses on the use of synthetic peptides to target disease-related nucleic acids. We discuss examples of peptides targeting double-stranded DNA, including the clinical candidate Omomyc, and compounds designed for regulatory G-quadruplexes. Further, we provide insights into both library-based screenings and the rational design of peptides to target regulatory human RNA scaffolds and viral RNAs, emphasizing the potential of peptides in addressing nucleic acid-related diseases.
Collapse
Affiliation(s)
| | | | - Sophie R Evers
- Leiden University, 2333 CC, Leiden, The Netherlands
- Present address, Department of Chemistry, University of Zurich, Wintherthurerstrasse 190, 8057, Zurich, Switzerland
| | | |
Collapse
|
26
|
De Vos J, Morreel K, Alvarez P, Vanluchene H, Vankeirsbilck R, Sandra P, Sandra K. Evaluation of size-exclusion chromatography, multi-angle light scattering detection and mass photometry for the characterization of mRNA. J Chromatogr A 2024; 1719:464756. [PMID: 38402695 DOI: 10.1016/j.chroma.2024.464756] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2024] [Revised: 02/16/2024] [Accepted: 02/19/2024] [Indexed: 02/27/2024]
Abstract
The recent approval of messenger ribonucleic acid (mRNA) as vaccine to combat the COVID-19 pandemic has been a scientific turning point. Today, the applicability of mRNA is being demonstrated beyond infectious diseases, for example in cancer immunotherapy, protein replacement therapy and gene editing. mRNA is produced by in vitro transcription (IVT) from a linear DNA template and modified at the 3' and 5' ends to improve translational efficiency and stability. Co-existing impurities such as RNA fragments and double-stranded RNA (dsRNA), amongst others, can drastically impact mRNA quality and efficacy. In this study, size-exclusion chromatography (SEC) is evaluated for the characterization of IVT-mRNA. The effect of mobile phase composition (ionic strength and organic modifier), pH, column temperature and pore size (300 Å, 1000 Å, and 2000 Å) on the separation performance and structural integrity of IVT-mRNA varying in size is described. Non-replicating, self-amplifying (saRNA), temperature degraded, and ribonuclease (RNase) digested mRNA, the latter to characterize the 3' poly(A) tail, were included in the study. Beyond ultraviolet (UV) detection, refractive index (RI) and multi-angle light scattering (MALS) detection were implemented to accurately determine molecular weight (MW) of mRNA. Finally, mass photometry is introduced as a complementary methodology to study mRNA under native conditions.
Collapse
Affiliation(s)
- Jelle De Vos
- RIC group, President Kennedypark 6, 8500 Kortrijk, Belgium
| | - Kris Morreel
- RIC group, President Kennedypark 6, 8500 Kortrijk, Belgium
| | - Piotr Alvarez
- RIC group, President Kennedypark 6, 8500 Kortrijk, Belgium
| | | | | | - Pat Sandra
- RIC group, President Kennedypark 6, 8500 Kortrijk, Belgium
| | - Koen Sandra
- RIC group, President Kennedypark 6, 8500 Kortrijk, Belgium.
| |
Collapse
|
27
|
Nowzari ZR, D'Esposito RJ, Vangaveti S, Chen AA. Elucidating the influence of RNA modifications and Magnesium ions on tRNA Phe conformational dynamics in S. cerevisiae : Insights from Replica Exchange Molecular Dynamics simulations. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.03.11.584441. [PMID: 38559076 PMCID: PMC10979867 DOI: 10.1101/2024.03.11.584441] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/04/2024]
Abstract
Post-transcriptional modifications in RNA can significantly impact their structure and function. In particular, transfer RNAs (tRNAs) are heavily modified, with around 100 different naturally occurring nucleotide modifications contributing to codon bias and decoding efficiency. Here, we describe our efforts to investigate the impact of RNA modifications on the structure and stability of tRNA Phenylalanine (tRNA Phe ) from S. cerevisiae using molecular dynamics (MD) simulations. Through temperature replica exchange MD (T-REMD) studies, we explored the unfolding pathway to understand how RNA modifications influence the conformational dynamics of tRNA Phe , both in the presence and absence of magnesium ions (Mg 2+ ). We observe that modified nucleotides in key regions of the tRNA establish a complex network of hydrogen bonds and stacking interactions which is essential for tertiary structure stability of the tRNA. Furthermore, our simulations show that modifications facilitate the formation of ion binding sites on the tRNA. However, high concentrations of Mg 2+ ions can stabilize the tRNA tertiary structure in the absence of modifications. Our findings illuminate the intricate interactions between modifications, magnesium ions, and RNA structural stability.
Collapse
|
28
|
Hoeher JE, Sande NE, Widom JR. Probing and perturbing riboswitch folding using a fluorescent base analogue. Photochem Photobiol 2024; 100:419-433. [PMID: 38098287 PMCID: PMC10950518 DOI: 10.1111/php.13896] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2023] [Revised: 11/28/2023] [Accepted: 11/29/2023] [Indexed: 03/20/2024]
Abstract
Riboswitches are mRNA segments that regulate gene expression in response to ligand binding. The Class I preQ1 riboswitch consists of a stem-loop and an adenine-rich single-stranded tail ("L3"), which adopt a pseudoknot structure upon binding of the ligand preQ1 . We inserted 2-aminopurine (2-AP), a fluorescent analogue of adenine (A), into the riboswitch at six different positions within L3. Here, 2-AP functions both as a spectroscopic probe and as a "mutation" that reveals how alteration of specific A residues impacts the riboswitch. Using fluorescence and circular dichroism spectroscopy, we found that 2-AP decreases the affinity of the riboswitch for preQ1 at all labeling positions tested, although modified and unmodified variants undergo the same global conformational changes at sufficiently high preQ1 concentration. 2-AP substitution is most detrimental to ligand binding at sites proximal to the ligand-binding pocket, while distal labeling sites exhibit the largest impacts on the stability of the L3 domain in the absence of ligand. Insertion of multiple 2-AP residues does not induce significant additional disruptions. Our results show that interactions involving the A residues in L3 play a critical role in ligand recognition by the preQ1 riboswitch and that 2-AP substitution exerts complex and varied impacts on this riboswitch.
Collapse
Affiliation(s)
- Janson E. Hoeher
- Department of Chemistry and Biochemistry, University of Oregon, Eugene, OR
| | - Natalie E. Sande
- Department of Chemistry and Biochemistry, University of Oregon, Eugene, OR
| | - Julia R. Widom
- Department of Chemistry and Biochemistry, University of Oregon, Eugene, OR
| |
Collapse
|
29
|
Kovachka S, Panosetti M, Grimaldi B, Azoulay S, Di Giorgio A, Duca M. Small molecule approaches to targeting RNA. Nat Rev Chem 2024; 8:120-135. [PMID: 38278932 DOI: 10.1038/s41570-023-00569-9] [Citation(s) in RCA: 28] [Impact Index Per Article: 28.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 12/04/2023] [Indexed: 01/28/2024]
Abstract
The development of innovative methodologies to identify RNA binders has attracted enormous attention in chemical biology and drug discovery. Although antibiotics targeting bacterial ribosomal RNA have been on the market for decades, the renewed interest in RNA targeting reflects the need to better understand complex intracellular processes involving RNA. In this context, small molecules are privileged tools used to explore the biological functions of RNA and to validate RNAs as therapeutic targets, and they eventually are to become new drugs. Despite recent progress, the rational design of specific RNA binders requires a better understanding of the interactions which occur with the RNA target to reach the desired biological response. In this Review, we discuss the challenges to approaching this underexplored chemical space, together with recent strategies to bind, interact and affect biologically relevant RNAs.
Collapse
Affiliation(s)
- Sandra Kovachka
- Université Côte d'Azur, CNRS, Institute of Chemistry of Nice, Nice, France
| | - Marc Panosetti
- Université Côte d'Azur, CNRS, Institute of Chemistry of Nice, Nice, France
- Molecular Medicine Research Line, Istituto Italiano di Tecnologia (IIT), Genoa, Italy
| | - Benedetto Grimaldi
- Molecular Medicine Research Line, Istituto Italiano di Tecnologia (IIT), Genoa, Italy
| | - Stéphane Azoulay
- Université Côte d'Azur, CNRS, Institute of Chemistry of Nice, Nice, France
| | - Audrey Di Giorgio
- Université Côte d'Azur, CNRS, Institute of Chemistry of Nice, Nice, France
| | - Maria Duca
- Université Côte d'Azur, CNRS, Institute of Chemistry of Nice, Nice, France.
| |
Collapse
|
30
|
Quraishi S, Saha D, Kumari K, Jha AN, Roy AS. Non-covalent binding interaction of bioactive coumarin esculetin with calf thymus DNA and yeast transfer RNA: A detailed investigation to decipher the binding affinities, binding location, interacting forces and structural alterations at a molecular level. Int J Biol Macromol 2024; 257:128568. [PMID: 38061533 DOI: 10.1016/j.ijbiomac.2023.128568] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Revised: 11/28/2023] [Accepted: 11/30/2023] [Indexed: 01/26/2024]
Abstract
Esculetin is a well-known coumarin derivative found abundantly in nature possessing an extensive array of pharmacological and therapeutic properties. Consequently, to comprehend its molecular recognition mechanism, our objective is to conduct a complete investigation of its interactions with the nucleic acid, specifically ct-DNA, and t-RNA, using spectroscopic and computational techniques. The intrinsic fluorescence of esculetin is quenched when it interacts with ct-DNA and t-RNA, and this occurs through a static quenching mechanism. The thermodynamic parameters demonstrated that the interaction is influenced by hydrogen bonding and weak van der Waals forces. CD and FT-IR results revealed no conformational changes in ct-DNA and t-RNA structure on binding with esculetin. Furthermore, competitive displacement assay with ethidium bromide, melting temperature, viscosity measurement, and potassium iodide quenching experiments, reflected that esculetin probably binds to the minor groove of ct-DNA. The molecular docking results provided further confirmation for the spectroscopic findings, including the binding location of esculetin and binding energies of esculetin complexes with ct-DNA and t-RNA. Molecular dynamics simulation studies demonstrated the conformational stability and flexibility of nucleic acids.
Collapse
Affiliation(s)
- Sana Quraishi
- Department of Chemistry, National Institute of Technology Meghalaya, Shillong 793003, India
| | - Debanjan Saha
- Department of Molecular Biology and Biotechnology, Tezpur University, Tezpur 784028, India
| | - Kalpana Kumari
- Department of Biosciences and Bioengineering, Indian Institute of Technology Guwahati, Guwahati 781039, India
| | - Anupam Nath Jha
- Department of Molecular Biology and Biotechnology, Tezpur University, Tezpur 784028, India.
| | - Atanu Singha Roy
- Department of Chemistry, National Institute of Technology Meghalaya, Shillong 793003, India.
| |
Collapse
|
31
|
Bose R, Saleem I, Mustoe AM. Causes, functions, and therapeutic possibilities of RNA secondary structure ensembles and alternative states. Cell Chem Biol 2024; 31:17-35. [PMID: 38199037 PMCID: PMC10842484 DOI: 10.1016/j.chembiol.2023.12.010] [Citation(s) in RCA: 13] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2023] [Revised: 11/21/2023] [Accepted: 12/12/2023] [Indexed: 01/12/2024]
Abstract
RNA secondary structure plays essential roles in encoding RNA regulatory fate and function. Most RNAs populate ensembles of alternatively paired states and are continually unfolded and refolded by cellular processes. Measuring these structural ensembles and their contributions to cellular function has traditionally posed major challenges, but new methods and conceptual frameworks are beginning to fill this void. In this review, we provide a mechanism- and function-centric compendium of the roles of RNA secondary structural ensembles and minority states in regulating the RNA life cycle, from transcription to degradation. We further explore how dysregulation of RNA structural ensembles contributes to human disease and discuss the potential of drugging alternative RNA states to therapeutically modulate RNA activity. The emerging paradigm of RNA structural ensembles as central to RNA function provides a foundation for a deeper understanding of RNA biology and new therapeutic possibilities.
Collapse
Affiliation(s)
- Ritwika Bose
- Therapeutic Innovation Center (THINC), Department of Biochemistry and Molecular Pharmacology, Baylor College of Medicine, Houston, TX, USA
| | - Irfana Saleem
- Therapeutic Innovation Center (THINC), Department of Biochemistry and Molecular Pharmacology, Baylor College of Medicine, Houston, TX, USA
| | - Anthony M Mustoe
- Therapeutic Innovation Center (THINC), Department of Biochemistry and Molecular Pharmacology, Baylor College of Medicine, Houston, TX, USA; Department of Molecular and Human Genetics, Baylor College of Medicine, Houston, TX, USA.
| |
Collapse
|
32
|
Ormazábal A, Palma J, Pierdominici-Sottile G. Dynamics and Function of sRNA/mRNAs Under the Scrutiny of Computational Simulation Methods. Methods Mol Biol 2024; 2741:207-238. [PMID: 38217656 DOI: 10.1007/978-1-0716-3565-0_12] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2024]
Abstract
Molecular dynamics simulations have proved extremely useful in investigating the functioning of proteins with atomic-scale resolution. Many applications to the study of RNA also exist, and their number increases by the day. However, implementing MD simulations for RNA molecules in solution faces challenges that the MD practitioner must be aware of for the appropriate use of this tool. In this chapter, we present the fundamentals of MD simulations, in general, and the peculiarities of RNA simulations, in particular. We discuss the strengths and limitations of the technique and provide examples of its application to elucidate small RNA's performance.
Collapse
Affiliation(s)
- Agustín Ormazábal
- Departmento de Ciencia y Tecnología, Universidad Nacional de Quilmes, Bernal, Buenos Aires, Argentina
- Consejo Nacional de Investigaciones Científicas y Técnicas, CONICET, Godoy Cruz, CABA, Argentina
| | - Juliana Palma
- Departmento de Ciencia y Tecnología, Universidad Nacional de Quilmes, Bernal, Buenos Aires, Argentina
- Consejo Nacional de Investigaciones Científicas y Técnicas, CONICET, Godoy Cruz, CABA, Argentina
| | - Gustavo Pierdominici-Sottile
- Departmento de Ciencia y Tecnología, Universidad Nacional de Quilmes, Bernal, Buenos Aires, Argentina.
- Consejo Nacional de Investigaciones Científicas y Técnicas, CONICET, Godoy Cruz, CABA, Argentina.
| |
Collapse
|
33
|
Li B, Liu S, Zheng W, Liu A, Yu P, Wu D, Zhou J, Zhang P, Liu C, Lin Q, Ye J, He S, Huang Q, Zhou H, Chen J, Qu L, Yang J. RIP-PEN-seq identifies a class of kink-turn RNAs as splicing regulators. Nat Biotechnol 2024; 42:119-131. [PMID: 37037902 DOI: 10.1038/s41587-023-01749-0] [Citation(s) in RCA: 8] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/02/2022] [Accepted: 03/13/2023] [Indexed: 04/12/2023]
Abstract
A kink-turn (K-turn) is a three-dimensional RNA structure that exists in all three primary phylogenetic domains. In this study, we developed the RIP-PEN-seq method to identify the full-length sequences of RNAs bound by the K-turn binding protein 15.5K and discovered a previously uncharacterized class of RNAs with backward K-turn motifs (bktRNAs) in humans and mice. All bktRNAs share two consensus sequence motifs at their fixed terminal position and have complex folding properties, expression and evolution patterns. We found that a highly conserved bktRNA1 guides the methyltransferase fibrillarin to install RNA methylation of U12 small nuclear RNA in humans. Depletion of bktRNA1 causes global splicing dysregulation of U12-type introns by impairing the recruitment of ZCRB1 to the minor spliceosome. Most bktRNAs regulate the splicing of local introns by interacting with the 15.5K protein. Taken together, our findings characterize a class of small RNAs and uncover another layer of gene expression regulation that involves crosstalk among bktRNAs, RNA splicing and RNA methylation.
Collapse
Affiliation(s)
- Bin Li
- MOE Key Laboratory of Gene Function and Regulation, State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-sen University, Guangzhou, China
| | - Shurong Liu
- MOE Key Laboratory of Gene Function and Regulation, State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-sen University, Guangzhou, China
| | - Wujian Zheng
- MOE Key Laboratory of Gene Function and Regulation, State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-sen University, Guangzhou, China
- The Fifth Affiliated Hospital, Sun Yat-sen University, Zhuhai, China
| | - Anrui Liu
- MOE Key Laboratory of Gene Function and Regulation, State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-sen University, Guangzhou, China
- The Fifth Affiliated Hospital, Sun Yat-sen University, Zhuhai, China
| | - Peng Yu
- MOE Key Laboratory of Gene Function and Regulation, State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-sen University, Guangzhou, China
| | - Di Wu
- MOE Key Laboratory of Gene Function and Regulation, State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-sen University, Guangzhou, China
- The Fifth Affiliated Hospital, Sun Yat-sen University, Zhuhai, China
| | - Jie Zhou
- MOE Key Laboratory of Gene Function and Regulation, State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-sen University, Guangzhou, China
- The Fifth Affiliated Hospital, Sun Yat-sen University, Zhuhai, China
| | - Ping Zhang
- MOE Key Laboratory of Gene Function and Regulation, State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-sen University, Guangzhou, China
| | - Chang Liu
- MOE Key Laboratory of Gene Function and Regulation, State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-sen University, Guangzhou, China
| | - Qiao Lin
- MOE Key Laboratory of Gene Function and Regulation, State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-sen University, Guangzhou, China
- The Fifth Affiliated Hospital, Sun Yat-sen University, Zhuhai, China
| | - Jiayi Ye
- MOE Key Laboratory of Gene Function and Regulation, State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-sen University, Guangzhou, China
- The Fifth Affiliated Hospital, Sun Yat-sen University, Zhuhai, China
| | - Simeng He
- The Fifth Affiliated Hospital, Sun Yat-sen University, Zhuhai, China
| | - Qiaojuan Huang
- MOE Key Laboratory of Gene Function and Regulation, State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-sen University, Guangzhou, China
| | - Hui Zhou
- MOE Key Laboratory of Gene Function and Regulation, State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-sen University, Guangzhou, China
| | - Jianjun Chen
- Department of Systems Biology, Beckman Research Institute of City of Hope, Monrovia, CA, USA
| | - Lianghu Qu
- MOE Key Laboratory of Gene Function and Regulation, State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-sen University, Guangzhou, China.
| | - Jianhua Yang
- MOE Key Laboratory of Gene Function and Regulation, State Key Laboratory of Biocontrol, School of Life Sciences, Sun Yat-sen University, Guangzhou, China.
- The Fifth Affiliated Hospital, Sun Yat-sen University, Zhuhai, China.
| |
Collapse
|
34
|
Grille L, Gallego D, Darré L, da Rosa G, Battistini F, Orozco M, Dans PD. The pseudotorsional space of RNA. RNA (NEW YORK, N.Y.) 2023; 29:1896-1909. [PMID: 37793790 PMCID: PMC10653382 DOI: 10.1261/rna.079821.123] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/01/2023] [Accepted: 09/01/2023] [Indexed: 10/06/2023]
Abstract
The characterization of the conformational landscape of the RNA backbone is rather complex due to the ability of RNA to assume a large variety of conformations. These backbone conformations can be depicted by pseudotorsional angles linking RNA backbone atoms, from which Ramachandran-like plots can be built. We explore here different definitions of these pseudotorsional angles, finding that the most accurate ones are the traditional η (eta) and θ (theta) angles, which represent the relative position of RNA backbone atoms P and C4'. We explore the distribution of η - θ in known experimental structures, comparing the pseudotorsional space generated with structures determined exclusively by one experimental technique. We found that the complete picture only appears when combining data from different sources. The maps provide a quite comprehensive representation of the RNA accessible space, which can be used in RNA-structural predictions. Finally, our results highlight that protein interactions lead to significant changes in the population of the η - θ space, pointing toward the role of induced-fit mechanisms in protein-RNA recognition.
Collapse
Affiliation(s)
- Leandro Grille
- Computational Biophysics Group, Department of Biological Sciences, CENUR Litoral Norte, Universidad de la República, 50000 Salto, Uruguay
- Bioinformatics Unit, Institute Pasteur of Montevideo, 11400 Montevideo, Uruguay
| | - Diego Gallego
- Molecular Modelling and Bioinformatics Group, Institute for Research in Biomedicine, The Barcelona Institute of Science and Technology, 08028 Barcelona, Spain
- Department of Biochemistry and Molecular Biology, Faculty of Biology, University of Barcelona, 08028 Barcelona, Spain
| | - Leonardo Darré
- Bioinformatics Unit, Institute Pasteur of Montevideo, 11400 Montevideo, Uruguay
- Molecular Modelling and Bioinformatics Group, Institute for Research in Biomedicine, The Barcelona Institute of Science and Technology, 08028 Barcelona, Spain
| | - Gabriela da Rosa
- Computational Biophysics Group, Department of Biological Sciences, CENUR Litoral Norte, Universidad de la República, 50000 Salto, Uruguay
- Bioinformatics Unit, Institute Pasteur of Montevideo, 11400 Montevideo, Uruguay
| | - Federica Battistini
- Molecular Modelling and Bioinformatics Group, Institute for Research in Biomedicine, The Barcelona Institute of Science and Technology, 08028 Barcelona, Spain
- Department of Biochemistry and Molecular Biology, Faculty of Biology, University of Barcelona, 08028 Barcelona, Spain
| | - Modesto Orozco
- Molecular Modelling and Bioinformatics Group, Institute for Research in Biomedicine, The Barcelona Institute of Science and Technology, 08028 Barcelona, Spain
- Department of Biochemistry and Molecular Biology, Faculty of Biology, University of Barcelona, 08028 Barcelona, Spain
| | - Pablo D Dans
- Computational Biophysics Group, Department of Biological Sciences, CENUR Litoral Norte, Universidad de la República, 50000 Salto, Uruguay
- Bioinformatics Unit, Institute Pasteur of Montevideo, 11400 Montevideo, Uruguay
- Molecular Modelling and Bioinformatics Group, Institute for Research in Biomedicine, The Barcelona Institute of Science and Technology, 08028 Barcelona, Spain
| |
Collapse
|
35
|
Mainan A, Roy S. Dynamic Counterion Condensation Model Decodes Functional Dynamics of RNA Pseudoknot in SARS-CoV-2: Control of Ion-Mediated Pierced Lasso Topology. J Phys Chem Lett 2023; 14:10402-10411. [PMID: 37955626 DOI: 10.1021/acs.jpclett.3c02755] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/14/2023]
Abstract
The programmed frameshifting stimulatory element, a promising drug target for COVID-19 treatment, involves a RNA pseudoknot (PK) structure. This RNA PK facilitates frameshifting, enabling RNA viruses to translate multiple proteins from a single mRNA, which is a key strategy for their rapid evolution. Overcoming the challenges of capturing large-scale structural changes of RNA under the influence of a dynamic counterion environment (K+ and Mg2+), the study extended the applications of a newly developed dynamic counterion condensation (DCC) model. DCC simulations reveal potential folding pathways of this RNA PK, supported by the experimental findings obtained using optical tweezers. The study elucidates the pivotal role of Mg2+ ions in crafting a lasso-like RNA topology, a novel RNA motif that governs dynamic transitions between the ring-opened and ring-closed states of the RNA. The pierced lasso component guided by Mg2+-mediated interactions orchestrates inward and outward motion fine-tuning tension on the slippery segment, a critical factor for optimizing frameshifting efficiency.
Collapse
Affiliation(s)
- Avijit Mainan
- Department of Chemical Sciences, Indian Institute of Science Education and Research Kolkata, Mohanpur, West Bengal 741246, India
| | - Susmita Roy
- Department of Chemical Sciences, Indian Institute of Science Education and Research Kolkata, Mohanpur, West Bengal 741246, India
| |
Collapse
|
36
|
Sabalette KB, Makarova L, Marcia M. G·U base pairing motifs in long non-coding RNAs. Biochimie 2023; 214:123-140. [PMID: 37353139 DOI: 10.1016/j.biochi.2023.06.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/27/2023] [Revised: 06/08/2023] [Accepted: 06/09/2023] [Indexed: 06/25/2023]
Abstract
Long non-coding RNAs (lncRNAs) are recently-discovered transcripts involved in gene expression regulation and associated with diseases. Despite the unprecedented molecular complexity of these transcripts, recent studies of the secondary and tertiary structure of lncRNAs are starting to reveal the principles of lncRNA structural organization, with important functional implications. It therefore starts to be possible to analyze lncRNA structures systematically. Here, using a set of prototypical and medically-relevant lncRNAs of known secondary structure, we specifically catalogue the distribution and structural environment of one of the first-identified and most frequently occurring non-canonical Watson-Crick interactions, the G·U base pair. We compare the properties of G·U base pairs in our set of lncRNAs to those of the G·U base pairs in other well-characterized transcripts, like rRNAs, tRNAs, ribozymes, and riboswitches. Furthermore, we discuss how G·U base pairs in these targets participate in establishing interactions with proteins or miRNAs, and how they enable lncRNA tertiary folding by forming intramolecular or metal-ion interactions. Finally, by identifying highly-G·U-enriched regions of yet unknown function in our target lncRNAs, we provide a new rationale for future experimental investigation of these motifs, which will help obtain a more comprehensive understanding of lncRNA functions and molecular mechanisms in the future.
Collapse
Affiliation(s)
- Karina Belen Sabalette
- European Molecular Biology Laboratory (EMBL) Grenoble, 71 Avenue des Martyrs, Grenoble, 38042, France
| | - Liubov Makarova
- European Molecular Biology Laboratory (EMBL) Grenoble, 71 Avenue des Martyrs, Grenoble, 38042, France
| | - Marco Marcia
- European Molecular Biology Laboratory (EMBL) Grenoble, 71 Avenue des Martyrs, Grenoble, 38042, France.
| |
Collapse
|
37
|
Chen Q, Zhou T. Emerging functional principles of tRNA-derived small RNAs and other regulatory small RNAs. J Biol Chem 2023; 299:105225. [PMID: 37673341 PMCID: PMC10562873 DOI: 10.1016/j.jbc.2023.105225] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2023] [Revised: 08/22/2023] [Accepted: 08/28/2023] [Indexed: 09/08/2023] Open
Abstract
Recent advancements in small RNA sequencing have unveiled a previously hidden world of regulatory small noncoding RNAs (sncRNAs) that extend beyond the well-studied small interfering RNAs, microRNAs, and piwi-interacting RNAs. This exploration, starting with tRNA-derived small RNAs, has led to the discovery of a diverse universe of sncRNAs derived from various longer structured RNAs such as rRNAs, small nucleolar RNAs, small nuclear RNAs, Y RNAs, and vault RNAs, with exciting uncharted functional possibilities. In this perspective, we discuss the emerging functional principles of sncRNAs beyond the well-known RNAi-like mechanisms, focusing on those that operate independent of linear sequence complementarity but rather function in an aptamer-like fashion. Aptamers use 3D structure for specific interactions with ligands and are modulated by RNA modifications and subcellular environments. Given that aptamer-like sncRNA functions are widespread and present in species lacking RNAi, they may represent an ancient functional principle that predates RNAi. We propose a rethinking of the origin of RNAi and its relationship with these aptamer-like functions in sncRNAs and how these complementary mechanisms shape biological processes. Lastly, the aptamer-like function of sncRNAs highlights the need for caution in using small RNA mimics in research and therapeutics, as their specificity is not restricted solely to linear sequence.
Collapse
Affiliation(s)
- Qi Chen
- Molecular Medicine Program, University of Utah School of Medicine, Salt Lake City, Utah, USA; Division of Urology, Department of Surgery, University of Utah School of Medicine, Salt Lake City, Utah, USA; Department of Human Genetics, University of Utah School of Medicine, Salt Lake City, Utah, USA.
| | - Tong Zhou
- Department of Physiology and Cell Biology, University of Nevada, Reno School of Medicine, Reno, Nevada, USA.
| |
Collapse
|
38
|
Abstract
Protein synthesis by the ribosome is the final stage of biological information transfer and represents an irreversible commitment to gene expression. Accurate translation of messenger RNA is therefore essential to all life, and spontaneous errors by the translational machinery are highly infrequent (∼1/100,000 codons). Programmed -1 ribosomal frameshifting (-1PRF) is a mechanism in which the elongating ribosome is induced at high frequency to slip backward by one nucleotide at a defined position and to continue translation in the new reading frame. This is exploited as a translational regulation strategy by hundreds of RNA viruses, which rely on -1PRF during genome translation to control the stoichiometry of viral proteins. While early investigations of -1PRF focused on virological and biochemical aspects, the application of X-ray crystallography and cryo-electron microscopy (cryo-EM), and the advent of deep sequencing and single-molecule approaches have revealed unexpected structural diversity and mechanistic complexity. Molecular players from several model systems have now been characterized in detail, both in isolation and, more recently, in the context of the elongating ribosome. Here we provide a summary of recent advances and discuss to what extent a general model for -1PRF remains a useful way of thinking.
Collapse
Affiliation(s)
- Chris H Hill
- York Structural Biology Laboratory, York Biomedical Research Institute, Department of Biology, University of York, York, United Kingdom;
| | - Ian Brierley
- Department of Pathology, University of Cambridge, Cambridge, United Kingdom;
| |
Collapse
|
39
|
Abaeva IS, Young C, Warsaba R, Khan N, Tran L, Jan E, Pestova T, Hellen CT. The structure and mechanism of action of a distinct class of dicistrovirus intergenic region IRESs. Nucleic Acids Res 2023; 51:9294-9313. [PMID: 37427788 PMCID: PMC10516663 DOI: 10.1093/nar/gkad569] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2023] [Revised: 06/06/2023] [Accepted: 06/22/2023] [Indexed: 07/11/2023] Open
Abstract
Internal ribosomal entry sites (IRESs) engage with the eukaryotic translation apparatus to promote end-independent initiation. We identified a conserved class of ∼150 nt long intergenic region (IGR) IRESs in dicistrovirus genomes derived from members of the phyla Arthropoda, Bryozoa, Cnidaria, Echinodermata, Entoprocta, Mollusca and Porifera. These IRESs, exemplified by Wenling picorna-like virus 2, resemble the canonical cricket paralysis virus (CrPV) IGR IRES in comprising two nested pseudoknots (PKII/PKIII) and a 3'-terminal pseudoknot (PKI) that mimics a tRNA anticodon stem-loop base-paired to mRNA. However, they are ∼50 nt shorter than CrPV-like IRESs, and PKIII is an H-type pseudoknot that lacks the SLIV and SLV stem-loops that are primarily responsible for the affinity of CrPV-like IRESs for the 40S ribosomal subunit and that restrict initial binding of PKI to its aminoacyl (A) site. Wenling-class IRESs bound strongly to 80S ribosomes but only weakly to 40S subunits. Whereas CrPV-like IRESs must be translocated from the A site to the peptidyl (P) site by elongation factor 2 for elongation to commence, Wenling-class IRESs bound directly to the P site of 80S ribosomes, and decoding begins without a prior translocation step. A chimeric CrPV clone containing a Wenling-class IRES was infectious, confirming that the IRES functioned in cells.
Collapse
Affiliation(s)
- Irina S Abaeva
- Department of Cell Biology, SUNY Downstate Health Sciences University, Brooklyn, NY 11203, USA
| | - Christina Young
- Department of Biochemistry and Molecular Biology, Life Sciences Institute, University of British Columbia, Vancouver, BC V6T 1Z3, Canada
| | - Reid Warsaba
- Department of Biochemistry and Molecular Biology, Life Sciences Institute, University of British Columbia, Vancouver, BC V6T 1Z3, Canada
| | - Nadiyah Khan
- Department of Biochemistry and Molecular Biology, Life Sciences Institute, University of British Columbia, Vancouver, BC V6T 1Z3, Canada
| | - Lan Vy Tran
- Department of Biochemistry and Molecular Biology, Life Sciences Institute, University of British Columbia, Vancouver, BC V6T 1Z3, Canada
| | - Eric Jan
- Department of Biochemistry and Molecular Biology, Life Sciences Institute, University of British Columbia, Vancouver, BC V6T 1Z3, Canada
| | - Tatyana V Pestova
- Department of Cell Biology, SUNY Downstate Health Sciences University, Brooklyn, NY 11203, USA
| | - Christopher U T Hellen
- Department of Cell Biology, SUNY Downstate Health Sciences University, Brooklyn, NY 11203, USA
| |
Collapse
|
40
|
Bohdan DR, Voronina VV, Bujnicki JM, Baulin EF. A comprehensive survey of long-range tertiary interactions and motifs in non-coding RNA structures. Nucleic Acids Res 2023; 51:8367-8382. [PMID: 37471030 PMCID: PMC10484739 DOI: 10.1093/nar/gkad605] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2022] [Accepted: 07/07/2023] [Indexed: 07/21/2023] Open
Abstract
Understanding the 3D structure of RNA is key to understanding RNA function. RNA 3D structure is modular and can be seen as a composition of building blocks of various sizes called tertiary motifs. Currently, long-range motifs formed between distant loops and helical regions are largely less studied than the local motifs determined by the RNA secondary structure. We surveyed long-range tertiary interactions and motifs in a non-redundant set of non-coding RNA 3D structures. A new dataset of annotated LOng-RAnge RNA 3D modules (LORA) was built using an approach that does not rely on the automatic annotations of non-canonical interactions. An original algorithm, ARTEM, was developed for annotation-, sequence- and topology-independent superposition of two arbitrary RNA 3D modules. The proposed methods allowed us to identify and describe the most common long-range RNA tertiary motifs. Along with the prevalent canonical A-minor interactions, a large number of previously undescribed staple interactions were observed. The most frequent long-range motifs were found to belong to three main motif families: planar staples, tilted staples, and helical packing motifs.
Collapse
Affiliation(s)
- Davyd R Bohdan
- Department of Innovation and High Technology, Moscow Institute of Physics and Technology, Dolgoprudny 141701, Russia
| | - Valeria V Voronina
- Department of Information Systems, Ulyanovsk State Technical University, Ulyanovsk 432027, Russia
| | - Janusz M Bujnicki
- Laboratory of Bioinformatics and Protein Engineering, International Institute of Molecular and Cell Biology in Warsaw, Warsaw 02-109, Poland
| | - Eugene F Baulin
- Laboratory of Bioinformatics and Protein Engineering, International Institute of Molecular and Cell Biology in Warsaw, Warsaw 02-109, Poland
| |
Collapse
|
41
|
Siddika MA, Oi H, Hidaka K, Sugiyama H, Endo M, Matsumura S, Ikawa Y. Structural Expansion of Catalytic RNA Nanostructures through Oligomerization of a Cyclic Trimer of Engineered Ribozymes. Molecules 2023; 28:6465. [PMID: 37764241 PMCID: PMC10535472 DOI: 10.3390/molecules28186465] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/05/2023] [Revised: 08/29/2023] [Accepted: 08/30/2023] [Indexed: 09/29/2023] Open
Abstract
The multimolecular assembly of three-dimensionally structured proteins forms their quaternary structures, some of which have high geometric symmetry. The size and complexity of protein quaternary structures often increase in a hierarchical manner, with simpler, smaller structures serving as units for larger quaternary structures. In this study, we exploited oligomerization of a ribozyme cyclic trimer to achieve larger ribozyme-based RNA assembly. By installing kissing loop (KL) interacting units to one-, two-, or three-unit RNA molecules in the ribozyme trimer, we constructed dimers, open-chain oligomers, and branched oligomers of ribozyme trimer units. One type of open-chain oligomer preferentially formed a closed tetramer containing 12 component RNAs to provide 12 ribozyme units. We also observed large assembly of ribozyme trimers, which reached 1000 nm in size.
Collapse
Affiliation(s)
- Mst. Ayesha Siddika
- Graduate School of Innovative Life Science, University of Toyama, Toyama 930-8555, Toyama, Japan (S.M.)
| | - Hiroki Oi
- Department of Chemistry, Graduate School of Science and Engineering, University of Toyama, Toyama 930-8555, Toyama, Japan
| | - Kumi Hidaka
- Department of Chemistry, Graduate School of Science, Kyoto University, Kyoto 606-8501, Kyoto, Japan
| | - Hiroshi Sugiyama
- Institute for Integrated Cell-Material Sciences, Kyoto University, Kyoto 606-8501, Kyoto, Japan; (H.S.); (M.E.)
| | - Masayuki Endo
- Institute for Integrated Cell-Material Sciences, Kyoto University, Kyoto 606-8501, Kyoto, Japan; (H.S.); (M.E.)
- Organization for Research and Development of Innovative Science and Technology, Kansai University, Suita 564-8680, Osaka, Japan
| | - Shigeyoshi Matsumura
- Graduate School of Innovative Life Science, University of Toyama, Toyama 930-8555, Toyama, Japan (S.M.)
- Department of Chemistry, Graduate School of Science and Engineering, University of Toyama, Toyama 930-8555, Toyama, Japan
| | - Yoshiya Ikawa
- Graduate School of Innovative Life Science, University of Toyama, Toyama 930-8555, Toyama, Japan (S.M.)
- Department of Chemistry, Graduate School of Science and Engineering, University of Toyama, Toyama 930-8555, Toyama, Japan
| |
Collapse
|
42
|
Chojnowski G. DoubleHelix: nucleic acid sequence identification, assignment and validation tool for cryo-EM and crystal structure models. Nucleic Acids Res 2023; 51:8255-8269. [PMID: 37395405 PMCID: PMC10450167 DOI: 10.1093/nar/gkad553] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2023] [Revised: 05/29/2023] [Accepted: 06/16/2023] [Indexed: 07/04/2023] Open
Abstract
Sequence assignment is a key step of the model building process in both cryogenic electron microscopy (cryo-EM) and macromolecular crystallography (MX). If the assignment fails, it can result in difficult to identify errors affecting the interpretation of a model. There are many model validation strategies that help experimentalists in this step of protein model building, but they are virtually non-existent for nucleic acids. Here, I present doubleHelix-a comprehensive method for assignment, identification, and validation of nucleic acid sequences in structures determined using cryo-EM and MX. The method combines a neural network classifier of nucleobase identities and a sequence-independent secondary structure assignment approach. I show that the presented method can successfully assist sequence-assignment step in nucleic-acid model building at lower resolutions, where visual map interpretation is very difficult. Moreover, I present examples of sequence assignment errors detected using doubleHelix in cryo-EM and MX structures of ribosomes deposited in the Protein Data Bank, which escaped the scrutiny of available model-validation approaches. The doubleHelix program source code is available under BSD-3 license at https://gitlab.com/gchojnowski/doublehelix.
Collapse
Affiliation(s)
- Grzegorz Chojnowski
- European Molecular Biology Laboratory, Hamburg Unit, Notkestraße 85, 22607 Hamburg, Germany
| |
Collapse
|
43
|
Hidalgo M, Ramos C, Zolla G. Analysis of lncRNAs in Lupinus mutabilis (Tarwi) and Their Potential Role in Drought Response. Noncoding RNA 2023; 9:48. [PMID: 37736894 PMCID: PMC10514842 DOI: 10.3390/ncrna9050048] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2023] [Revised: 08/01/2023] [Accepted: 08/16/2023] [Indexed: 09/23/2023] Open
Abstract
Lupinus mutabilis is a legume with high agronomic potential and available transcriptomic data for which lncRNAs have not been studied. Therefore, our objective was to identify, characterize, and validate the drought-responsive lncRNAs in L. mutabilis. To achieve this, we used a multilevel approach based on lncRNA prediction, annotation, subcellular location, thermodynamic characterization, structural conservation, and validation. Thus, 590 lncRNAs were identified by at least two algorithms of lncRNA identification. Annotation with the PLncDB database showed 571 lncRNAs unique to tarwi and 19 lncRNAs with homology in 28 botanical families including Solanaceae (19), Fabaceae (17), Brassicaceae (17), Rutaceae (17), Rosaceae (16), and Malvaceae (16), among others. In total, 12 lncRNAs had homology in more than 40 species. A total of 67% of lncRNAs were located in the cytoplasm and 33% in exosomes. Thermodynamic characterization of S03 showed a stable secondary structure with -105.67 kcal/mol. This structure included three regions, with a multibranch loop containing a hairpin with a SECIS-like element. Evaluation of the structural conservation by CROSSalign revealed partial similarities between L. mutabilis (S03) and S. lycopersicum (Solyc04r022210.1). RT-PCR validation demonstrated that S03 was upregulated in a drought-tolerant accession of L. mutabilis. Finally, these results highlighted the importance of lncRNAs in tarwi improvement under drought conditions.
Collapse
Affiliation(s)
- Manuel Hidalgo
- Programa de Estudio de Medicina Humana, Universidad Privada Antenor Orrego, Av. América Sur 3145, Trujillo 13008, Peru; (M.H.); (C.R.)
| | - Cynthia Ramos
- Programa de Estudio de Medicina Humana, Universidad Privada Antenor Orrego, Av. América Sur 3145, Trujillo 13008, Peru; (M.H.); (C.R.)
| | - Gaston Zolla
- Laboratorio de Fisiología Molecular de Plantas del Programa de Cereales y Granos Nativos, Facultad de Agronomía, Universidad Nacional Agraria La Molina, Lima 12, Peru
| |
Collapse
|
44
|
Dowerah D, V. N. Uppuladinne M, Sarma PJ, Biswakarma N, Sonavane UB, Joshi RR, Ray SK, Namsa ND, Deka RC. Design of LNA Analogues Using a Combined Density Functional Theory and Molecular Dynamics Approach for RNA Therapeutics. ACS OMEGA 2023; 8:22382-22405. [PMID: 37396274 PMCID: PMC10308574 DOI: 10.1021/acsomega.2c07860] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/09/2022] [Accepted: 02/17/2023] [Indexed: 07/04/2023]
Abstract
Antisense therapeutics treat a wide spectrum of diseases, many of which cannot be addressed with the current drug technologies. In the quest to design better antisense oligonucleotide drugs, we propose five novel LNA analogues (A1-A5) for modifying antisense oligonucleotides and establishing each with the five standard nucleic acids: adenine (A), guanine (G), cytosine (C), thymine (T), and uracil (U). Monomer nucleotides of these modifications were considered for a detailed Density Functional Theory (DFT)-based quantum chemical analysis to determine their molecular-level structural and electronic properties. A detailed MD simulation study was done on a 14-mer ASO (5'-CTTAGCACTGGCCT-3') containing these modifications targeting PTEN mRNA. Results from both molecular- and oligomer-level analysis clearly depicted LNA-level stability of the modifications, the ASO/RNA duplexes maintaining stable Watson-Crick base pairing preferring RNA-mimicking A-form duplexes. Notably, monomer MO isosurfaces for both purines and pyrimidines were majorly distributed on the nucleobase region in modifications A1 and A2 and in the bridging unit in modifications A3, A4, and A5, suggesting that A3/RNA, A4/RNA, and A5/RNA duplexes interact more with the RNase H and solvent environment. Accordingly, solvation of A3/RNA, A4/RNA, and A5/RNA duplexes was higher compared to that of LNA/RNA, A1/RNA, and A2/RNA duplexes. This study has resulted in a successful archetype for creating advantageous nucleic acid modifications tailored for particular needs, fulfilling a useful purpose of designing novel antisense modifications, which may overcome the drawbacks and improve the pharmacokinetics of existing LNA antisense modifications.
Collapse
Affiliation(s)
- Dikshita Dowerah
- CMML—Catalysis
and Molecular Modelling Lab, Department of Chemical Sciences, Tezpur University, Napaam, Sonitpur, Assam 784 028, India
| | - Mallikarjunachari V. N. Uppuladinne
- HPC—Medical
& Bioinformatics Applications Group, Centre for Development of Advanced Computing (C-DAC), Panchavati, Pashan, Pune 411008, India
| | - Plaban J. Sarma
- CMML—Catalysis
and Molecular Modelling Lab, Department of Chemical Sciences, Tezpur University, Napaam, Sonitpur, Assam 784 028, India
- Department
of Chemistry, Gargaon College, Sivasagar, Assam 785685, India
| | - Nishant Biswakarma
- CMML—Catalysis
and Molecular Modelling Lab, Department of Chemical Sciences, Tezpur University, Napaam, Sonitpur, Assam 784 028, India
| | - Uddhavesh B. Sonavane
- HPC—Medical
& Bioinformatics Applications Group, Centre for Development of Advanced Computing (C-DAC), Panchavati, Pashan, Pune 411008, India
| | - Rajendra R. Joshi
- HPC—Medical
& Bioinformatics Applications Group, Centre for Development of Advanced Computing (C-DAC), Panchavati, Pashan, Pune 411008, India
| | - Suvendra K. Ray
- Department
of Molecular Biology and Biotechnology, Tezpur University, Napaam, Sonitpur, Assam 784028, India
- Center
for Multidisciplinary Research, Tezpur University, Napaam, Sonitpur, Assam 784028, India
| | - Nima D. Namsa
- Department
of Molecular Biology and Biotechnology, Tezpur University, Napaam, Sonitpur, Assam 784028, India
- Center
for Multidisciplinary Research, Tezpur University, Napaam, Sonitpur, Assam 784028, India
| | - Ramesh Ch. Deka
- CMML—Catalysis
and Molecular Modelling Lab, Department of Chemical Sciences, Tezpur University, Napaam, Sonitpur, Assam 784 028, India
- Center
for Multidisciplinary Research, Tezpur University, Napaam, Sonitpur, Assam 784028, India
| |
Collapse
|
45
|
Metelev VG, Baulin EF, Bogdanov AA. Multiple Non-Canonical Base-Stacking Interactions as One of the Major Determinants of RNA Tertiary Structure Organization. BIOCHEMISTRY. BIOKHIMIIA 2023; 88:792-800. [PMID: 37748875 DOI: 10.1134/s000629792306007x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/21/2023] [Revised: 04/18/2023] [Accepted: 04/20/2023] [Indexed: 09/27/2023]
Abstract
Stacking interactions of heterocyclic bases of ribonucleotides are one of the most important factors in the organization of RNA secondary and tertiary structure. Most of these (canonical) interactions are formed between adjacent residues in RNA polynucleotide chains. However, with the accumulation of data on the atomic tertiary structures of various RNAs and their complexes with proteins, it has become clear that nucleotide residues that are not adjacent in the polynucleotide chains and are sometimes separated in the RNA primary structure by tens or hundreds of nucleotides can interact via (non-canonical) base stacking. This paper presents an exhaustive database of such nonadjacent base-stacking elements (NA-BSEs) and their environment in the macromolecules of natural and synthetic RNAs. Analysis of these data showed that NA-BSE-forming nucleotides, on average, account for about a quarter of all nucleotides in a particular RNA and, therefore, should be considered as bona fide motifs of the RNA tertiary structure. We also classified NA-BSEs by their location in RNA macromolecules. It was shown that the structure-forming role of NA-BSEs involves compact folding of single-stranded RNA loops, transformation of double-stranded bulges into imperfect helices, and binding of RNA regions distant in the primary and secondary RNA structure.
Collapse
Affiliation(s)
- Valeriy G Metelev
- Faculty of Chemistry, Lomonosov Moscow State University, Moscow, 119991, Russia
| | - Eugene F Baulin
- Institute of Mathematical Problems of Biology, Keldysh Institute of Applied Mathematics, Russian Academy of Sciences, Pushchino, Moscow Region, 142290, Russia
| | - Alexey A Bogdanov
- Faculty of Chemistry, Lomonosov Moscow State University, Moscow, 119991, Russia.
- Belozersky Institute of Physico-Chemical Biology, Lomonosov Moscow State University, Moscow, 119992, Russia
- Shemyakin-Ovchinnikov Institute of Bioorganic Chemistry, Moscow, 117997, Russia
| |
Collapse
|
46
|
Hansen LN, Kletzien OA, Urquijo M, Schwanz LT, Batey RT. Context-dependence of T-loop Mediated Long-range RNA Tertiary Interactions. J Mol Biol 2023; 435:168070. [PMID: 37003469 PMCID: PMC10152882 DOI: 10.1016/j.jmb.2023.168070] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2022] [Revised: 03/03/2023] [Accepted: 03/06/2023] [Indexed: 04/03/2023]
Abstract
The architecture and folding of complex RNAs is governed by a limited set of highly recurrent structural motifs that form long-range tertiary interactions. One of these motifs is the T-loop, which was first identified in tRNA but is broadly distributed across biological RNAs. While the T-loop has been examined in detail in different biological contexts, the various receptors that it interacts with are not as well defined. In this study, we use a cell-based genetic screen in concert with bioinformatic analysis to examine three different, but related, T-loop receptor motifs found in the flavin mononucleotide (FMN) and cobalamin (Cbl) riboswitches. As a host for different T-loop receptors, we employed the env8 class-II Cbl riboswitch, an RNA that uses two T-loop motifs for both folding and supporting the ligand binding pocket. A set of libraries was created in which select nucleotides that participate in the T-loop/T-loop receptor (TL/TLR) interaction were fully randomized. Library members were screened for their ability to support Cbl-dependent expression of a reporter gene. While T-loops appear to be variable in sequence, we find that the functional sequence space is more restricted in the Cbl riboswitch, suggesting that TL/TLR interactions are context dependent. Our data reveal clear sequence signatures for the different types of receptor motifs that align with phylogenic analysis of these motifs in the FMN and Cbl riboswitches. Finally, our data suggest the functional contribution of various nucleobase-mediated long-range interactions within the riboswitch subclass of TL/TLR interactions that are distinct from those found in other RNAs.
Collapse
Affiliation(s)
- Lisa N Hansen
- Department of Biochemistry, University of Colorado, Boulder, CO 80309-0596, USA
| | - Otto A Kletzien
- Department of Biochemistry, University of Colorado, Boulder, CO 80309-0596, USA
| | - Marcus Urquijo
- Department of Biochemistry, University of Colorado, Boulder, CO 80309-0596, USA
| | - Logan T Schwanz
- Department of Biochemistry, University of Colorado, Boulder, CO 80309-0596, USA. https://twitter.com/Lschwanzbio
| | - Robert T Batey
- Department of Biochemistry, University of Colorado, Boulder, CO 80309-0596, USA.
| |
Collapse
|
47
|
Arjmand F, Yasir Khan H, Tabassum S. Progress of Metal-Based Anticancer Chemotherapeutic Agents in Last two Decades and their Comprehensive Biological (DNA/RNA Binding, Cleavage and Cytotoxicity Activity) Studies. CHEM REC 2023; 23:e202200247. [PMID: 36762719 DOI: 10.1002/tcr.202200247] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/04/2022] [Revised: 12/31/2022] [Indexed: 02/11/2023]
Abstract
During last two decades, there has been an enormous growth in the discovery of innovative active inorganic anticancer complexes (exerting remarkable cytotoxicity at sub micro-molar levels) derived from myriad ligand scaffolds, mainly acting on cancerous vs healthy cells by either halting or inhibiting their uncontrolled growth. The phenomenal success of cisplatin to treat numerous forms of solid malignancies has placed metal-based drugs to the forefront of treatment strategies against cancers. More than 10,000 platinum anticancer complexes have been developed during the past 40 years, but only five drugs have been approved for usage in humans while ten more complexes are currently undergoing clinical trials. Most of the compounds have failed either at R&D stages or in preclinical trails. This has led to extensive investigations by researchers of medicinal chemistry, including our group to design and prepare tailored 3d-metallo-drugs and organotin(IV) compounds from some naturally occurring bioactive compounds, such as amino-acids, peptides, chromone derivatives and NSAID's etc. that were used either alone or in cocktail combination, capable of specifically targeting DNA, lnc RNAs and proteins. Furthermore, 3d-metal ions such as copper, cobalt and zinc etc. incorporated in these ligand framework are biocompatible and induce a unique multi-modal mechanism of cytotoxic action involving angiogenesis, ROS-induced DNA damage, apoptosis by p53 mitochondrial genes and caspases etc. The results observed a positive correlation between the binding affinity of complexes with DNA (as quantified by intrinsic binding constant values) and their cytotoxic behavior. Complexes with high DNA binding propensity were typically lethal against a diverse panel of malignant cell types compared to normal cells.
Collapse
Affiliation(s)
- Farukh Arjmand
- Department of Chemistry, Aligarh Muslim University, Aligarh, U.P., India-, 202002
| | - Huzaifa Yasir Khan
- Department of Chemistry, Aligarh Muslim University, Aligarh, U.P., India-, 202002
| | - Sartaj Tabassum
- Department of Chemistry, Aligarh Muslim University, Aligarh, U.P., India-, 202002
| |
Collapse
|
48
|
Udono H, Gong J, Sato Y, Takinoue M. DNA Droplets: Intelligent, Dynamic Fluid. Adv Biol (Weinh) 2023; 7:e2200180. [PMID: 36470673 DOI: 10.1002/adbi.202200180] [Citation(s) in RCA: 18] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Revised: 11/14/2022] [Indexed: 12/12/2022]
Abstract
Breathtaking advances in DNA nanotechnology have established DNA as a promising biomaterial for the fabrication of programmable higher-order nano/microstructures. In the context of developing artificial cells and tissues, DNA droplets have emerged as a powerful platform for creating intelligent, dynamic cell-like machinery. DNA droplets are a microscale membrane-free coacervate of DNA formed through phase separation. This new type of DNA system couples dynamic fluid-like property with long-established DNA programmability. This hybrid nature offers an advantageous route to facile and robust control over the structures, functions, and behaviors of DNA droplets. This review begins by describing programmable DNA condensation, commenting on the physical properties and fabrication strategies of DNA hydrogels and droplets. By presenting an overview of the development pathways leading to DNA droplets, it is shown that DNA technology has evolved from static, rigid systems to soft, dynamic systems. Next, the basic characteristics of DNA droplets are described as intelligent, dynamic fluid by showcasing the latest examples highlighting their distinctive features related to sequence-specific interactions and programmable mechanical properties. Finally, this review discusses the potential and challenges of numerical modeling able to connect a robust link between individual sequences and macroscopic mechanical properties of DNA droplets.
Collapse
Affiliation(s)
- Hirotake Udono
- Department of Computer Science, Tokyo Institute of Technology, 4259 Nagatsuta-cho, Midori-ku, Yokohama, Kanagawa, 226-8502, Japan
| | - Jing Gong
- Department of Life Science and Technology, Tokyo Institute of Technology, 4259 Nagatsuta-cho, Midori-ku, Yokohama, Kanagawa, 226-8502, Japan
| | - Yusuke Sato
- Department of Intelligent and Control Systems, Kyushu Institute of Technology, 680-4 Kawazu, Iizuka, Fukuoka, 820-8502, Japan
| | - Masahiro Takinoue
- Department of Computer Science, Tokyo Institute of Technology, 4259 Nagatsuta-cho, Midori-ku, Yokohama, Kanagawa, 226-8502, Japan
- Department of Life Science and Technology, Tokyo Institute of Technology, 4259 Nagatsuta-cho, Midori-ku, Yokohama, Kanagawa, 226-8502, Japan
- Living Systems Materialogy (LiSM) Research Group, International Research Frontiers Initiative (IRFI), Tokyo Institute of Technology, 4259 Nagatsuta-cho, Midori-ku, Yokohama, Kanagawa, 226-8502, Japan
| |
Collapse
|
49
|
Jang SS, Dubnik S, Hon J, Hellenkamp B, Lynall DG, Shepard KL, Nuckolls C, Gonzalez RL. Characterizing the Conformational Free-Energy Landscape of RNA Stem-Loops Using Single-Molecule Field-Effect Transistors. J Am Chem Soc 2023; 145:402-412. [PMID: 36547391 PMCID: PMC10025942 DOI: 10.1021/jacs.2c10218] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
We have developed and used single-molecule field-effect transistors (smFETs) to characterize the conformational free-energy landscape of RNA stem-loops. Stem-loops are one of the most common RNA structural motifs and serve as building blocks for the formation of complex RNA structures. Given their prevalence and integral role in RNA folding, the kinetics of stem-loop (un)folding has been extensively characterized using both experimental and computational approaches. Interestingly, these studies have reported vastly disparate timescales of (un)folding, which has been interpreted as evidence that (un)folding of even simple stem-loops occurs on a highly rugged conformational energy landscape. Because smFETs do not rely on fluorophore reporters of conformation or mechanical (un)folding forces, they provide a unique approach that has allowed us to directly monitor tens of thousands of (un)folding events of individual stem-loops at a 200 μs time resolution. Our results show that under our experimental conditions, stem-loops (un)fold over a 1-200 ms timescale during which they transition between ensembles of unfolded and folded conformations, the latter of which is composed of at least two sub-populations. The 1-200 ms timescale of (un)folding we observe here indicates that smFETs report on complete (un)folding trajectories in which unfolded conformations of the RNA spend long periods of time wandering the free-energy landscape before sampling one of several misfolded conformations or the natively folded conformation. Our findings highlight the extremely rugged landscape on which even the simplest RNA structural elements fold and demonstrate that smFETs are a unique and powerful approach for characterizing the conformational free-energy of RNA.
Collapse
Affiliation(s)
- Sukjin S. Jang
- Department of Chemistry, Columbia University, 3000 Broadway, New York, NY 10027, USA
| | - Sarah Dubnik
- Department of Chemistry, Columbia University, 3000 Broadway, New York, NY 10027, USA
| | - Jason Hon
- Department of Chemistry, Columbia University, 3000 Broadway, New York, NY 10027, USA
| | - Björn Hellenkamp
- Department of Electrical Engineering, Columbia University, 3000 Broadway, New York, 10027, USA
| | - David G. Lynall
- Department of Electrical Engineering, Columbia University, 3000 Broadway, New York, 10027, USA
| | - Kenneth L. Shepard
- Department of Electrical Engineering, Columbia University, 3000 Broadway, New York, 10027, USA
| | - Colin Nuckolls
- Department of Chemistry, Columbia University, 3000 Broadway, New York, NY 10027, USA
| | - Ruben L. Gonzalez
- Department of Chemistry, Columbia University, 3000 Broadway, New York, NY 10027, USA
| |
Collapse
|
50
|
Kenkpen AK, Storey JJ, Olson ER, Guden TE, Card TT, Jensen AS, Ahrens JL, Hellmann Whitaker RA. Developing Connections Between LINC00298 RNA and Alzheimer's Disease Through Mapping Its Interactome and Through Biochemical Characterization. J Alzheimers Dis 2023; 95:641-661. [PMID: 37574728 DOI: 10.3233/jad-230057] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/15/2023]
Abstract
BACKGROUND Long non-coding RNAs are ubiquitous throughout the human system, yet many of their biological functions remain unknown. LINC00298 RNA, a long intergenic non-coding RNA, has been shown to have preferential expression in the central nervous system where it contributes to neuronal differentiation and development. Furthermore, previous research has indicated that LINC00298 RNA is known to be a genetic risk factor for the development of Alzheimer's disease. OBJECTIVE To biochemically characterize LINC00298 RNA and to elucidate its biological function within hippocampal neuronal cells, thereby providing a greater understanding of its role in Alzheimer's disease pathogenesis. METHODS LINC00298 RNA was in vitro transcribed and then subjected to structural analysis using circular dichroism, and UV-Vis spectroscopy. Additionally, affinity column chromatography was used to capture LINC00298 RNA's protein binding partners from hippocampal neuronal cells, which were then identified using liquid chromatography and mass spectrometry (LC/MS). RESULTS LINC00298 RNA is comprised of stem-loop secondary structural elements, with a cylindrical tertiary structure that has highly dynamic regions, which result in high positional entropy. LC/MS identified 24 proteins within the interactome of LINC00298 RNA. CONCLUSION Through analysis of LINC00298 RNA's 24 protein binding partners, it was determined that LINC00298 RNA may play significant roles in neuronal development, proliferation, and cellular organization. Furthermore, analysis of LINC00298 RNA's interactome indicated that LINC00298 RNA is capable of intracellular motility with dual localization in the nucleus and the cytosol. This biochemical characterization of LINC00298 RNA has shed light on its role in Alzheimer's disease pathogenesis.
Collapse
Affiliation(s)
- Angel K Kenkpen
- Department of Chemistry, Bemidji State University, Bemidji, MN, USA
| | - Joshua J Storey
- Department of Chemistry, Bemidji State University, Bemidji, MN, USA
| | - Emma R Olson
- Department of Chemistry, Bemidji State University, Bemidji, MN, USA
| | - Ty E Guden
- Department of Chemistry, Bemidji State University, Bemidji, MN, USA
| | - Tate T Card
- Department of Chemistry, Bemidji State University, Bemidji, MN, USA
| | - Ashley S Jensen
- Department of Chemistry, Bemidji State University, Bemidji, MN, USA
| | - Jordyn L Ahrens
- Department of Chemistry, Bemidji State University, Bemidji, MN, USA
| | | |
Collapse
|