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Hejret V, Varadarajan NM, Klimentova E, Gresova K, Giassa IC, Vanacova S, Alexiou P. Analysis of chimeric reads characterises the diverse targetome of AGO2-mediated regulation. Sci Rep 2023; 13:22895. [PMID: 38129478 PMCID: PMC10739727 DOI: 10.1038/s41598-023-49757-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/16/2023] [Accepted: 12/12/2023] [Indexed: 12/23/2023] Open
Abstract
Argonaute proteins are instrumental in regulating RNA stability and translation. AGO2, the major mammalian Argonaute protein, is known to primarily associate with microRNAs, a family of small RNA 'guide' sequences, and identifies its targets primarily via a 'seed' mediated partial complementarity process. Despite numerous studies, a definitive experimental dataset of AGO2 'guide'-'target' interactions remains elusive. Our study employs two experimental methods-AGO2 CLASH and AGO2 eCLIP, to generate thousands of AGO2 target sites verified by chimeric reads. These chimeric reads contain both the AGO2 loaded small RNA 'guide' and the target sequence, providing a robust resource for modeling AGO2 binding preferences. Our novel analysis pipeline reveals thousands of AGO2 target sites driven by microRNAs and a significant number of AGO2 'guides' derived from fragments of other small RNAs such as tRNAs, YRNAs, snoRNAs, rRNAs, and more. We utilize convolutional neural networks to train machine learning models that accurately predict the binding potential for each 'guide' class and experimentally validate several interactions. In conclusion, our comprehensive analysis of the AGO2 targetome broadens our understanding of its 'guide' repertoire and potential function in development and disease. Moreover, we offer practical bioinformatic tools for future experiments and the prediction of AGO2 targets. All data and code from this study are freely available at https://github.com/ML-Bioinfo-CEITEC/HybriDetector/ .
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Affiliation(s)
- Vaclav Hejret
- Central European Institute of Technology, Masaryk University, 62500, Brno, Czech Republic
- Faculty of Science, National Centre for Biomolecular Research, Masaryk University, 62500, Brno, Czech Republic
| | - Nandan Mysore Varadarajan
- Central European Institute of Technology, Masaryk University, 62500, Brno, Czech Republic
- Faculty of Science, National Centre for Biomolecular Research, Masaryk University, 62500, Brno, Czech Republic
| | - Eva Klimentova
- Central European Institute of Technology, Masaryk University, 62500, Brno, Czech Republic
- Faculty of Science, National Centre for Biomolecular Research, Masaryk University, 62500, Brno, Czech Republic
| | - Katarina Gresova
- Central European Institute of Technology, Masaryk University, 62500, Brno, Czech Republic
| | - Ilektra-Chara Giassa
- Central European Institute of Technology, Masaryk University, 62500, Brno, Czech Republic
| | - Stepanka Vanacova
- Central European Institute of Technology, Masaryk University, 62500, Brno, Czech Republic.
| | - Panagiotis Alexiou
- Central European Institute of Technology, Masaryk University, 62500, Brno, Czech Republic.
- Department of Applied Biomedical Science, Faculty of Health Sciences, University of Malta, Msida, MSD 2080, Malta.
- Centre for Molecular Medicine & Biobanking, University of Malta, Msida, MSD 2080, Malta.
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Giassa IC, Vavrinská A, Zelinka J, Šebera J, Sychrovský V, Boelens R, Fiala R, Trantírek L. HERMES - A Software Tool for the Prediction and Analysis of Magnetic-Field-Induced Residual Dipolar Couplings in Nucleic Acids. Chempluschem 2020; 85:2177-2185. [PMID: 32986260 DOI: 10.1002/cplu.202000505] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2020] [Revised: 08/31/2020] [Indexed: 11/06/2022]
Abstract
Field-Induced Residual Dipolar Couplings (fiRDC) are a valuable source of long-range information on structure of nucleic acids (NA) in solution. A web application (HERMES) was developed for structure-based prediction and analysis of the (fiRDCs) in NA. fiRDC prediction is based on input 3D model structure(s) of NA and a built-in library of nucleobase-specific magnetic susceptibility tensors and reference geometries. HERMES allows three basic applications: (i) the prediction of fiRDCs for a given structural model of NAs, (ii) the validation of experimental or modeled NA structures using experimentally derived fiRDCs, and (iii) assessment of the oligomeric state of the NA fragment and/or the identification of a molecular NA model that is consistent with experimentally derived fiRDC data. Additionally, the program's built-in routine for rigid body modeling allows the evaluation of relative orientation of domains within NA that is in agreement with experimental fiRDCs.
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Affiliation(s)
| | - Andrea Vavrinská
- Bijvoet Centre for Biomolecular Research, Utrecht University, Utrecht, 3584 CH, The Netherlands
| | - Jiří Zelinka
- Department of Mathematics and Statistics, Faculty of Science, Masaryk University, Brno, 611 37, Czech Republic
| | - Jakub Šebera
- Institute of Organic Chemistry and Biochemistry, Czech Academy of Sciences, Prague, 166 10, Czech Republic
| | - Vladimír Sychrovský
- Institute of Organic Chemistry and Biochemistry, Czech Academy of Sciences, Prague, 166 10, Czech Republic
| | - Rolf Boelens
- Bijvoet Centre for Biomolecular Research, Utrecht University, Utrecht, 3584 CH, The Netherlands
| | - Radovan Fiala
- Central European Institute of Technology, Masaryk University, Brno
| | - Lukáš Trantírek
- Central European Institute of Technology, Masaryk University, Brno
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Giassa IC, Rynes J, Fessl T, Foldynova-Trantirkova S, Trantirek L. Advances in the cellular structural biology of nucleic acids. FEBS Lett 2018; 592:1997-2011. [PMID: 29679394 DOI: 10.1002/1873-3468.13054] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/15/2018] [Revised: 03/31/2018] [Accepted: 04/09/2018] [Indexed: 01/01/2023]
Abstract
Conventional biophysical and chemical biology approaches for delineating relationships between the structure and biological function of nucleic acids (NAs) abstract NAs from their native biological context. However, cumulative experimental observations have revealed that the structure, dynamics and interactions of NAs might be strongly influenced by a broad spectrum of specific and nonspecific physical-chemical environmental factors. This consideration has recently sparked interest in the development of novel tools for structural characterization of NAs in the native cellular context. Here, we review the individual methods currently being employed for structural characterization of NA structure in a native cellular environment with a focus on recent advances and developments in the emerging fields of in-cell NMR and electron paramagnetic resonance spectroscopy and in-cell single-molecule FRET of NAs.
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Affiliation(s)
- Ilektra-Chara Giassa
- Central European Institute of Technology, Masaryk University, Brno, Czech Republic
| | - Jan Rynes
- Central European Institute of Technology, Masaryk University, Brno, Czech Republic
| | - Tomas Fessl
- Faculty of Science, University of South Bohemia, Ceske Budejovice, Czech Republic
| | - Silvie Foldynova-Trantirkova
- Central European Institute of Technology, Masaryk University, Brno, Czech Republic.,Institute of Biophysics, Academy of Science of the Czech Republic, Brno, Czech Republic
| | - Lukas Trantirek
- Central European Institute of Technology, Masaryk University, Brno, Czech Republic
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