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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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Martino F, Varadarajan NM, Perestrelo AR, Hejret V, Durikova H, Vukic D, Horvath V, Cavalieri F, Caruso F, Albihlal WS, Gerber AP, O'Connell MA, Vanacova S, Pagliari S, Forte G. The mechanical regulation of RNA binding protein hnRNPC in the failing heart. Sci Transl Med 2022; 14:eabo5715. [PMID: 36417487 DOI: 10.1126/scitranslmed.abo5715] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
Cardiac pathologies are characterized by intense remodeling of the extracellular matrix (ECM) that eventually leads to heart failure. Cardiomyocytes respond to the ensuing biomechanical stress by reexpressing fetal contractile proteins via transcriptional and posttranscriptional processes, such as alternative splicing (AS). Here, we demonstrate that the heterogeneous nuclear ribonucleoprotein C (hnRNPC) is up-regulated and relocates to the sarcomeric Z-disc upon ECM pathological remodeling. We show that this is an active site of localized translation, where the ribonucleoprotein associates with the translation machinery. Alterations in hnRNPC expression, phosphorylation, and localization can be mechanically determined and affect the AS of mRNAs involved in mechanotransduction and cardiovascular diseases, including Hippo pathway effector Yes-associated protein 1. We propose that cardiac ECM remodeling serves as a switch in RNA metabolism by affecting an associated regulatory protein of the spliceosome apparatus. These findings offer new insights on the mechanism of mRNA homeostatic mechanoregulation in pathological conditions.
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Affiliation(s)
- Fabiana Martino
- International Clinical Research Center (ICRC), St. Anne's University Hospital, CZ-65691 Brno, Czech Republic.,Faculty of Medicine, Department of Biology, Masaryk University, CZ-62500 Brno, Czech Republic.,Competence Center for Mechanobiology in Regenerative Medicine, INTERREG ATCZ133, CZ-62500 Brno, Czech Republic.,Cardiac Section, National Heart and Lung Institute (NHLI), Faculty of Medicine, Imperial College London, London W12 0NN, UK
| | - Nandan Mysore Varadarajan
- Central European Institute of Technology (CEITEC), Masaryk University, CZ-62500 Brno, Czech Republic
| | - Ana Rubina Perestrelo
- International Clinical Research Center (ICRC), St. Anne's University Hospital, CZ-65691 Brno, Czech Republic
| | - Vaclav Hejret
- Central European Institute of Technology (CEITEC), Masaryk University, CZ-62500 Brno, Czech Republic.,National Centre for Biomolecular Research, Masaryk University, CZ-62500 Brno, Czech Republic
| | - Helena Durikova
- International Clinical Research Center (ICRC), St. Anne's University Hospital, CZ-65691 Brno, Czech Republic
| | - Dragana Vukic
- Central European Institute of Technology (CEITEC), Masaryk University, CZ-62500 Brno, Czech Republic
| | - Vladimir Horvath
- International Clinical Research Center (ICRC), St. Anne's University Hospital, CZ-65691 Brno, Czech Republic.,Centre for Cardiovascular and Transplant Surgery, CZ-60200 Brno, Czech Republic
| | - Francesca Cavalieri
- Department of Chemical Engineering, University of Melbourne, Parkville, Victoria 3010, Australia.,Dipartimento di Scienze e Tecnologie Chimiche, Università degli Studi di Roma Tor Vergata, 00133 Rome, Italy
| | - Frank Caruso
- Centre for Cardiovascular and Transplant Surgery, CZ-60200 Brno, Czech Republic
| | | | - André P Gerber
- Department of Microbial Sciences, Faculty of Health and Medical Sciences, University of Surrey, Guildford GU2 7XH, UK
| | - Mary A O'Connell
- Central European Institute of Technology (CEITEC), Masaryk University, CZ-62500 Brno, Czech Republic
| | - Stepanka Vanacova
- Central European Institute of Technology (CEITEC), Masaryk University, CZ-62500 Brno, Czech Republic
| | - Stefania Pagliari
- International Clinical Research Center (ICRC), St. Anne's University Hospital, CZ-65691 Brno, Czech Republic.,Competence Center for Mechanobiology in Regenerative Medicine, INTERREG ATCZ133, CZ-62500 Brno, Czech Republic
| | - Giancarlo Forte
- International Clinical Research Center (ICRC), St. Anne's University Hospital, CZ-65691 Brno, Czech Republic.,Competence Center for Mechanobiology in Regenerative Medicine, INTERREG ATCZ133, CZ-62500 Brno, Czech Republic.,School of Cardiovascular and Metabolic Medicine & Sciences, King's College London, London WC2R 2LS, UK
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Abstract
Eukaryotic mRNAs are modified by several chemical marks which have significant impacts on mRNA biology, gene expression, and cellular metabolism as well as on the survival and development of the whole organism. The most abundant and well-studied mRNA base modifications are m6A and ADAR RNA editing. Recent studies have also identified additional mRNA marks such as m6Am, m5C, m1A and Ψ and studied their roles. Each type of modification is deposited by a specific writer, many types of modification are recognized and interpreted by several different readers and some types of modifications can be removed by eraser enzymes. Several works have addressed the functional relationships between some of the modifications. In this review we provide an overview on the current status of research on the different types of mRNA modifications and about the crosstalk between different marks and its functional consequences.
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Affiliation(s)
- Praveenkumar Rengaraj
- Central European Institute of Technology (CEITEC), CEITEC, Masaryk University Brno, Brno, Czech Republic
| | - Aleš Obrdlík
- Central European Institute of Technology (CEITEC), CEITEC, Masaryk University Brno, Brno, Czech Republic
| | - Dragana Vukić
- Central European Institute of Technology (CEITEC), CEITEC, Masaryk University Brno, Brno, Czech Republic
| | - Nandan Mysore Varadarajan
- Central European Institute of Technology (CEITEC), CEITEC, Masaryk University Brno, Brno, Czech Republic
| | - Liam P Keegan
- Central European Institute of Technology (CEITEC), CEITEC, Masaryk University Brno, Brno, Czech Republic
| | - Štěpánka Vaňáčová
- Central European Institute of Technology (CEITEC), CEITEC, Masaryk University Brno, Brno, Czech Republic
| | - Mary A O'Connell
- Central European Institute of Technology (CEITEC), CEITEC, Masaryk University Brno, Brno, Czech Republic
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Sundaram B, Varadarajan NM, Subramani PA, Ghosh SK, Nagaraj VA. Purification of a recombinant histidine-tagged lactate dehydrogenase from the malaria parasite, Plasmodium vivax, and characterization of its properties. Biotechnol Lett 2014; 36:2473-80. [PMID: 25048245 DOI: 10.1007/s10529-014-1622-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/09/2014] [Accepted: 07/09/2014] [Indexed: 10/25/2022]
Abstract
Lactate dehydrogenase (LDH) of the malaria parasite, Plasmodium vivax (Pv), serves as a drug target and immunodiagnostic marker. The LDH cDNA generated from total RNA of a clinical isolate of the parasite was cloned into pRSETA plasmid. Recombinant his-tagged PvLDH was over-expressed in E. coli Rosetta2DE3pLysS and purified using Ni(2+)-NTA resin giving a yield of 25-30 mg/litre bacterial culture. The recombinant protein was enzymatically active and its catalytic efficiency for pyruvate was 5.4 × 10(8) min(-1) M(-1), 14.5 fold higher than a low yield preparation reported earlier to obtain PvLDH crystal structure. The enzyme activity was inhibited by gossypol and sodium oxamate. The recombinant PvLDH was reactive in lateral flow immunochromatographic assays detecting pan- and vivax-specific LDH. The soluble recombinant PvLDH purified using heterologous expression system can facilitate the generation of vivax LDH-specific monoclonals and the screening of chemical compound libraries for PvLDH inhibitors.
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Affiliation(s)
- Balamurugan Sundaram
- Department of Biochemistry, Indian Institute of Science, Bangalore, 560 012, India
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Nagaraj VA, Sundaram B, Varadarajan NM, Subramani PA, Kalappa DM, Ghosh SK, Padmanaban G. Malaria parasite-synthesized heme is essential in the mosquito and liver stages and complements host heme in the blood stages of infection. PLoS Pathog 2013; 9:e1003522. [PMID: 23935500 PMCID: PMC3731253 DOI: 10.1371/journal.ppat.1003522] [Citation(s) in RCA: 108] [Impact Index Per Article: 9.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2013] [Accepted: 06/10/2013] [Indexed: 01/21/2023] Open
Abstract
Heme metabolism is central to malaria parasite biology. The parasite acquires heme from host hemoglobin in the intraerythrocytic stages and stores it as hemozoin to prevent free heme toxicity. The parasite can also synthesize heme de novo, and all the enzymes in the pathway are characterized. To study the role of the dual heme sources in malaria parasite growth and development, we knocked out the first enzyme, δ-aminolevulinate synthase (ALAS), and the last enzyme, ferrochelatase (FC), in the heme-biosynthetic pathway of Plasmodium berghei (Pb). The wild-type and knockout (KO) parasites had similar intraerythrocytic growth patterns in mice. We carried out in vitro radiolabeling of heme in Pb-infected mouse reticulocytes and Plasmodium falciparum-infected human RBCs using [4-14C] aminolevulinic acid (ALA). We found that the parasites incorporated both host hemoglobin-heme and parasite-synthesized heme into hemozoin and mitochondrial cytochromes. The similar fates of the two heme sources suggest that they may serve as backup mechanisms to provide heme in the intraerythrocytic stages. Nevertheless, the de novo pathway is absolutely essential for parasite development in the mosquito and liver stages. PbKO parasites formed drastically reduced oocysts and did not form sporozoites in the salivary glands. Oocyst production in PbALASKO parasites recovered when mosquitoes received an ALA supplement. PbALASKO sporozoites could infect mice only when the mice received an ALA supplement. Our results indicate the potential for new therapeutic interventions targeting the heme-biosynthetic pathway in the parasite during the mosquito and liver stages. We demonstrated about two decades ago that the malaria parasite could make heme on its own, although it imports heme from red blood cell hemoglobin during the blood stages of infection. We investigated the role of parasite-synthesized heme in all stages of parasite growth by knocking out two genes in the heme-biosynthetic pathway of Plasmodium berghei that infects mice. We found that the parasite-synthesized heme complements the function of hemoglobin-heme during the blood stages. The parasite-synthesized heme appears to be a backup mechanism. The parasite incorporates both sources of heme into hemozoin, a detoxification product, and into mitochondrial cytochromes. The parasite-synthesized heme is, however, absolutely essential for parasite growth during the mosquito and liver stages. We restored the sporozoite formation and liver-stage development of the knockout parasites by providing the missing metabolite. Thus, the heme-biosynthetic pathway could be a target for antimalarial therapies in the mosquito and liver stages of infection. The knockout parasite could also be tested for its potential as a genetically attenuated sporozoite vaccine.
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