[en] Non-coding RNAs play a significant role in viral infection cycles, with recent attention focused on circular RNAs (circRNAs) originating from various viral families. Notably, these circRNAs have been associated with oncogenesis and alterations in viral fitness. However, identifying their expression has proven more challenging than initially anticipated due to unique viral characteristics. This challenge has the potential to impede progress in our understanding of viral circRNAs. Key hurdles in working with viral genomes include: (1) the presence of repetitive regions that can lead to misalignment of sequencing reads, and (2) unconventional splicing mechanisms that deviate from conserved eukaryotic patterns. To address these challenges, we developed vCircTrappist, a bioinformatic pipeline tailored to identify backsplicing events and pinpoint loci expressing circRNAs in RNA sequencing data. Applying this pipeline, we obtained novel insights from both new and existing datasets encompassing a range of animal and human pathogens belonging to Herpesviridae, Retroviridae, Adenoviridae, Flaviviridae and Orthomyxoviridae families. Subsequent RT-PCR and Sanger sequencings validated the accuracy of the developed bioinformatic tool for a selection of new candidate virus-derived circRNAs. These findings demonstrate that vCircTrappist is an open and unbiased approach for comprehensive identification of virus-derived circRNAs.
Disciplines :
Microbiology
Author, co-author :
Chasseur, Alexis S ; Namur Research Institute for Life Sciences (NARILIS), Integrated Veterinary Research Unit (URVI), University of Namur, Namur, Belgium
Bellefroid, Maxime; Service of Molecular Virology, Department of Molecular Biology (DBM), Université Libre de Bruxelles (ULB), Gosselies, Belgium
Galais, Mathilde; Service of Molecular Virology, Department of Molecular Biology (DBM), Université Libre de Bruxelles (ULB), Gosselies, Belgium
Gong, Meijiao ; Université de Liège - ULiège > Fundamental and Applied Research for Animals and Health (FARAH)
Lombard, Pierre; Namur Research Institute for Life Sciences (NARILIS), Integrated Veterinary Research Unit (URVI), University of Namur, Namur, Belgium
Mathieu, Sarah; Namur Research Institute for Life Sciences (NARILIS), Integrated Veterinary Research Unit (URVI), University of Namur, Namur, Belgium
Pecquet, Amandine; Namur Research Institute for Life Sciences (NARILIS), Integrated Veterinary Research Unit (URVI), University of Namur, Namur, Belgium
Plant, Estelle; Service of Molecular Virology, Department of Molecular Biology (DBM), Université Libre de Bruxelles (ULB), Gosselies, Belgium
Ponsard, Camille; Namur Research Institute for Life Sciences (NARILIS), Integrated Veterinary Research Unit (URVI), University of Namur, Namur, Belgium
Vreux, Laure; Service of Molecular Virology, Department of Molecular Biology (DBM), Université Libre de Bruxelles (ULB), Gosselies, Belgium
Yague-Sanz, Carlo; Namur Research Institute for Life Sciences (NARILIS), Molecular Physiology Research Unit (URPhyM), University of Namur, Namur, Belgium
Dewals, Benjamin G ; Université de Liège - ULiège > Département des maladies infectieuses et parasitaires (DMI) > Immunologie vétérinaire ; Walloon Excellence in Life Sciences and Biotechnology (WELBIO) Department, WEL Research Institute, Wavre, Belgium
Gillet, Nicolas A; Namur Research Institute for Life Sciences (NARILIS), Integrated Veterinary Research Unit (URVI), University of Namur, Namur, Belgium
Muylkens, Benoît; Namur Research Institute for Life Sciences (NARILIS), Integrated Veterinary Research Unit (URVI), University of Namur, Namur, Belgium
Van Lint, Carine M ; Service of Molecular Virology, Department of Molecular Biology (DBM), Université Libre de Bruxelles (ULB), Gosselies, Belgium
Coupeau, Damien; Namur Research Institute for Life Sciences (NARILIS), Integrated Veterinary Research Unit (URVI), University of Namur, Namur, Belgium
F.R.S.-FNRS - Fonds de la Recherche Scientifique Télévie INSERM - French Institute of Health and Medical Research ULB - Université Libre de Bruxelles FRIA - Fonds pour la Formation à la Recherche dans l'Industrie et dans l'Agriculture Fondation Rose et Jean Hoguet Marie Skłodowska-Curie Actions
Funding text :
Funding: This study was funded by the Belgian National Fund for Scientific Research (F.R.S.-FNRS, Belgium) through the Projet de Recherche (PDR) program awarded to BM, BD and CVL [grant number T.0160.23]. This latter PDR program supported PL scholarship. Work in CVL lab was also funded by the T\u00E9l\u00E9vie program of the F.R.S.-FNRS, the International Brachet Stiftung (IBS), the French INSERM agency \u201CANRS/Maladies infectieuses \u00E9mer-gentes\u201D, and the University of Brussels (ULB -Action de Recherche Concert\u00E9e (ARC) grant). Four Fonds pour la Recherche dans l\u2019Indus-trie et l\u2019Agriculture (FRIA) scholarships were awarded to AC [grant number 40014728], MB [grant number 35484055], SM [grant number 40021558], and LV [grant number 40004528], respectively. LV and EP were also supported by a PhD candidate scholarship from the \u201CFondation Rose et Jean Hoguet\u201D. EP was a fellow of the T\u00E9l\u00E9vie program (F.R.S-FNRS) [grant number 7653019F]. A \u201CCharg\u00E9 de Recherches\u201D fellowship was awarded to CY [grant number FC5555]. MG was funded by a post-doctoral fellowship from the EU Marie Sklodowska-Curie COFUND Action [Grant number 801505]. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.This study was funded by the Belgian National Fund for Scientific Research (F.R.S.-FNRS, Belgium) through the Projet de Recherche (PDR) program awarded to BM, BD and CVL [grant number T.0160.23]. This latter PDR program supported PL scholarship. Work in CVL lab was also funded by the T\u00E9l\u00E9vie program of the F.R.S.-FNRS, the International Brachet Stiftung (IBS), the French INSERM agency \u201CANRS/Maladies infectieuses \u00E9mergentes\u201D, and the University of Brussels (ULB - Action de Recherche Concert\u00E9e (ARC) grant). Four Fonds pour la Recherche dans l\u2019Industrie et l\u2019Agriculture (FRIA) scholarships were awarded to AC [grant number 40014728], MB [grant number 35484055], SM [grant number 40021558], and LV [grant number 40004528], respectively. LV and EP were also supported by a PhD candidate scholarship from the \u201CFondation Rose et Jean Hoguet\u201D. EP was a fellow of the T\u00E9l\u00E9vie program (F.R.S-FNRS) [grant number 7653019F]. A \u201CCharg\u00E9 de Recherches\u201D fellowship was awarded to CY [grant number FC5555]. MG was funded by a post-doctoral fellowship from the EU Marie Sklodowska-Curie COFUND Action [Grant number 801505]. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.
Merimi M, Klener P, Szynal M, Cleuter Y, Kerkhofs P, Burny A, et al. Suppression of viral gene expression in bovine leukemia virus-associated B-cell malignancy: interplay of epigenetic modifications leading to chromatin with a repressive histone code. J Virol. 2007;81(11):5929–39. https://doi.org/10.1128/JVI.02606-06 PMID: 17392371
Lejeune N, Poulain F, Willemart K, Blockx Z, Mathieu S, Gillet NA. Infection of Bronchial Epithelial Cells by the Human Adenoviruses A12, B3, and C2 Differently Regulates the Innate Antiviral Effector APOBEC3B. J Virol. 2021;95(13):e0241320. https://doi.org/10.1128/JVI.02413-20 PMID: 33853956
Choudhary A, Madbhagat P, Sreepadmanabh M, Bhardwaj V, Chande A. Circular RNA as an Additional Player in the Conflicts Between the Host and the Virus. Front Immunol. 2021;12:602006. https://doi.org/10.3389/fimmu.2021.602006 PMID: 34122399
Serge Chasseur A, Muylkens B, Coupeau D. The circular life of viruses. Med Sci (Paris). 2023;39(4):344–50. https://doi.org/10.1051/medsci/2023051 PMID: 37094267
Tan K-E, Lim Y-Y. Viruses join the circular RNA world. FEBS J. 2021;288(15):4488–502. https://doi.org/10.1111/febs.15639 PMID: 33236482
Tagawa T, Kopardé VN, Ziegelbauer JM. Identifying and characterizing virus-encoded circular RNAs. Methods. 2021;196:129–37. https://doi.org/10.1016/j.ymeth.2021.03.004 PMID: 33713796
Zhao J, Lee EE, Kim J, Yang R, Chamseddin B, Ni C, et al. Transforming activity of an oncoprotein-encoding circular RNA from human papillomavirus. Nat Commun. 2019;10(1):2300. https://doi.org/10.1038/s41467-019-10246-5 PMID: 31127091
Ge J, Wang J, Xiong F, Jiang X, Zhu K, Wang Y, et al. Epstein-Barr Virus-Encoded Circular RNA CircBART2.2 Promotes Immune Escape of Nasopharyngeal Carcinoma by Regulating PD-L1. Cancer Res. 2021;81(19):5074–88. https://doi.org/10.1158/0008-5472.CAN-20-4321 PMID: 34321242
Gong L-P, Chen J-N, Dong M, Xiao Z-D, Feng Z-Y, Pan Y-H, et al. Epstein-Barr virus-derived circular RNA LMP2A induces stemness in EBV-associated gastric cancer. EMBO Rep. 2020;21(10):e49689. https://doi.org/10.15252/embr.201949689 PMID: 32790025
Zhu C, Wang J, Du Y, Li C, Hao M, Zhang Y, et al. Influenza A virus H1N1-derived circNP37 positively regulates viral replication by sponging host miR-361-5p. 2023. https://doi.org/10.1101/2023.09.04.556164
Cao QM, Boonchuen P, Chen T-C, Lei S, Somboonwiwat K, Sarnow P. Virus-derived circular RNAs populate hepatitis C virus-infected cells. Proc Natl Acad Sci U S A. 2024;121(7):e2313002121. https://doi.org/10.1073/pnas.2313002121 PMID: 38319965
Cai Z, Lu C, He J, Liu L, Zou Y, Zhang Z, et al. Identification and characterization of circRNAs encoded by MERS-CoV, SARS-CoV-1 and SARSCoV-2. Brief Bioinform. 2021;22(2):1297–308. https://doi.org/10.1093/bib/bbaa334 PMID: 33757279
Pan J, Zhang X, Zhang Y, Yan B, Dai K, Zhu M, et al. Grass carp reovirus encoding circular RNAs with antiviral activity. Aquaculture. 2021;533:736135. https://doi.org/10.1016/j.aquaculture.2020.736135
Yao W, Pan J, Liu Z, Dong Z, Liang M, Xia S, et al. The Cellular and Viral circRNAome Induced by Respiratory Syncytial Virus Infection. mBio. 2021;12(6):e0307521. https://doi.org/10.1128/mBio.03075-21 PMID: 34872355
Zhang Y, Zhang X, Dai K, Zhu M, Liang Z, Pan J, et al. Bombyx mori Akirin hijacks a viral peptide vSP27 encoded by BmCPV circRNA and activates the ROS-NF-κB pathway against viral infection. Int J Biol Macromol. 2022;194:223–32. https://doi.org/10.1016/j.ijbiomac.2021.11.201 PMID: 34875309
Chasseur AS, Trozzi G, Istasse C, Petit A, Rasschaert P, Denesvre C, et al. Marek’s Disease Virus Virulence Genes Encode Circular RNAs. J Virol. 2022;96(9):e0032122. https://doi.org/10.1128/jvi.00321-22 PMID: 35412345
Yang S, Cruz-Cosme R, Cao D, Zhou H, Wu S, Huang J, et al. Murine Hepatitis Virus Exoribonuclease nsp14 Is Required for the Biogenesis of Viral Circular RNAs. Microbiol Spectr. 2023;11(3):e0446022. https://doi.org/10.1128/spectrum.04460-22 PMID: 37184400
Chen L, Wang C, Sun H, Wang J, Liang Y, Wang Y, et al. The bioinformatics toolbox for circRNA discovery and analysis. Brief Bioinform. 2021;22(2):1706–28. https://doi.org/10.1093/bib/bbaa001 PMID: 32103237
Gao Y, Zhang J, Zhao F. Circular RNA identification based on multiple seed matching. Brief Bioinform. 2018;19(5):803–10. https://doi.org/10.1093/bib/bbx014 PMID: 28334140
Memczak S, Jens M, Elefsinioti A, Torti F, Krueger J, Rybak A, et al. Circular RNAs are a large class of animal RNAs with regulatory potency. Nature. 2013;495(7441):333–8. https://doi.org/10.1038/nature11928 PMID: 23446348
Westholm JO, Miura P, Olson S, Shenker S, Joseph B, Sanfilippo P, et al. Genome-wide analysis of drosophila circular RNAs reveals their structural and sequence properties and age-dependent neural accumulation. Cell Rep. 2014;9(5):1966–80. https://doi.org/10.1016/j.celrep.2014.10.062 PMID: 25544350
Fu P, Cai Z, Zhang Z, Meng X, Peng Y. An updated database of virus circular RNAs provides new insights into the biogenesis mechanism of the molecule. Emerg Microbes Infect. 2023;12(2):2261558. https://doi.org/10.1080/22221751.2023.2261558 PMID: 37725485
Vautherot J-F, Jean C, Fragnet-Trapp L, Rémy S, Chabanne-Vautherot D, Montillet G, et al. ESCDL-1, a new cell line derived from chicken embryonic stem cells, supports efficient replication of Mardiviruses. PLoS One. 2017;12(4):e0175259. https://doi.org/10.1371/journal.pone.0175259 PMID: 28406989
Bertzbach LD, van Haarlem DA, Härtle S, Kaufer BB, Jansen CA. Marek’s Disease Virus Infection of Natural Killer Cells. Microorganisms. 2019;7(12):588. https://doi.org/10.3390/microorganisms7120588 PMID: 31757008
Van Den Broeke A, Bagnis C, Ciesiolka M, Cleuter Y, Gelderblom H, Kerkhofs P, et al. In vivo rescue of a silent tax-deficient bovine leukemia virus from a tumor-derived ovine B-cell line by recombination with a retrovirally transduced wild-type tax gene. J Virol. 1999;73(2):1054–65. https://doi.org/10.1128/JVI.73.2.1054-1065.1999 PMID: 9882306
Merimi M, Klener P, Szynal M, Cleuter Y, Bagnis C, Kerkhofs P, et al. Complete suppression of viral gene expression is associated with the onset and progression of lymphoid malignancy: observations in Bovine Leukemia Virus-infected sheep. Retrovirology. 2007;4:51. https://doi.org/10.1186/1742-4690-4-51 PMID: 17645797
Kettmann R, Cleuter Y, Gregoire D, Burny A. Role of the 3’ long open reading frame region of bovine leukemia virus in the maintenance of cell transformation. J Virol. 1985;54(3):899–901. https://doi.org/10.1128/JVI.54.3.899-901.1985 PMID: 2987544
Van den Broeke A, Cleuter Y, Chen G, Portetelle D, Mammerickx M, Zagury D, et al. Even transcriptionally competent proviruses are silent in bovine leukemia virus-induced sheep tumor cells. Proc Natl Acad Sci U S A. 1988;85(23):9263–7. https://doi.org/10.1073/pnas.85.23.9263 PMID: 2848258
Willems L, Portetelle D, Kerkhofs P, Chen G, Burny A, Mammerickx M, et al. In vivo transfection of bovine leukemia provirus into sheep. Virology. 1992;189(2):775–7. https://doi.org/10.1016/0042-6822(92)90604-n PMID: 1322602
Lejeune N, Mathieu S, Decloux A, Poulain F, Blockx Z, Raymond KA, et al. The APOBEC3B cytidine deaminase is an adenovirus restriction factor. PLoS Pathog. 2023;19(2):e1011156. https://doi.org/10.1371/journal.ppat.1011156 PMID: 36745676
Palmeira L, Sorel O, Van Campe W, Boudry C, Roels S, Myster F, et al. An essential role for γ-herpesvirus latency-associated nuclear antigen homolog in an acute lymphoproliferative disease of cattle. Proc Natl Acad Sci U S A. 2013;110(21):E1933-42. https://doi.org/10.1073/pnas.1216531110 PMID: 23630278
Sorel O, Tuddenham L, Myster F, Palmeira L, Kerkhofs P, Pfeffer S, et al. Small RNA deep sequencing identifies viral microRNAs during malignant catarrhal fever induced by alcelaphine herpesvirus 1. J Gen Virol. 2015;96(11):3360–72. https://doi.org/10.1099/jgv.0.000272 PMID: 26329753
Min J, Li Y, Li X, Wang M, Li H, Bi Y, et al. The circRNA circVAMP3 restricts influenza A virus replication by interfering with NP and NS1 proteins. PLoS Pathog. 2023;19(8):e1011577. https://doi.org/10.1371/journal.ppat.1011577 PMID: 37603540
Yang T, Qiu L, Bai M, Wang L, Hu X, Huang L, et al. Identification, biogenesis and function prediction of novel circRNA during the chicken ALV-J infection. Anim Biotechnol. 2022;33(5):981–91. https://doi.org/10.1080/10495398.2020.1856125 PMID: 33325776
Li Y, Ashraf U, Chen Z, Zhou D, Imran M, Ye J, et al. Genome-wide profiling of host-encoded circular RNAs highlights their potential role during the Japanese encephalitis virus-induced neuroinflammatory response. BMC Genomics. 2020;21(1):409. https://doi.org/10.1186/s12864-020-06822-5 PMID: 32552669
Li H, Durbin R. Fast and accurate short read alignment with Burrows-Wheeler transform. Bioinformatics. 2009;25(14):1754–60. https://doi.org/10.1093/bioinformatics/btp324 PMID: 19451168
Bolger AM, Lohse M, Usadel B. Trimmomatic: a flexible trimmer for Illumina sequence data. Bioinformatics. 2014;30(15):2114–20. https://doi.org/10.1093/bioinformatics/btu170 PMID: 24695404
Bushnell B. BBMap. 2015. https://sourceforge.net/projects/bbmap/
Danecek P, Bonfield JK, Liddle J, Marshall J, Ohan V, Pollard MO, et al. Twelve years of SAMtools and BCFtools. Gigascience. 2021;10(2):giab008. https://doi.org/10.1093/gigascience/giab008 PMID: 33590861
Dremel SE, Koparde VN, Arbuckle JH, Hogan CH, Kristie TM, Krug LT, et al. Noncanonical circRNA biogenesis driven by alpha and gamma herpesviruses. EMBO J. 2025;44(8):2323–52. https://doi.org/10.1038/s44318-025-00398-0 PMID: 40033018
Tagawa T, Gao S, Koparde VN, Gonzalez M, Spouge JL, Serquiña AP, et al. Discovery of Kaposi’s sarcoma herpesvirus-encoded circular RNAs and a human antiviral circular RNA. Proc Natl Acad Sci U S A. 2018;115(50):12805–10. https://doi.org/10.1073/pnas.1816183115 PMID: 30455306
Sorel O, Dewals BG. The Critical Role of Genome Maintenance Proteins in Immune Evasion During Gammaherpesvirus Latency. Front Microbiol. 2019;9:3315. https://doi.org/10.3389/fmicb.2018.03315 PMID: 30687291
Ungerleider NA, Jain V, Wang Y, Maness NJ, Blair RV, Alvarez X, et al. Comparative Analysis of Gammaherpesvirus Circular RNA Repertoires: Conserved and Unique Viral Circular RNAs. J Virol. 2019;93(6):e01952-18. https://doi.org/10.1128/JVI.01952-18 PMID: 30567979
Cantello JL, Anderson AS, Morgan RW. Identification of latency-associated transcripts that map antisense to the ICP4 homolog gene of Marek’s disease virus. J Virol. 1994;68(10):6280–90. https://doi.org/10.1128/JVI.68.10.6280-6290.1994 PMID: 8083968
Mador N, Goldenberg D, Cohen O, Panet A, Steiner I. Herpes simplex virus type 1 latency-associated transcripts suppress viral replication and reduce immediate-early gene mRNA levels in a neuronal cell line. J Virol. 1998;72(6):5067–75. https://doi.org/10.1128/JVI.72.6.5067-5075.1998 PMID: 9573277
Depledge DP, Ouwendijk WJD, Sadaoka T, Braspenning SE, Mori Y, Cohrs RJ, et al. A spliced latency-associated VZV transcript maps antisense to the viral transactivator gene 61. Nat Commun. 2018;9(1):1167. https://doi.org/10.1038/s41467-018-03569-2 PMID: 29563516
Ungerleider N, Concha M, Lin Z, Roberts C, Wang X, Cao S, et al. The Epstein Barr virus circRNAome. PLoS Pathog. 2018;14(8):e1007206. https://doi.org/10.1371/journal.ppat.1007206 PMID: 30080890
Zhang Y, Zhu M, Pan J, Qiu Q, Tong X, Hu X, et al. BmCPV replication is suppressed by the activation of the NF-κB/autophagy pathway through the interaction of vsp21 translated by vcircRNA_000048 with ubiquitin carboxyl-terminal hydrolase. Insect Biochem Mol Biol. 2023;156:103947. https://doi.org/10.1016/j.ibmb.2023.103947 PMID: 37086910
Robic A, Kühn C. Beyond Back Splicing, a Still Poorly Explored World: Non-Canonical Circular RNAs. Genes (Basel). 2020;11(9):1111. https://doi.org/10.3390/genes11091111 PMID: 32972011
Liu X, Hu Z, Zhou J, Tian C, Tian G, He M, et al. Interior circular RNA. RNA Biol. 2020;17(1):87–97. https://doi.org/10.1080/15476286.2019.166939 1 PMID: 31532701
Harwig A, Landick R, Berkhout B. The Battle of RNA Synthesis: Virus versus Host. Viruses. 2017;9(10):309. https://doi.org/10.3390/v9100309 PMID: 29065472