Diversity of RNA Viruses in Declining Mediterranean Forests
Abstract
1. Introduction
2. Materials and Methods
2.1. Sampling Sites and Procedure
2.2. Sample Processing and Sequencing
2.3. Bioinformatic Analysis
3. Results
3.1. Taxonomy and Distribution of RdRPs
3.2. Phylogeny of RdRPs
4. Discussion
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
Abbreviations
| MPs | Movement proteins |
| PDA | Potato dextrose agar |
| RdRP | RNA-dependent RNA polymerase |
| RNA | Ribonucleic acid |
| ssRNA | Single-stranded ribonucleic acid |
References
- Hou, X.; He, Y.; Fang, P.; Mei, S.-Q.; Xu, Z.; Wu, W.-C.; Tian, J.-H.; Zhang, S.; Zeng, Z.-Y.; Gou, Q.-Y.; et al. Using Artificial Intelligence to Document the Hidden RNA Virosphere. Cell 2024, 187, 6929–6942.e16. [Google Scholar] [CrossRef] [PubMed]
- Neri, U.; Wolf, Y.I.; Roux, S.; Camargo, A.P.; Lee, B.; Kazlauskas, D.; Chen, I.M.; Ivanova, N.; Zeigler Allen, L.; Paez-Espino, D.; et al. Expansion of the Global RNA Virome Reveals Diverse Clades of Bacteriophages. Cell 2022, 185, 4023–4037.e18. [Google Scholar] [CrossRef] [PubMed]
- Rumbou, A.; Vainio, E.J.; Büttner, C. Towards the Forest Virome: High-Throughput Sequencing Drastically Expands Our Understanding on Virosphere in Temperate Forest Ecosystems. Microorganisms 2021, 9, 1730. [Google Scholar] [CrossRef] [PubMed]
- Bejerman, N.; Debat, H.; Dietzgen, R.G. The Plant Negative-Sense RNA Virosphere: Virus Discovery Through New Eyes. Front. Microbiol. 2020, 11, 588427. [Google Scholar] [CrossRef] [PubMed]
- Rehanek, M.; Karlin, D.G.; Bandte, M.; Al Kubrusli, R.; Nourinejhad Zarghani, S.; Candresse, T.; Büttner, C.; von Bargen, S. The Complex World of Emaraviruses—Challenges, Insights, and Prospects. Forests 2022, 13, 1868. [Google Scholar] [CrossRef]
- van Diepeningen, A.D. Biocontrol via Mycoviruses: A Neglected Option for Bioprotection? In Microbial Bioprotectants for Plant Disease Managemen; Köhl, J., Ravensberg, W., Eds.; Burleigh Dodds Science Publishing: Cambridge, UK, 2021; pp. 541–584. [Google Scholar] [CrossRef]
- Linnakoski, R.; Sutela, S.; Coetzee, M.P.A.; Duong, T.A.; Pavlov, I.N.; Litovka, Y.A.; Hantula, J.; Wingfield, B.D.; Vainio, E.J. Armillaria Root Rot Fungi Host Single-Stranded RNA Viruses. Sci. Rep. 2021, 11, 7336. [Google Scholar] [CrossRef] [PubMed]
- Shamsi, W.; Heinzelmann, R.; Ulrich, S.; Kondo, H.; Cornejo, C. Decoding the RNA Virome of the Tree Parasite Armillaria Provides New Insights into the Viral Community of Soil-borne Fungi. Environ. Microbiol. 2024, 26, e16583. [Google Scholar] [CrossRef] [PubMed]
- Lu, X.; Dai, Z.; Xue, J.; Li, W.; Ni, P.; Xu, J.; Zhou, C.; Zhang, W. Discovery of Novel RNA Viruses through Analysis of Fungi-Associated next-Generation Sequencing Data. BMC Genom. 2024, 25, 517. [Google Scholar] [CrossRef] [PubMed]
- Lefeuvre, P.; Martin, D.P.; Elena, S.F.; Shepherd, D.N.; Roumagnac, P.; Varsani, A. Evolution and Ecology of Plant Viruses. Nat. Rev. Microbiol. 2019, 17, 632–644. [Google Scholar] [CrossRef] [PubMed]
- Nerva, L.; Varese, G.C.; Falk, B.W.; Turina, M. Mycoviruses of an Endophytic Fungus Can Replicate in Plant Cells: Evolutionary Implications. Sci. Rep. 2017, 7, 1908. [Google Scholar] [CrossRef] [PubMed]
- Andika, I.B.; Wei, S.; Cao, C.; Salaipeth, L.; Kondo, H.; Sun, L. Phytopathogenic Fungus Hosts a Plant Virus: A Naturally Occurring Cross-Kingdom Viral Infection. Proc. Natl. Acad. Sci. USA 2017, 114, 12267–12272. [Google Scholar] [CrossRef] [PubMed]
- Bian, R.; Andika, I.B.; Pang, T.; Lian, Z.; Wei, S.; Niu, E.; Wu, Y.; Kondo, H.; Liu, X.; Sun, L. Facilitative and Synergistic Interactions between Fungal and Plant Viruses. Proc. Natl. Acad. Sci. USA 2020, 117, 3779–3788. [Google Scholar] [CrossRef] [PubMed]
- Dai, R.; Yang, S.; Pang, T.; Tian, M.; Wang, H.; Zhang, D.; Wu, Y.; Kondo, H.; Andika, I.B.; Kang, Z.; et al. Identification of a Negative-Strand RNA Virus with Natural Plant and Fungal Hosts. Proc. Natl. Acad. Sci. USA 2024, 121, e2319582121. [Google Scholar] [CrossRef] [PubMed]
- Whitfield, A.E.; Falk, B.W.; Rotenberg, D. Insect Vector-Mediated Transmission of Plant Viruses. Virology 2015, 479–480, 278–289. [Google Scholar] [CrossRef] [PubMed]
- Feng, K.-H.; Qi, Y.-H.; Ye, Z.-X.; Li, T.; Jiao, G.-Y.; Zhang, C.-X.; Chen, J.-P.; Lu, G.; Li, J.-M. Diversity and evolution analysis of RNA viruses in three wheat aphid species. BMC Genom. 2025, 26, 353. [Google Scholar] [CrossRef] [PubMed]
- Jakubowska, A.; Nalcacioglu, R.; Millán-Leiva, A.; Sanz-Carbonell, A.; Muratoglu, H.; Herrero, S.; Demirbag, Z. In Search of Pathogens: Transcriptome-Based Identification of Viral Sequences from the Pine Processionary Moth (Thaumetopoea pityocampa). Viruses 2015, 7, 456–479. [Google Scholar] [CrossRef] [PubMed]
- Paraskevopoulou, S.; Käfer, S.; Zirkel, F.; Donath, A.; Petersen, M.; Liu, S.; Zhou, X.; Drosten, C.; Misof, B.; Junglen, S. Viromics of Extant Insect Orders Unveil the Evolution of the Flavi-like Superfamily. Virus Evol. 2021, 7, veab030. [Google Scholar] [CrossRef] [PubMed]
- Newbold, T.; Oppenheimer, P.; Etard, A.; Williams, J.J. Tropical and Mediterranean Biodiversity Is Disproportionately Sensitive to Land-Use and Climate Change. Nat. Ecol. Evol. 2020, 4, 1630–1638. [Google Scholar] [CrossRef] [PubMed]
- Nunes, L.J.R.; Meireles, C.I.R.; Gomes, C.J.P.; Ribeiro, N.M.C.A. The Impact of Climate Change on Forest Development: A Sustainable Approach to Management Models Applied to Mediterranean-Type Climate Regions. Plants 2021, 11, 69. [Google Scholar] [CrossRef] [PubMed]
- Arjona-Lopez, J.M.; Telengech, P.; Jamal, A.; Hisano, S.; Kondo, H.; Yelin, M.D.; Arjona-Girona, I.; Kanematsu, S.; Lopez-Herrera, C.J.; Suzuki, N. Novel, Diverse RNA Viruses from Mediterranean Isolates of the Phytopathogenic Fungus, Rosellinia necatrix: Insights into Evolutionary Biology of Fungal Viruses. Environ. Microbiol. 2018, 20, 1464–1483. [Google Scholar] [CrossRef] [PubMed]
- Wilcox, B.A.; Ellis, B. Forests and Emerging Infectious Diseases of Humans. Unasylva 2006, 57, 11–18. [Google Scholar]
- Mackay, I.M.; Arden, K.E. Mayaro Virus: A Forest Virus Primed for a Trip to the City? Microbes Infect. 2016, 18, 724–734. [Google Scholar] [CrossRef] [PubMed]
- Martin, M. Cutadapt Removes Adapter Sequences from High-Throughput Sequencing Reads. EMBnet. J. 2011, 17, 10. [Google Scholar] [CrossRef]
- Prjibelski, A.; Antipov, D.; Meleshko, D.; Lapidus, A.; Korobeynikov, A. Using SPAdes De Novo Assembler. Curr. Protoc. Bioinform. 2020, 70, e102. [Google Scholar] [CrossRef] [PubMed]
- Babaian, A.; Edgar, R. Ribovirus Classification by a Polymerase Barcode Sequence. PeerJ 2022, 10, e14055. [Google Scholar] [CrossRef] [PubMed]
- Charon, J.; Buchmann, J.P.; Sadiq, S.; Holmes, E.C. RdRp-Scan: A Bioinformatic Resource to Identify and Annotate Divergent RNA Viruses in Metagenomic Sequence Data. Virus Evol. 2022, 8, veac082. [Google Scholar] [CrossRef] [PubMed]
- Buchfink, B.; Reuter, K.; Drost, H.-G. Sensitive Protein Alignments at Tree-of-Life Scale Using DIAMOND. Nat. Methods 2021, 18, 366–368. [Google Scholar] [CrossRef] [PubMed]
- Katoh, K.; Rozewicki, J.; Yamada, K.D. MAFFT Online Service: Multiple Sequence Alignment, Interactive Sequence Choice and Visualization. Brief. Bioinform. 2019, 20, 1160–1166. [Google Scholar] [CrossRef] [PubMed]
- Nguyen, L.-T.; Schmidt, H.A.; von Haeseler, A.; Minh, B.Q. IQ-TREE: A Fast and Effective Stochastic Algorithm for Estimating Maximum-Likelihood Phylogenies. Mol. Biol. Evol. 2015, 32, 268–274. [Google Scholar] [CrossRef] [PubMed]
- Hoang, D.T.; Chernomor, O.; von Haeseler, A.; Minh, B.Q.; Vinh, L.S. UFBoot2: Improving the Ultrafast Bootstrap Approximation. Mol. Biol. Evol. 2018, 35, 518–522. [Google Scholar] [CrossRef] [PubMed]
- Kalyaanamoorthy, S.; Minh, B.Q.; Wong, T.K.F.; von Haeseler, A.; Jermiin, L.S. ModelFinder: Fast Model Selection for Accurate Phylogenetic Estimates. Nat. Methods 2017, 14, 587–589. [Google Scholar] [CrossRef] [PubMed]
- R Core Team. R: A Language and Environment for Statistical Computing, Vienna, Austria. Available online: https://www.R-project.org/ (accessed on 11 May 2026).
- Yu, G. Using Ggtree to Visualize Data on Tree-Like Structures. Curr. Protoc. Bioinform. 2020, 69, e96. [Google Scholar] [CrossRef] [PubMed]
- Zhou, L.; Feng, T.; Xu, S.; Gao, F.; Lam, T.T.; Wang, Q.; Wu, T.; Huang, H.; Zhan, L.; Li, L.; et al. Ggmsa: A Visual Exploration Tool for Multiple Sequence Alignment and Associated Data. Brief. Bioinform. 2022, 23, bbac222. [Google Scholar] [CrossRef] [PubMed]
- Charif, D.; Lobry, J.R.; Necsulea, A.; Palmeira, L.; Penel, S.; Perriere, G.; Penel, M.S. Seqinr: Biological Sequences Retrieval and Analysis. Available online: https://seqinr.r-forge.r-project.org/ (accessed on 11 May 2026).
- Wheeler, T.J.; Clements, J.; Finn, R.D. Skylign: A Tool for Creating Informative, Interactive Logos Representing Sequence Alignments and Profile Hidden Markov Models. BMC Bioinform. 2014, 15, 7. [Google Scholar] [CrossRef] [PubMed]
- Faizah, A.N.; Kobayashi, D.; Isawa, H.; Amoa-Bosompem, M.; Murota, K.; Higa, Y.; Futami, K.; Shimada, S.; Kim, K.S.; Itokawa, K.; et al. Deciphering the Virome of Culex Vishnui Subgroup Mosquitoes, the Major Vectors of Japanese Encephalitis, in Japan. Viruses 2020, 12, 264. [Google Scholar] [CrossRef] [PubMed]
- Wu, Z.; Yang, L.; Ren, X.; He, G.; Zhang, J.; Yang, J.; Qian, Z.; Dong, J.; Sun, L.; Zhu, Y.; et al. Deciphering the Bat Virome Catalog to Better Understand the Ecological Diversity of Bat Viruses and the Bat Origin of Emerging Infectious Diseases. ISME J. 2016, 10, 609–620. [Google Scholar] [CrossRef] [PubMed]
- Hurwitz, B.L.; Sullivan, M.B. The Pacific Ocean Virome (POV): A Marine Viral Metagenomic Dataset and Associated Protein Clusters for Quantitative Viral Ecology. PLoS ONE 2013, 8, e57355. [Google Scholar] [CrossRef] [PubMed]
- Daugrois, J.H.; Filloux, D.; Julian, C.; Claude, L.; Ferdinand, R.; Fernandez, E.; Fontes, H.; Rott, P.C.; Roumagnac, P. Comparison of the Virome of Quarantined Sugarcane Varieties and the Virome of Grasses Growing near the Quarantine Station. Viruses 2021, 13, 922. [Google Scholar] [CrossRef] [PubMed]
- Ma, Y.; Fort, T.; Marais, A.; Lefebvre, M.; Theil, S.; Vacher, C.; Candresse, T. Leaf-associated Fungal and Viral Communities of Wild Plant Populations Differ between Cultivated and Natural Ecosystems. Plant-Environ. Interact. 2021, 2, 87–99. [Google Scholar] [CrossRef] [PubMed]
- Médail, F.; Monnet, A.-C.; Pavon, D.; Nikolic, T.; Dimopoulos, P.; Bacchetta, G.; Arroyo, J.; Barina, Z.; Albassatneh, M.C.; Domina, G.; et al. What Is a Tree in the Mediterranean Basin Hotspot? A Critical Analysis. For. Ecosyst. 2019, 6, 17. [Google Scholar] [CrossRef]
- Koonin, E.V.; Dolja, V.V.; Krupovic, M. Origins and Evolution of Viruses of Eukaryotes: The Ultimate Modularity. Virology 2015, 479–480, 2–25. [Google Scholar] [CrossRef] [PubMed]
- Wolf, Y.I.; Kazlauskas, D.; Iranzo, J.; Lucía-Sanz, A.; Kuhn, J.H.; Krupovic, M.; Dolja, V.V.; Koonin, E.V. Origins and Evolution of the Global RNA Virome. mBio 2018, 9, 10–1128. [Google Scholar] [CrossRef] [PubMed]
- Moreno, G.; Gonzalez-Bornay, G.; Pulido, F.; Lopez-Diaz, M.L.; Bertomeu, M.; Juárez, E.; Diaz, M. Exploring the Causes of High Biodiversity of Iberian Dehesas: The Importance of Wood Pastures and Marginal Habitats. Agrofor. Syst. 2016, 90, 87–105. [Google Scholar] [CrossRef]
- Rodríguez-Rojo, M.; Roig, S.; López-Carrasco, C.; Redondo García, M.; Sánchez-Mata, D. Which Factors Favour Biodiversity in Iberian Dehesas? Sustainability 2022, 14, 2345. [Google Scholar] [CrossRef]
- Chiapello, M.; Rodríguez-Romero, J.; Ayllón, M.A.; Turina, M. Analysis of the Virome Associated to Grapevine Downy Mildew Lesions Reveals New Mycovirus Lineages. Virus Evol. 2020, 6, veaa058. [Google Scholar] [CrossRef] [PubMed]
- Wang, Q.; Mu, F.; Xie, J.; Cheng, J.; Fu, Y.; Jiang, D. A Single SsRNA Segment Encoding RdRp Is Sufficient for Replication, Infection, and Transmission of Ourmia-Like Virus in Fungi. Front. Microbiol. 2020, 11, 379. [Google Scholar] [CrossRef] [PubMed]
- Rastgou, M.; Habibi, M.K.; Izadpanah, K.; Masenga, V.; Milne, R.G.; Wolf, Y.I.; Koonin, E.V.; Turina, M. Molecular Characterization of the Plant Virus Genus Ourmiavirus and Evidence of Inter-Kingdom Reassortment of Viral Genome Segments as Its Possible Route of Origin. J. Gen. General Virol. 2009, 90, 2525–2535. [Google Scholar] [CrossRef] [PubMed]
- Ayllón, M.A.; Turina, M.; Xie, J.; Nerva, L.; Marzano, S.-Y.L.; Donaire, L.; Jiang, D.; Consortium, I.R. ICTV Virus Taxonomy Profile: Botourmiaviridae. J. Gen. General Virol. 2020, 101, 454–455. [Google Scholar] [CrossRef] [PubMed]
- de Rezende, R.R.; de Oliveira Souza, F.; Leal, L.L.; Morgan, T.; Bermudez, J.M.M.; Cascardo, R.d.S.; de Barros, D.R.; Alfenas-Zerbini, P. Characterization of a New Mitovirus Infecting the Phytopathogenic Fungus Microdochium albescens. Arch. Virol. 2021, 166, 3455–3459. [Google Scholar] [CrossRef] [PubMed]
- Hillman, B.I.; Cai, G. The Family Narnaviridae. In Advances in Virus Research; Ghabrial, S.A., Ed.; Academic Press: Cambridge, MA, USA, 2013; Volume 86, pp. 149–176. [Google Scholar] [CrossRef] [PubMed]
- Hong, Y.; Cole, T.E.; Brasier, C.M.; Buck, K.W. Evolutionary Relationships among Putative RNA-Dependent RNA Polymerases Encoded by a Mitochondrial Virus-like RNA in the Dutch Elm Disease Fungus, Ophiostoma novo-ulmi, by Other Viruses and Virus-like RNAs and by The Arabidopsis Mitochondrial Genome. Virology 1998, 246, 158–169. [Google Scholar] [CrossRef] [PubMed]
- Marienfeld, J.; Unseld, M.; Brennicke, A. The Mitochondrial Genome of Arabidopsis Is Composed of Both Native and Immigrant Information. Trends Plant Sci. 1999, 4, 495–502. [Google Scholar] [CrossRef] [PubMed]
- Cross, S.T.; Brehm, A.L.; Dunham, T.J.; Rodgers, C.P.; Keene, A.H.; Borlee, G.I.; Stenglein, M.D. Galbut Virus Infection Minimally Influences Drosophila melanogaster Fitness Traits in a Strain and Sex-Dependent Manner. Viruses 2023, 15, 539. [Google Scholar] [CrossRef] [PubMed]
- Yin, H.; Wan, D.; Chen, H. Metagenomic Analysis of Viral Diversity and a Novel Astroviruse of Forest Rodent. Virol. J. 2022, 19, 138. [Google Scholar] [CrossRef] [PubMed]
- Lappe, R.R.; Elmore, M.G.; Lozier, Z.R.; Jander, G.; Miller, W.A.; Whitham, S.A. Metagenomic Identification of Novel Viruses of Maize and Teosinte in North America. BMC Genom. 2022, 23, 767. [Google Scholar] [CrossRef] [PubMed]
- Botella, L.; Jung, M.H.; Rost, M.; Jung, T. Natural Populations from the Phytophthora Palustris Complex Show a High Diversity and Abundance of SsRNA and DsRNA Viruses. J. Fungi 2022, 8, 1118. [Google Scholar] [CrossRef] [PubMed]
- Erickson, A.; Falk, B.W. Dissecting Dynamic Plant Virus Synergism in Mixed Infections of Poleroviruses, Umbraviruses, and Tombusvirus-like Associated RNAs. Front. Microbiol. 2023, 14, 1223265. [Google Scholar] [CrossRef] [PubMed]
- Sõmera, M.; Fargette, D.; Hébrard, E.; Sarmiento, C. ICTV Virus Taxonomy Profile: Solemoviridae 2021. J. Gen. Virol. 2021, 102, 001707. [Google Scholar] [CrossRef] [PubMed]
- Dezordi, F.Z.; Vasconcelos, C.R.d.S.; Rezende, A.M.; Wallau, G.L. In and Outs of Chuviridae Endogenous Viral Elements: Origin of a Potentially New Retrovirus and Signature of Ancient and Ongoing Arms Race in Mosquito Genomes. Front. Genet. 2020, 11, 542437. [Google Scholar] [CrossRef] [PubMed]
- Kotta-Loizou, I.; Coutts, R.H.A. ICTV Virus Taxonomy Profile: Polymycoviridae 2022. J. Gen. Virol. 2022, 103, 001747. [Google Scholar] [CrossRef] [PubMed]
- Hough, B.; Steenkamp, E.; Wingfield, B.; Read, D. Fungal Viruses Unveiled: A Comprehensive Review of Mycoviruses. Viruses 2023, 15, 1202, Correction in Viruses 2024, 16, 632. [Google Scholar] [CrossRef] [PubMed]




| Location | Province | Characteristics | Sampled Species |
|---|---|---|---|
| La Alamedilla | Salamanca | Elevation: 756 m Rainfall: 600–854 mm | Quercus ilex |
| Las Médulas | León | Elevation: 511 m Rainfall: 400–500 mm | Castanea sativa |
| Villafranca del Bierzo | León | Elevation: 505 m Rainfall: 400–500 mm | Pinus radiata |
| Phylum | Class | Order | Family | Genus | Species | Not Assigned 1 | Unknown 2 |
|---|---|---|---|---|---|---|---|
| 4 | 14 | 12 | 67 | 20 | 5 | 22 | 2 |
| ssRNA(+) | ssRNA(−) | dsRNA | |
|---|---|---|---|
| Family (-viridae) | Botourmia- Dicistro- Endorna- Fusari- Hypo- Ifla- Mito- Narna- Sinhali- Solemo- Tombus- | Chu- Phenui- | Chryso- Partiti- Polymyco- Toti- |
| Genus (-virus) | Alphanoda- Alphanecro- Mito- Narna- Ourmia- | Alphacryso- Betapartiti- Botybirna- Victori- | |
| Virus detected | Black queen cell virus Deformed wing virus Lake Sinai virus Lake Sinai virus 2 Hubei picorna-like virus 15 |
| Tree | Fungi from Tree | Arthropod | Fungi from Arthropod | |
|---|---|---|---|---|
| Chestnut | 1 | 2 | 11 | 9 |
| Pine | 16 | 7 | 9 | 7 |
| Holm oak | 51 | 14 | 11 | 8 |
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Diez-Hermano, S.; Diez-Galán, A.; Pérez-Alonso, P.L.; Morel, W.A.; Niño-Sanchez, J.; de la Peña, M.; Díez, J.J. Diversity of RNA Viruses in Declining Mediterranean Forests. Microorganisms 2026, 14, 1445. https://doi.org/10.3390/microorganisms14071445
Diez-Hermano S, Diez-Galán A, Pérez-Alonso PL, Morel WA, Niño-Sanchez J, de la Peña M, Díez JJ. Diversity of RNA Viruses in Declining Mediterranean Forests. Microorganisms. 2026; 14(7):1445. https://doi.org/10.3390/microorganisms14071445
Chicago/Turabian StyleDiez-Hermano, Sergio, Alba Diez-Galán, Pedro Luis Pérez-Alonso, Wilson Acosta Morel, Jonatan Niño-Sanchez, Marcos de la Peña, and Julio Javier Díez. 2026. "Diversity of RNA Viruses in Declining Mediterranean Forests" Microorganisms 14, no. 7: 1445. https://doi.org/10.3390/microorganisms14071445
APA StyleDiez-Hermano, S., Diez-Galán, A., Pérez-Alonso, P. L., Morel, W. A., Niño-Sanchez, J., de la Peña, M., & Díez, J. J. (2026). Diversity of RNA Viruses in Declining Mediterranean Forests. Microorganisms, 14(7), 1445. https://doi.org/10.3390/microorganisms14071445

