ArticlemBio2013
A strategy to estimate unknown viral diversity in mammals.
Article in mBio, 2013. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 216 papers, 2 of them syntheses that pooled it.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
216 citing papers in PubMed, 2 syntheses or guidelines pooled it, 419 citations in OpenAlex.
- Systematic review of health risk assessment in Africa's bushmeat trade: Are there any risks assessed?PLoS neglected tropical diseases · 2026Pooled it
- Viral Co-Infection in Bats: A Systematic Review.Viruses · 2023Pooled it
- Viral metagenomics of synanthropic urban bats: A surveillance strategy for uncovering potentially zoonotic viruses.One health (Amsterdam, Netherlands) · 2026Article
- Surveillance for Asiatic filoviruses and zoonotic paramyxoviruses at a perceived wildlife-human interface.Emerging microbes & infections · 2026Article
- Wildlife Trade and Genetic Basis of Disease Susceptibility: A Review.International journal of immunogenetics · 2026Review
- Predicting unknown mammalian viral hosts with Dynamic Positive-Unlabeled learning.Nature communications · 2026Article
- Comparative analysis of gut viromes in four penguin species reveals diverse novel viruses and host-associated differences.mSphere · 2026Article
- Targeting Zoonotic Spillover Drivers for Global Pandemic Prevention: A Narrative Review.Microorganisms · 2026Review
- Article
- Zoon0PredV: Potential Virus Species Crossover Prediction Using Convolutional Neural Networks and Viral Protein Sequence Patterns.Bioinformatics and biology insights · 2026Article
- Methods to Characterize Mutant Spectra of RNA Viruses: The Case of SARS-CoV-2.Methods in molecular biology (Clifton, N.J.) · 2026Article
- Detection of viral sequences at single-cell resolution identifies novel viruses associated with host gene expression changes.Nature biotechnology · 2026Article
- Bat things come in threes: within-host dynamics of herpesvirus triple infection in bats.Journal of virology · 2025Article
- Antiviral nanomedicine: Advantages, mechanisms and advanced therapies.Bioactive materials · 2025Review
- Article
- Viral metagenomics reveals parvovirus dark matter of herbivorous wildlife from the Qinghai-Tibet Plateau.BMC microbiology · 2025Article
- Viral ecology in chiroptera: human-wildlife interactions and pandemic risk.Veterinary research communications · 2025Review
- Role of individual and population heterogeneity in shaping dynamics of multi-pathogen shedding in an island endemic bat.PLoS pathogens · 2025Article
- A Review of Cross-Species Transmission Mechanisms of Influenza Viruses.Veterinary sciences · 2025Review
- Risk Evaluation and Mitigation Strategies for Newly Detected Mysterious Dinga Dinga Virus Infection in Africa: A Narrative Review.Health science reports · 2025Article
156 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
21 authors at 7 institutions in 3 countries.
Funding
Abstract
unlabelledThe majority of emerging zoonoses originate in wildlife, and many are caused by viruses. However, there are no rigorous estimates of total viral diversity (here termed "virodiversity") for any wildlife species, despite the utility of this to future surveillance and control of emerging zoonoses. In this case study, we repeatedly sampled a mammalian wildlife host known to harbor emerging zoonotic pathogens (the Indian Flying Fox, Pteropus giganteus) and used PCR with degenerate viral family-level primers to discover and analyze the occurrence patterns of 55 viruses from nine viral families. We then adapted statistical techniques used to estimate biodiversity in vertebrates and plants and estimated the total viral richness of these nine families in P. giganteus to be 58 viruses. Our analyses demonstrate proof-of-concept of a strategy for estimating viral richness and provide the first statistically supported estimate of the number of undiscovered viruses in a mammalian host. We used a simple extrapolation to estimate that there are a minimum of 320,000 mammalian viruses awaiting discovery within these nine families, assuming all species harbor a similar number of viruses, with minimal turnover between host species. We estimate the cost of discovering these viruses to be ~$6.3 billion (or ~$1.4 billion for 85% of the total diversity), which if annualized over a 10-year study time frame would represent a small fraction of the cost of many pandemic zoonoses. IMPORTANCE: Recent years have seen a dramatic increase in viral discovery efforts. However, most lack rigorous systematic design, which limits our ability to understand viral diversity and its ecological drivers and reduces their value to public health intervention. Here, we present a new framework for the discovery of novel viruses in wildlife and use it to make the first-ever estimate of the number of viruses that exist in a mammalian host. As pathogens continue to emerge from wildlife, this estimate allows us to put preliminary bounds around the potential size of the total zoonotic pool and facilitates a better understanding of where best to allocate resources for the subsequent discovery of global viral diversity.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.