ABSTRACT
INTRODUCTION
RESULTS
Outcome of transmission experiments
TABLE 1
TABLE 1 Challenge outcome following a 24-h exposure period of pairs of cattle to an FMDV-contaminated environment
Expt no. | Outcome by source of environmental contaminationb | |||
---|---|---|---|---|
Needle-inoculated cattle (room 1)a | Contact-infected cattle (room 2)c | Contact-infected cattle before clinical onset (room 2) | Contact-infected cattle after clinical onset (room 3)c | |
1 | One animal developed clinical signs 5 dpe | No clinical signs observed in either animal | – | – |
2 | Both animals developed clinical signs 5 dpe | One animal developed clinical signs 4 dpe | – | – |
3 | No clinical signs observed in either animal | – | One animal developed clinical signs 6 dpe | One animal developed clinical signs 10 dpe |
4 | No clinical signs observed in either animal | – | One animal developed clinical signs 2 dpe | One animal developed clinical signs 2 dpe |
Supplemental Material
Supplemental Material
Quantifying environmental transmission
FIG 1
![FIG 1 Viral shedding from cattle infected with foot-and-mouth disease virus. Each plot shows the observed (open black circles) and predicted (posterior median [colored line] and 2.5th and 97.5th percentiles [shading]) level of shedding (log10 PFU/ml) in nasal and oral swabs from cattle used to contaminate the environment in four transmission experiments (rows). The route of challenge for each animal is indicated by color: needle-inoculated (red) and contact challenged (blue). The vertical dotted line indicates the time of clinical onset, if the animal displayed clinical signs.](http://www.octavoscene.co.za/wp-content/uploads/2021/09/mbio.00381-20-f0001.jpeg)
Supplemental Material

Supplemental Material
Supplemental Material
Supplemental Material
Viral RNA was also detected in all environmental sample types and, indeed, at higher levels than infectious FMDV (Fig. S5; cf. Fig. 2). In addition, the half-life for viral RNA was significantly longer (posterior median: 10.6 days; 95% CrI: 8.5 to 13.8 days) compared with infectious virus (Table S2) and did not vary among sample types (Table S1).
Supplemental Material
FIG 3

Detection of FMDV in air samples.
Supplemental Material
DISCUSSION
FIG 5

MATERIALS AND METHODS
Ethics Statement
Animal Experiments
FIG 6

Experiments 1 & 2
Experiments 3 & 4
Environmental Sampling
Air Sampling
Sample Processing
Sequencing and transmission chains
Quantifying environmental transmission
Virus shedding
For an acute viral infection such as FMDV, viral titers (assumed to be proportional to the level of shedding by an individual) typically rise exponentially after infection, reaching a maximum level after which they decay exponentially as the immune response clears the virus (40). This pattern can be captured by a simple phenomenological model, which also reflects the within-host dynamics of infection (40, 41). In this case, the level of viral shedding (PFU/ml) by an animal at τ days postinfection is given by,
Environmental contamination and virus survival
The level of virus (PFU/ml) in environmental samples (i.e., feces or swabs taken from the floor, walls, or feed trough) was assumed to vary according to the amount of virus shed by infected animals and the rate at which virus decays in the sample. In this case, the mean level of virus in sample type j is described by the following differential equation,
Dose-response relationship for environmental transmission
The probability of transmission (i.e., that an animal would be infected and show clinical signs) following exposure to a contaminated environment was assumed to depend on the level of virus (PFU/ml) in the environment and the duration of exposure. Specifically, an exponential dose-response model (42) was assumed, so that the probability is given by,
where β is the transmission rate, Ej is the mean level of virus in sample type j (given by equation 2) and tC is the time of first exposure.
Parameter estimation
Supplemental Material
Basic reproduction number for environmental transmission
For the model of environmental transmission described by equations 1 to 3, the reproduction number R0 is given by,
Estimating viral RNA decay rates
Supplemental Material
ACKNOWLEDGMENTS
REFERENCES
- McCallum H, Barlow N, Hone J. 2001. How should pathogen transmission be modelled? Trends Ecol Evol 16:295–300. Go to Citation, Crossref, PubMed. Google Scholar
- Paton DJ, Gubbins S, King DP. 2018. Understanding the transmission of foot-and-mouth disease virus at different scales. Curr Opin Virol 28:85–91. Go to Citation, Crossref, PubMed, Google Scholar
- Lopman B, Gastañaduy P, Park GW, Hall AJ, Parashar UD, Vinjé J. 2012. Environmental transmission of norovirus gastroenteritis. Curr Opin Virol 2:96–102. Go to Citation, Crossref, PubMed, Google Scholar
- Rohani P, Breban R, Stallknecht DE, Drake JM. 2009. Environmental transmission of low pathogenicity avian influenza viruses and its implications for pathogen invasion. Proc Natl Acad Sci U S A 106:10365–10369. Go to Citation, Crossref, PubMed, Google Scholar
- Woodroffe R, Donnelly CA, Ham C, Jackson SYB, Moyes K, Chapman K, Stratton NG, Cartwright SJ. 2016. Badgers prefer cattle pasture but avoid cattle: implications for bovine tuberculosis control. Ecol Lett 19:1201–1208. Go to Citation, Crossref, PubMed, Google Scholar
- Bravo de Rueda C, de Jong MC, Eblé PL, Dekker A. 2015. Quantification of transmission of foot-and-mouth disease virus caused by an environment contaminated with secretions and excretions from infected calves. Vet Res 46:43. Go to Citation, Crossref, PubMed, Google Scholar
- Knight-Jones TJD, Rushton J. 2013. The economic impacts of foot and mouth disease—what are they, how big are they and where do they occur? Prev Vet Med 112:162–173. Go to Citation, Crossref, Google Scholar
- Alexandersen S, Zhang Z, Donaldson A, Garland AJ. 2003. The pathogenesis and diagnosis of foot-and-mouth disease. J Comp Pathol 129:1–36. Go to Citation, Crossref, PubMed, Google Scholar
- Woolhouse M, Chase-Topping M, Haydon D, Friar J, Matthews L, Hughes G, Shaw D, Wilesmith J, Donaldson A, Cornell S, Keeling M, Grenfell B. 2001. Epidemiology. Foot-and-mouth disease under control in the UK. Nature 411:258–259. Go to Citation, Crossref, PubMed, Google Scholar
- Sutmoller P, Barteling SS, Olascoaga RC, Sumption KJ. 2003. Control and eradication of foot-and-mouth disease. Virus Res 91:101–144. Go to Citation, Crossref, PubMed, Google Scholar
- Dimopoullos GT. 1960. Effects of physical environment on the virus of foot-and-mouth disease. Ann N Y Acad Sci 83:706–726. Go to Citation, Crossref, PubMed, Google Scholar
- Cottral GE. 1969. Persistence of foot-and-mouth disease virus in animals, their products and the environment. Bull Off Int Epizoot 71:549–569. Go to Citation, PubMed, Google Scholar
- Bartley LM, Donnelly CA, Anderson RM. 2002. Review of foot-and mouth disease virus survival in animal excretions and on fomites. Vet Rec 151:667–669. Go to Citation, Crossref, PubMed, Google Scholar
- Bøtner A, Belsham GJ. 2012. Virus survival in slurry: analysis of the stability of foot-and-mouth disease, classical swine fever, bovine viral diarrhoea and swine influenza viruses. Vet Microbiol 157:41–49. Go to Citation, Crossref, PubMed, Google Scholar
- Sellers RF. 1971. Quantitative aspects of the spread of foot-and-mouth disease. Vet Bull 141:431–439. Go to Citation, Crossref, Google Scholar
- Keeling MJ, Rohani P. 2011. Modeling infectious diseases in humans and animals. In Modeling infectious diseases in humans and animals. Princeton University Press. Go to Citation, Crossref, Google Scholar
- Gibbens JC, Wilesmith JW, Sharpe CE, Mansley LM, Michalopoulou E, Ryan JBM, Hudson M. 2001. Descriptive epidemiology of the 2001 foot-and-mouth disease epidemic in Great Britain: the first five months. Vet Rec 149:729–743. Go to Citation, Crossref, PubMed, Google Scholar
- Ryan E, Gloster J, Reid SM, Li Y, Ferris NP, Waters R, Juleff N, Charleston B, Bankowski B, Gubbins S, Wilesmith JW, King DP, Paton DJ. 2008. Clinical and laboratory investigations of the outbreaks of foot-and-mouth disease in Southern England in 2007. Vet Rec 163:139–147. Go to Citation, Crossref, PubMed, Google Scholar
- Lyons NA, Stärk KDC, van Maanen C, Thomas SL, Chepkwony EC, Sangula AK, Dulu TD, Fine PEM. 2015. Epidemiological analysis of an outbreak of foot-and-mouth disease (serotype SAT2) on a large dairy farm in Kenya using regular vaccination. Acta Trop 143:103–111. Go to Citation, Crossref, PubMed, Google Scholar
- Charleston B, Bankowski BM, Gubbins S, Chase-Topping ME, Schley D, Howey R, Barnett PV, Gibson D, Juleff ND, Woolhouse MEJ. 2011. Relationship between clinical signs and transmission of an infectious disease and the implications for control. Science 332:726–729. Go to Citation, Crossref, PubMed, Google Scholar
- Nelson N, Paton DJ, Gubbins S, Colenutt C, Brown E, Hodgson S, Gonzales JL. 2017. Predicting the ability of preclinical diagnosis to improve control of farm-to-farm foot-and-mouth disease transmission in cattle. J Clin Microbiol 55:1671–1681. Go to Citation, Crossref, PubMed, Google Scholar
- Chis Ster I, Dodd PJ, Ferguson NM. 2012. Within-farm transmission dynamics of foot and mouth disease as revealed by the 2001 epidemic in Great Britain. Epidemics 4:158–169. Go to Citation, Crossref, PubMed, Google Scholar
- Woolhouse MEJ, Haydon DT, Pearson A, Kitching RP. 1996. Failure of vaccination to prevent outbreaks of foot-and-mouth disease. Epidemiol Infect 116:363–371. Go to Citation, Crossref, PubMed, Google Scholar
- Orsel K, Bouma A. 2009. The effect of foot-and-mouth disease (FMD) vaccination on virus transmission and the significance for the field. Can Vet J 50:1059–1063. Go to Citation, PubMed, Google Scholar
- Orsel K, Bouma A, Dekker A, Stegeman JA, de Jong M. 2009. Foot and mouth disease virus transmission during the incubation period of the disease in piglets, lambs, calves, and dairy cows. Prev Vet Med 88:158–163. Go to Citation, Crossref, PubMed, Google Scholar
- Otter JA, Donskey C, Yezli S, Douthwaite S, Goldenberg SD, Weber DJ. 2016. Transmission of SARS and MERS coronaviruses and influenza virus in healthcare settings: the possible role of dry surface contamination. J Hosp Infect 92:235–250. Go to Citation, Crossref, PubMed, Google Scholar
- Bedson SP, Maitland HB, Burbury YM. 1927. Further observations on foot-and-mouth disease. J Comp Pathol Ther 40:5–36. Go to Citation, Crossref, Google Scholar
- Donaldson AI. 1972. The influence of relative humidity on the aerosol stability of different strains of foot-and-mouth disease virus suspended in saliva. J Gen Virol 15:25–33. Go to Citation, Crossref, PubMed, Google Scholar
- Pacheco JM, Tucker M, Hartwig E, Bishop E, Arzt J, Rodriguez LL. 2012. Direct contact transmission of three different foot-and-mouth disease virus strains in swine demonstrates important strain-specific differences. Vet J 193:456–463. Go to Citation, Crossref, PubMed, Google Scholar
- British Standards Institution. 2015. BS EN 14675:2015 Chemical disinfectants and antiseptics. Quantitative suspension test for the evaluation of viricidal activity of chemical disinfectants and antiseptics used in the veterinary area. Test method and requirements (Phase 2, step 1). British Standards Institution, London, United Kingdom. https://standardsdevelopment.bsigroup.com/projects/2012-01335#/section. Go to Citation, Google Scholar
- Stenfeldt C, Diaz-San Segundo F, de los Santos T, Rodriguez LL, Arzt J. 2016. The pathogenesis of foot-and-mouth disease in pigs. Front Vet Sci 3:41. Go to Citation, Crossref, PubMed, Google Scholar
- Kitching RP, Hughes GJ. 2002. Clinical variation in foot and mouth disease: sheep and goats. Rev Sci Tech 21:505–512. Go to Citation, Crossref, PubMed, Google Scholar
- Juleff N, Valdazo-González B, Wadsworth J, Wright CF, Charleston B, Paton DJ, King DP, Knowles NJ. 2013. Accumulation of nucleotide substitutions occurring during experimental transmission of foot-and-mouth disease virus. J Gen Virol 94:108–119. Go to Citation, Crossref, PubMed, Google Scholar
- Callahan JD, Brown F, Osorio FA, Sur JH, Kramer E, Long GW, Lubroth J, Ellis SJ, Shoulars KS, Gaffney KL, Rock DL, Nelson WM. 2002. Use of a portable real-time reverse transcriptase-polymerase chain reaction assay for rapid detection of foot-and-mouth disease virus. J Am Vet Med Assoc 220:1636–1642. Go to Citation, Crossref, PubMed, Google Scholar
- Brehm KE, Ferris NP, Lenk M, Riebe R, Haas B. 2009. Highly sensitive fetal goat tongue cell line for detection and isolation of foot-and-mouth disease virus. J Clin Microbiol 47:3156–3160. Go to Citation, Crossref, PubMed, Google Scholar
- Logan G, Freimanis GL, King DJ, Valdazo-González B, Bachanek-Bankowska K, Sanderson ND, Knowles NJ, King DP, Cottam EM. 2014. A universal protocol to generate consensus level genome sequences for foot-and-mouth disease virus and other positive-sense polyadenylated RNA viruses using the Illumina MiSeq. BMC Genomics 15:828. Go to Citation, Crossref, PubMed, Google Scholar
- Prost S, Anderson CNK. 2014. Tempnet Rscript. https://web.stanford.edu/group/hadlylab/tempnet/, Go to Citation, Google Scholar
- Core team R. 2016. R: a language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. Go to Citation, Google Scholar
- Holder BP, Beauchemin CA. 2011. Exploring the effect of biological delays in kinetic models of influenza within a host or cell culture. BMC Public Health 11:S10. Go to Citation, Crossref, PubMed, Google Scholar
- Handel A, Lebarbenchon C, Stallknecht D, Rohani P. 2014. Trade-offs between and within scales: environmental persistence and within-host fitness of avian influenza viruses. Proc R Soc B 281:20133051. Go to Citation, Crossref, PubMed, Google Scholar
- Haas CN. 1983. Estimation of risk due to low doses of microorganisms: a comparison of alternative methodologies. Am J Epidemiol 118:573–582. Go to Citation, Crossref, PubMed, Google Scholar
- Obadia T, Haneef R, Boëlle P-Y. 2012. The R0 package: a toolbox to estimate reproduction numbers for epidemic outbreaks. BMC Med Inform Decis Mak 12:147. Go to Citation, Crossref, PubMed, Google Scholar