epidemiological modelling of phytophthora ramorum incidence and spread in the uk
DESCRIPTION
Spatio-temporal analysis of Phytophthora ramorum cases in England and Wales, spatially-explicit simulations, plant trade network, epidemic threshold. Evolution of the international regulation of plant pests andchallenges for future plant health. Plant health and global change – some implications for landscape managementTRANSCRIPT
Epidemiological modelling of Phytophthora ramorum incidence and spread in the UK
Tom Harwood, Marco Pautasso*, Xiangming Xu, Mike W. Shaw & Mike J. Jeger*
*Division of Biology, Imperial College London, Silwood Park Campus, SL5 7PY, UK
International Congress of Plant Pathology nr 10, Torino (Italy) August 2008
Phytophthora ramorum in England & Wales (2003-2006)
Outbreak maps courtesy of David Slawson, PHSI, DEFRA, UK
Climatic match courtesy of Richard Baker, CSL, UK
511 nurseries/ garden centres
85
426
168 historic gardens/ woodlands
46
122
g 11 v
alue
s
0
1
2
3
4
5
0
1
2
3
4
5
Distance (km)0 20 40 60 80 100
g 11 v
alue
s
0
1
2
3
4
5
a: Garden/Nursery 2003 b: Garden/Nursery 2004
c: Garden/Nursery 2005
Distance (km)0 20 40 60 80 100
g11
valu
es
0
4
8
12d: Garden/Nursery 2006
Spatial analysis – aggregation of nurseries & garden centres
SimulationsLog (total numbers of infected plants after 10 years)
Source of variation df MS VR P
Between locations 9 1774 694 <0.001
Allowing for differences between locations
R 1 18270 7147 <0.001commerce 1 2087 817 <0.001inspections 1 49 19 <0.001R.commerce 1 126 49 <0.001
Other interactions very small and non-significant
Residual 3983 2.56
Lower epidemic threshold for two-way scale-free networks (unless networks are sparsely connected)
N replicates = 100; error bars are St. Dev.; different letters show sign. different means
at p < 0.05
ReferencesDehnen-Schmutz K, Holdenrieder O, Jeger MJ & Pautasso M (2010) Structural change in the international horticultural industry: some implications for plant health. Scientia Horticulturae 125: 1-15Harwood TD, Xu XM, Pautasso M, Jeger MJ & Shaw M (2009) Epidemiological risk assessment using linked network and grid based modelling: Phytophthora ramorum and P. kernoviae in the UK. Ecological Modelling 220: 3353-3361 Jeger MJ & Pautasso M (2008) Comparative epidemiology of zoosporic plant pathogens. European Journal of Plant Pathology 122: 111-126MacLeod A, Pautasso M, Jeger MJ & Haines-Young R (2010) Evolution of the international regulation of plant pests and challenges for future plant health. Food Security 2: 49-70 Moslonka-Lefebvre M, Pautasso M & Jeger MJ (2009) Disease spread in small-size directed networks: epidemic threshold, correlation between links to and from nodes, and clustering. Journal of Theoretical Biology 260: 402-411Moslonka-Lefebvre M, Finley A, Dorigatti I, Dehnen-Schmutz K, Harwood T, Jeger MJ, Xu XM, Holdenrieder O & Pautasso M (2011) Networks in plant epidemiology: from genes to landscapes, countries and continents. Phytopathology 101: 392-403Pautasso M (2009) Geographical genetics and the conservation of forest trees. Perspectives in Plant Ecology, Systematics and Evolution 11: 157-189Pautasso M, Dehnen-Schmutz K, Holdenrieder O, Pietravalle S, Salama N, Jeger MJ, Lange E & Hehl-Lange S (2010) Plant health and global change – some implications for landscape management. Biological Reviews 85: 729-755Pautasso M, Moslonka-Lefebvre M & Jeger MJ (2010) The number of links to and from the starting node as a predictor of epidemic size in small-size directed networks. Ecological Complexity 7: 424-432 Pautasso M, Xu XM, Jeger MJ, Harwood T, Moslonka-Lefebvre M & Pellis L (2010) Disease spread in small-size directed trade networks: the role of hierarchical categories. Journal of Applied Ecology 47: 1300-1309Xu XM, Harwood TD, Pautasso M & Jeger MJ (2009) Spatio-temporal analysis of an invasive plant pathogen (Phytophthora ramorum) in England and Wales. Ecography 32: 504-516