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United States Department of Agriculture

Agricultural Research Service

Title: Qualification of a Plant Disease Simulation Model: Performance of the Lateblight Model Across a Broad Range of Environments

Authors
item Andrade-Piedra, Jorge - CORNELL UNIVERSITY
item Forbes, Gregory - INTL POTATO CENTER
item Shtienberg, Dani - ARO VOLCANI CENTER
item Grunwald, Niklaus
item Chacon, Maria - INTL POTATO CENTER
item Taipe, Marco - INTL POTATO CENTER
item Hijmans, Robert - UC BERKELEY
item Fry, William - CORNELL UNIVERSITY

Submitted to: Phytopathology
Publication Type: Peer Reviewed Journal
Publication Acceptance Date: August 5, 2005
Publication Date: November 15, 2005
Citation: Andrade-Piedra, J.L., Forbes, G.A., Shtienberg, D., Grunwald, N.J., Taipe, M.V., Hijmans, R.J., Fry, W.E. 2005. Qualification of a plant disease simulation model: performance of the lateblight model across a broad range of environments. Phytopathology. 95:1412-1422.

Interpretive Summary: LATEBLIGHT is a computer model that simulates the effect of biological and physical factors on asexual development of the potato late blight disease. The model was tested over a wide range of environments to assess how well it performs. Data from 32 fungicide-free epidemics observed in Ecuador, Mexico, Israel, and the USA in 13 potato cultivars were compared with model predictions using graphical and statistical tests. For the simulations, a level of host resistance was assigned to each cultivar based on general categories reported by local investigators. Based on the results from this study, it was concluded that LATEBLIGHT can be extended from the range of conditions in Peru for which it has been previously validated to those observed in this study. Thus LATEBLIGHT can be used to simulate epidemics in both sub-temperate and highland tropical environments. Further analysis showed that LATEBLIGHT is more sensitive to changes in variables related to initial inoculum and to weather than to changes in factors relating to host resistance.

Technical Abstract: The concept of model qualification, i.e., discovering the domain over which a validated model may be properly used, was illustrated with LATEBLIGHT, a mathematical model that simulates the effect of weather, host growth and resistance, and fungicide use on asexual development and growth of Phytophthora infestans on potato foliage. Late blight epidemics from Ecuador, Mexico, Israel, and the United States involving 13 potato cultivars (32 epidemics in total) were compared with model predictions using graphical and statistical tests. Fungicides were not applied in any of the epidemics. For the simulations, a host resistance level was assigned to each cultivar based on general categories reported by local investigators. For eight cultivars, the model predictions fit the observed data. For four cultivars, the model predictions overestimated disease, likely due to inaccurate estimates of host resistance. Model predictions were inconsistent for one cultivar and for one location. It was concluded that the domain of applicability of LATEBLIGHT can be extended from the range of conditions in Peru for which it has been previously validated to those observed in this study. A sensitivity analysis showed that, within the range of values observed empirically, LATEBLIGHT is more sensitive to changes in variables related to initial inoculum and to weather than to changes in variables relating to host resistance.

Last Modified: 7/23/2014
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