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Field evaluation of tolerance to Tobacco streak virus in sunflower germplasm,and observations of seasonal disease spread
Authors:M. Sharman  D.E. Pagendam  D.M. Persley  A. Drenth  J.E. Thomas
Affiliation:1. Department of Agriculture, Fisheries and Forestry, Ecosciences Precinct, Brisbane, Queensland, Australia;2. Queensland Alliance for Agriculture and Food Innovation, The University of Queensland, St. Lucia campus, Queensland, Australia;3. Commonwealth Scientific and Industrial Research Organisation, Ecosciences Precinct, Brisbane, Queensland, Australia;4. Queensland Alliance for Agriculture and Food Innovation, The University of Queensland, Ecosciences Precinct, Brisbane, Queensland, Australia
Abstract:Strong statistical evidence was found for differences in tolerance to natural infections of Tobacco streak virus (TSV) in sunflower hybrids. Data from 470 plots involving 23 different sunflower hybrids tested in multiple trials over 5 years in Australia were analysed. Using a Bayesian Hierarchical Logistic Regression (BHLR) model for analysis provided: (a) a rigorous method for investigating the relative effects of hybrid, seasonal rainfall and proximity to inoculum source on the incidence of severe TSV disease; (b) a natural method for estimating the probability distributions of disease incidence in different hybrids under historical rainfall conditions; and (c) a method for undertaking all pairwise comparisons of disease incidence between hybrids while controlling the familywise error rate without any drastic reduction in statistical power. The tolerance identified in field trials was effective against the main TSV strain associated with disease outbreaks, TSV‐parthenium. Glasshouse tests indicate this tolerance to also be effective against the other TSV strain found in central Queensland, TSV‐crownbeard. The use of tolerant germplasm is critical to minimise the risk of TSV epidemics in sunflower in this region. We found strong statistical evidence that rainfall during the early growing months of March and April had a negative effect on the incidence of severe infection with greatly reduced disease incidence in years that had high rainfall during this period.
Keywords:epidemiology  Hamiltonian Monte Carlo  Helianthus annuus  Stan
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