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Article

Plasmodiophora brassicae Inoculum Density and Spatial Patterns at the Field Level and Relation to Soil Characteristics

by
Andrea Botero-Ramirez
,
Sheau-Fang Hwang
and
Stephen E. Strelkov
*
Department of Agricultural, Food and Nutritional Science, University of Alberta, Edmonton, AB T6G 2P5, Canada
*
Author to whom correspondence should be addressed.
Pathogens 2021, 10(5), 499; https://doi.org/10.3390/pathogens10050499
Submission received: 18 February 2021 / Revised: 13 April 2021 / Accepted: 19 April 2021 / Published: 21 April 2021

Abstract

Clubroot, caused by Plasmodiophora brassicae, is an important soilborne disease of the Brassicaceae. Knowledge of the spatial dynamics of P. brassicae at the field level and the influence of soil properties on pathogen spatial patterns can improve understanding of clubroot epidemiology and management. To study the spatial patterns of P. brassicae inoculum density and their relationship to different soil properties, four clubroot-infested fields in central Alberta, Canada, were sampled in 2017 and 2019, and P. brassicae inoculum density, soil pH, and boron, calcium, and magnesium concentrations were quantified. Spatial autocorrelation of the inoculum density was estimated for each of the fields in both years with the Moran’s I and semi-variograms. A Bayesian hierarchical spatial approach was used to model the relationship between P. brassicae inoculum density and the soil parameters. Patchiness of the pathogen was detected, with most patches located at the field edges and adjacent to the entrance. Infested patches grew in size from 2017 to 2019, with an average increase in diameter of 221.3 m and with this growth determined by the maximum inoculum density and active dispersal methods such as movement by machinery and wind. Soil pH, boron, calcium, and magnesium concentrations were not found to have an important effect on the inoculum density of P. brassicae.
Keywords: clubroot; geostatistics; epidemiology; spatial patterns; patchiness clubroot; geostatistics; epidemiology; spatial patterns; patchiness

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MDPI and ACS Style

Botero-Ramirez, A.; Hwang, S.-F.; Strelkov, S.E. Plasmodiophora brassicae Inoculum Density and Spatial Patterns at the Field Level and Relation to Soil Characteristics. Pathogens 2021, 10, 499. https://doi.org/10.3390/pathogens10050499

AMA Style

Botero-Ramirez A, Hwang S-F, Strelkov SE. Plasmodiophora brassicae Inoculum Density and Spatial Patterns at the Field Level and Relation to Soil Characteristics. Pathogens. 2021; 10(5):499. https://doi.org/10.3390/pathogens10050499

Chicago/Turabian Style

Botero-Ramirez, Andrea, Sheau-Fang Hwang, and Stephen E. Strelkov. 2021. "Plasmodiophora brassicae Inoculum Density and Spatial Patterns at the Field Level and Relation to Soil Characteristics" Pathogens 10, no. 5: 499. https://doi.org/10.3390/pathogens10050499

APA Style

Botero-Ramirez, A., Hwang, S.-F., & Strelkov, S. E. (2021). Plasmodiophora brassicae Inoculum Density and Spatial Patterns at the Field Level and Relation to Soil Characteristics. Pathogens, 10(5), 499. https://doi.org/10.3390/pathogens10050499

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