Soil Chemical Properties Barely Perturb the Abundance of Entomopathogenic <i>Fusarium oxysporum</i>: A Case Study Using a Generalized Linear Mixed Model for Microbial Pathogen Occurrence Count Data
<i>Fusarium oxysporum</i> exhibits insect pathogenicity—however, generalized concerns of releasing phytopathogens within agroecosystems marred its entomopathogenicity-related investigations. In a previous study, soils were sampled from Douro vineyards and adjacent hedgerows. In...
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doaj-c6af5d6b94c54267b78250d623cf8b002020-11-25T01:56:30ZengMDPI AGPathogens2076-08172018-11-01748910.3390/pathogens7040089pathogens7040089Soil Chemical Properties Barely Perturb the Abundance of Entomopathogenic <i>Fusarium oxysporum</i>: A Case Study Using a Generalized Linear Mixed Model for Microbial Pathogen Occurrence Count DataLav Sharma0Irene Oliveira1Fernando Raimundo2Laura Torres3Guilhermina Marques4CITAB—Centre for the Research and Technology of Agro-Environmental and Biological Sciences, University of Trás-os-Montes and Alto Douro, UTAD, 5001-801 Vila Real, PortugalCITAB—Centre for the Research and Technology of Agro-Environmental and Biological Sciences, University of Trás-os-Montes and Alto Douro, UTAD, 5001-801 Vila Real, PortugalCITAB—Centre for the Research and Technology of Agro-Environmental and Biological Sciences, University of Trás-os-Montes and Alto Douro, UTAD, 5001-801 Vila Real, PortugalCITAB—Centre for the Research and Technology of Agro-Environmental and Biological Sciences, University of Trás-os-Montes and Alto Douro, UTAD, 5001-801 Vila Real, PortugalCITAB—Centre for the Research and Technology of Agro-Environmental and Biological Sciences, University of Trás-os-Montes and Alto Douro, UTAD, 5001-801 Vila Real, Portugal<i>Fusarium oxysporum</i> exhibits insect pathogenicity—however, generalized concerns of releasing phytopathogens within agroecosystems marred its entomopathogenicity-related investigations. In a previous study, soils were sampled from Douro vineyards and adjacent hedgerows. In this study, 80 of those soils were analyzed for their chemical properties and were subsequently co-related with the abundance of entomopathogenic <i>F. oxysporum</i>, after insect baiting of soils with <i>Galleria mellonella</i> and <i>Tenebrio molitor</i> larvae. The soil chemical properties studied were organic matter content; total organic carbon; total nitrogen; available potassium; available phosphorus; exchangeable cations, such as K<sup>+</sup>, Na<sup>+</sup>, Ca<sup>2+</sup>, and Mg<sup>2+</sup>; pH; total acidity; degree of base saturation; and effective cation exchange capacity. Entomopathogenic <i>F. oxysporum</i> was found in 48 soils, i.e., 60% ± 5.47%, of the total soil samples. Out of the 1280 insect larvae used, 93, i.e., 7.26% ± 0.72%, were found dead by entomopathogenic <i>F. oxysporum</i>. Stepwise deletion of non-significant variables using a generalized linear model was followed by a generalized linear mixed model (GLMM). A higher C:N (logarithmized) (<i>p</i> < 0.001) and lower exchangeable K<sup>+</sup> (logarithmized) (<i>p</i> = 0.008) were found significant for higher fungal abundance. Overall, this study suggests that entomopathogenic <i>F. oxysporum</i> is robust with regard to agricultural changes, and GLMM is a useful statistical tool for count data in ecology.https://www.mdpi.com/2076-0817/7/4/89entomopathogenic fungisoil chemistrymicrobial ecologyvineyards<i>Fusarium oxysporum</i>generalized linear mixed model |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Lav Sharma Irene Oliveira Fernando Raimundo Laura Torres Guilhermina Marques |
spellingShingle |
Lav Sharma Irene Oliveira Fernando Raimundo Laura Torres Guilhermina Marques Soil Chemical Properties Barely Perturb the Abundance of Entomopathogenic <i>Fusarium oxysporum</i>: A Case Study Using a Generalized Linear Mixed Model for Microbial Pathogen Occurrence Count Data Pathogens entomopathogenic fungi soil chemistry microbial ecology vineyards <i>Fusarium oxysporum</i> generalized linear mixed model |
author_facet |
Lav Sharma Irene Oliveira Fernando Raimundo Laura Torres Guilhermina Marques |
author_sort |
Lav Sharma |
title |
Soil Chemical Properties Barely Perturb the Abundance of Entomopathogenic <i>Fusarium oxysporum</i>: A Case Study Using a Generalized Linear Mixed Model for Microbial Pathogen Occurrence Count Data |
title_short |
Soil Chemical Properties Barely Perturb the Abundance of Entomopathogenic <i>Fusarium oxysporum</i>: A Case Study Using a Generalized Linear Mixed Model for Microbial Pathogen Occurrence Count Data |
title_full |
Soil Chemical Properties Barely Perturb the Abundance of Entomopathogenic <i>Fusarium oxysporum</i>: A Case Study Using a Generalized Linear Mixed Model for Microbial Pathogen Occurrence Count Data |
title_fullStr |
Soil Chemical Properties Barely Perturb the Abundance of Entomopathogenic <i>Fusarium oxysporum</i>: A Case Study Using a Generalized Linear Mixed Model for Microbial Pathogen Occurrence Count Data |
title_full_unstemmed |
Soil Chemical Properties Barely Perturb the Abundance of Entomopathogenic <i>Fusarium oxysporum</i>: A Case Study Using a Generalized Linear Mixed Model for Microbial Pathogen Occurrence Count Data |
title_sort |
soil chemical properties barely perturb the abundance of entomopathogenic <i>fusarium oxysporum</i>: a case study using a generalized linear mixed model for microbial pathogen occurrence count data |
publisher |
MDPI AG |
series |
Pathogens |
issn |
2076-0817 |
publishDate |
2018-11-01 |
description |
<i>Fusarium oxysporum</i> exhibits insect pathogenicity—however, generalized concerns of releasing phytopathogens within agroecosystems marred its entomopathogenicity-related investigations. In a previous study, soils were sampled from Douro vineyards and adjacent hedgerows. In this study, 80 of those soils were analyzed for their chemical properties and were subsequently co-related with the abundance of entomopathogenic <i>F. oxysporum</i>, after insect baiting of soils with <i>Galleria mellonella</i> and <i>Tenebrio molitor</i> larvae. The soil chemical properties studied were organic matter content; total organic carbon; total nitrogen; available potassium; available phosphorus; exchangeable cations, such as K<sup>+</sup>, Na<sup>+</sup>, Ca<sup>2+</sup>, and Mg<sup>2+</sup>; pH; total acidity; degree of base saturation; and effective cation exchange capacity. Entomopathogenic <i>F. oxysporum</i> was found in 48 soils, i.e., 60% ± 5.47%, of the total soil samples. Out of the 1280 insect larvae used, 93, i.e., 7.26% ± 0.72%, were found dead by entomopathogenic <i>F. oxysporum</i>. Stepwise deletion of non-significant variables using a generalized linear model was followed by a generalized linear mixed model (GLMM). A higher C:N (logarithmized) (<i>p</i> < 0.001) and lower exchangeable K<sup>+</sup> (logarithmized) (<i>p</i> = 0.008) were found significant for higher fungal abundance. Overall, this study suggests that entomopathogenic <i>F. oxysporum</i> is robust with regard to agricultural changes, and GLMM is a useful statistical tool for count data in ecology. |
topic |
entomopathogenic fungi soil chemistry microbial ecology vineyards <i>Fusarium oxysporum</i> generalized linear mixed model |
url |
https://www.mdpi.com/2076-0817/7/4/89 |
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