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&#8212;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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Main Authors: Lav Sharma, Irene Oliveira, Fernando Raimundo, Laura Torres, Guilhermina Marques
Format: Article
Language:English
Published: MDPI AG 2018-11-01
Series:Pathogens
Subjects:
Online Access:https://www.mdpi.com/2076-0817/7/4/89
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spelling 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&#8212;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% &#177; 5.47%, of the total soil samples. Out of the 1280 insect larvae used, 93, i.e., 7.26% &#177; 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> &lt; 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&#8212;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% &#177; 5.47%, of the total soil samples. Out of the 1280 insect larvae used, 93, i.e., 7.26% &#177; 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> &lt; 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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