Integrated Metagenomic Assessment of Multiple Pre-harvest Control Points on Lettuce Resistomes at Field-Scale

An integrated understanding of factors influencing the occurrence, distribution, and fate of antibiotic resistance genes (ARGs) in vegetable production systems is needed to inform the design and development of strategies for mitigating the potential for antibiotic resistance propagation in the food...

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Main Authors: Lauren Wind, Ishi Keenum, Suraj Gupta, Partha Ray, Katharine Knowlton, Monica Ponder, W. Cully Hession, Amy Pruden, Leigh-Anne Krometis
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-07-01
Series:Frontiers in Microbiology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fmicb.2021.683410/full
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language English
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author Lauren Wind
Ishi Keenum
Suraj Gupta
Partha Ray
Partha Ray
Katharine Knowlton
Monica Ponder
W. Cully Hession
Amy Pruden
Leigh-Anne Krometis
spellingShingle Lauren Wind
Ishi Keenum
Suraj Gupta
Partha Ray
Partha Ray
Katharine Knowlton
Monica Ponder
W. Cully Hession
Amy Pruden
Leigh-Anne Krometis
Integrated Metagenomic Assessment of Multiple Pre-harvest Control Points on Lettuce Resistomes at Field-Scale
Frontiers in Microbiology
antibiotic resistance genes
antibiotic resistome
antimicrobial resistance
agriculture
manure
lettuce
author_facet Lauren Wind
Ishi Keenum
Suraj Gupta
Partha Ray
Partha Ray
Katharine Knowlton
Monica Ponder
W. Cully Hession
Amy Pruden
Leigh-Anne Krometis
author_sort Lauren Wind
title Integrated Metagenomic Assessment of Multiple Pre-harvest Control Points on Lettuce Resistomes at Field-Scale
title_short Integrated Metagenomic Assessment of Multiple Pre-harvest Control Points on Lettuce Resistomes at Field-Scale
title_full Integrated Metagenomic Assessment of Multiple Pre-harvest Control Points on Lettuce Resistomes at Field-Scale
title_fullStr Integrated Metagenomic Assessment of Multiple Pre-harvest Control Points on Lettuce Resistomes at Field-Scale
title_full_unstemmed Integrated Metagenomic Assessment of Multiple Pre-harvest Control Points on Lettuce Resistomes at Field-Scale
title_sort integrated metagenomic assessment of multiple pre-harvest control points on lettuce resistomes at field-scale
publisher Frontiers Media S.A.
series Frontiers in Microbiology
issn 1664-302X
publishDate 2021-07-01
description An integrated understanding of factors influencing the occurrence, distribution, and fate of antibiotic resistance genes (ARGs) in vegetable production systems is needed to inform the design and development of strategies for mitigating the potential for antibiotic resistance propagation in the food chain. The goal of the present study was to holistically track antibiotic resistance and associated microbiomes at three distinct pre-harvest control points in an agroecosystem in order to identify the potential impacts of key agricultural management strategies. Samples were collected over the course of a single growing season (67 days) from field-scale plots amended with various organic and inorganic amendments at agronomic rates. Dairy-derived manure and compost amendment samples (n = 14), soil samples (n = 27), and lettuce samples (n = 12) were analyzed via shotgun metagenomics to assess multiple pre-harvest factors as hypothetical control points that shape lettuce resistomes. Pre-harvest factors of interest included manure collection during/post antibiotic use, manure composting, and soil amended with organic (stockpiled manure/compost) versus chemical fertilizer. Microbial community resistome and taxonomic compositions were unique from amendment to soil to lettuce surface according to dissimilarity analysis. The highest resistome alpha diversity (i.e., unique ARGs, n = 642) was detected in amendment samples prior to soil application, while the composted manure had the lowest total ARG relative abundance (i.e., 16S rRNA gene-normalized). Regardless of amendment type, soils acted as an apparent ecological buffer, i.e., soil resistome and taxonomic profiles returned to background conditions 67 d-post amendment application. Effects of amendment conditions surprisingly re-emerged in lettuce phyllosphere resistomes, with the highest total ARG relative abundances recovered on the surface of lettuce plants grown in organically-fertilized soils (i.e., compost- and manure-amended soils). Co-occurrence analysis identified 55 unique ARGs found both in the soil amendments and on lettuce surfaces. Among these, arnA and pmrF were the most abundant ARGs co-occurring with mobile genetic elements (MGE). Other prominent ARG-MGE co-occurrences throughout this pre-harvest lettuce production chain included: TetM to transposon (Clostridiodies difficile) in the manure amendment and TriC to plasmid (Ralstonia solanacearum) on the lettuce surfaces. This suggests that, even with imposing manure management and post-amendment wait periods in agricultural systems, ARGs originating from manure can still be found on crop surfaces. This study demonstrates a comprehensive approach to identifying key control points for the propagation of ARGs in vegetable production systems, identifying potential ARG-MGE combinations that could inform future surveillance. The findings suggest that additional pre-harvest and potentially post-harvest interventions may be warranted to minimize risk of propagating antibiotic resistance in the food chain.
topic antibiotic resistance genes
antibiotic resistome
antimicrobial resistance
agriculture
manure
lettuce
url https://www.frontiersin.org/articles/10.3389/fmicb.2021.683410/full
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spelling doaj-e5773a4f76e340a584d83e9c5d8720e32021-07-09T10:43:13ZengFrontiers Media S.A.Frontiers in Microbiology1664-302X2021-07-011210.3389/fmicb.2021.683410683410Integrated Metagenomic Assessment of Multiple Pre-harvest Control Points on Lettuce Resistomes at Field-ScaleLauren Wind0Ishi Keenum1Suraj Gupta2Partha Ray3Partha Ray4Katharine Knowlton5Monica Ponder6W. Cully Hession7Amy Pruden8Leigh-Anne Krometis9Department of Biological Systems Engineering, Virginia Tech, Blacksburg, VA, United StatesDepartment of Civil and Environmental Engineering, Virginia Tech, Blacksburg, VA, United StatesThe Interdisciplinary PhD Program in Genetics, Bioinformatics, and Computational Biology, Virginia Tech, Blacksburg, VA, United StatesDepartment of Dairy Science, Virginia Tech, Blacksburg, VA, United StatesDepartment of Animal Sciences, University of Reading, Reading, United KingdomDepartment of Dairy Science, Virginia Tech, Blacksburg, VA, United StatesDepartment of Food Science and Technology, Virginia Tech, Blacksburg, VA, United StatesDepartment of Biological Systems Engineering, Virginia Tech, Blacksburg, VA, United StatesDepartment of Civil and Environmental Engineering, Virginia Tech, Blacksburg, VA, United StatesDepartment of Biological Systems Engineering, Virginia Tech, Blacksburg, VA, United StatesAn integrated understanding of factors influencing the occurrence, distribution, and fate of antibiotic resistance genes (ARGs) in vegetable production systems is needed to inform the design and development of strategies for mitigating the potential for antibiotic resistance propagation in the food chain. The goal of the present study was to holistically track antibiotic resistance and associated microbiomes at three distinct pre-harvest control points in an agroecosystem in order to identify the potential impacts of key agricultural management strategies. Samples were collected over the course of a single growing season (67 days) from field-scale plots amended with various organic and inorganic amendments at agronomic rates. Dairy-derived manure and compost amendment samples (n = 14), soil samples (n = 27), and lettuce samples (n = 12) were analyzed via shotgun metagenomics to assess multiple pre-harvest factors as hypothetical control points that shape lettuce resistomes. Pre-harvest factors of interest included manure collection during/post antibiotic use, manure composting, and soil amended with organic (stockpiled manure/compost) versus chemical fertilizer. Microbial community resistome and taxonomic compositions were unique from amendment to soil to lettuce surface according to dissimilarity analysis. The highest resistome alpha diversity (i.e., unique ARGs, n = 642) was detected in amendment samples prior to soil application, while the composted manure had the lowest total ARG relative abundance (i.e., 16S rRNA gene-normalized). Regardless of amendment type, soils acted as an apparent ecological buffer, i.e., soil resistome and taxonomic profiles returned to background conditions 67 d-post amendment application. Effects of amendment conditions surprisingly re-emerged in lettuce phyllosphere resistomes, with the highest total ARG relative abundances recovered on the surface of lettuce plants grown in organically-fertilized soils (i.e., compost- and manure-amended soils). Co-occurrence analysis identified 55 unique ARGs found both in the soil amendments and on lettuce surfaces. Among these, arnA and pmrF were the most abundant ARGs co-occurring with mobile genetic elements (MGE). Other prominent ARG-MGE co-occurrences throughout this pre-harvest lettuce production chain included: TetM to transposon (Clostridiodies difficile) in the manure amendment and TriC to plasmid (Ralstonia solanacearum) on the lettuce surfaces. This suggests that, even with imposing manure management and post-amendment wait periods in agricultural systems, ARGs originating from manure can still be found on crop surfaces. This study demonstrates a comprehensive approach to identifying key control points for the propagation of ARGs in vegetable production systems, identifying potential ARG-MGE combinations that could inform future surveillance. The findings suggest that additional pre-harvest and potentially post-harvest interventions may be warranted to minimize risk of propagating antibiotic resistance in the food chain.https://www.frontiersin.org/articles/10.3389/fmicb.2021.683410/fullantibiotic resistance genesantibiotic resistomeantimicrobial resistanceagriculturemanurelettuce